{
  "protocol": "agentskit.chat.knowledge",
  "version": 1,
  "artifactId": "agentskit-registry",
  "siteId": "registry",
  "contentHash": "sha256:5d92f42746b006728d7c7402cd6f63fba688801c5306e4c720098f1b2114551e",
  "generatedAt": "2026-07-10T00:42:50.642Z",
  "entries": [
    {
      "id": "agent:agency-brief-generator",
      "kind": "package",
      "label": "Brief Generator",
      "match": {
        "type": "exact",
        "values": [
          "agency-brief-generator",
          "Brief Generator",
          "agent agency-brief-generator",
          "install agency-brief-generator",
          "add agency-brief-generator",
          "npx agentskit add agency-brief-generator"
        ]
      },
      "answer": {
        "markdown": "## Brief Generator\n\nDrafts a TYPED creative brief from client kickoff notes (client/product, audience, insight, proposition, mandatories, tone, deliverables, timeline). Pulls facts only from the notes — never invents; gaps become 'to be confirmed' and are listed in toBeConfirmed. Always a draft.\n\nInstall: `npx agentskit add agency-brief-generator`\n\nCategory: **agency** · Status: **validated**\nCapabilities: `agency`, `structured-output`, `human-in-the-loop`\n\n[Open the agent page](https://registry.agentskit.io/agents/agency-brief-generator)",
        "citations": [
          {
            "id": "agent:agency-brief-generator",
            "title": "Brief Generator",
            "href": "https://registry.agentskit.io/agents/agency-brief-generator"
          }
        ]
      }
    },
    {
      "id": "agent:agency-client-status-report",
      "kind": "package",
      "label": "Client Status Report",
      "match": {
        "type": "exact",
        "values": [
          "agency-client-status-report",
          "Client Status Report",
          "agent agency-client-status-report",
          "install agency-client-status-report",
          "add agency-client-status-report",
          "npx agentskit add agency-client-status-report"
        ]
      },
      "answer": {
        "markdown": "## Client Status Report\n\nReport typed. Weekly status manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add agency-client-status-report`\n\nCategory: **agency** · Status: **validated**\nCapabilities: `agency`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/agency-client-status-report)",
        "citations": [
          {
            "id": "agent:agency-client-status-report",
            "title": "Client Status Report",
            "href": "https://registry.agentskit.io/agents/agency-client-status-report"
          }
        ]
      }
    },
    {
      "id": "agent:agency-copy-reviewer",
      "kind": "package",
      "label": "Copy Reviewer",
      "match": {
        "type": "exact",
        "values": [
          "agency-copy-reviewer",
          "Copy Reviewer",
          "agent agency-copy-reviewer",
          "install agency-copy-reviewer",
          "add agency-copy-reviewer",
          "npx agentskit add agency-copy-reviewer"
        ]
      },
      "answer": {
        "markdown": "## Copy Reviewer\n\nReads draft creative against a brand-voice guide and returns TYPED misalignments (line, current text, suggested rewrite, rationale) + an overall assessment. Suggests, never imposes (never rewrites the whole piece); contentious brand-intent calls set routeToHuman for the account lead.\n\nInstall: `npx agentskit add agency-copy-reviewer`\n\nCategory: **agency** · Status: **validated**\nCapabilities: `agency`, `review`, `human-in-the-loop`\n\n[Open the agent page](https://registry.agentskit.io/agents/agency-copy-reviewer)",
        "citations": [
          {
            "id": "agent:agency-copy-reviewer",
            "title": "Copy Reviewer",
            "href": "https://registry.agentskit.io/agents/agency-copy-reviewer"
          }
        ]
      }
    },
    {
      "id": "agent:agency-creative-qa-checklist",
      "kind": "package",
      "label": "Creative QA Checklist",
      "match": {
        "type": "exact",
        "values": [
          "agency-creative-qa-checklist",
          "Creative QA Checklist",
          "agent agency-creative-qa-checklist",
          "install agency-creative-qa-checklist",
          "add agency-creative-qa-checklist",
          "npx agentskit add agency-creative-qa-checklist"
        ]
      },
      "answer": {
        "markdown": "## Creative QA Checklist\n\nChecklist pass/fail typed. Creative QA inconsistent. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add agency-creative-qa-checklist`\n\nCategory: **agency** · Status: **validated**\nCapabilities: `agency`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/agency-creative-qa-checklist)",
        "citations": [
          {
            "id": "agent:agency-creative-qa-checklist",
            "title": "Creative QA Checklist",
            "href": "https://registry.agentskit.io/agents/agency-creative-qa-checklist"
          }
        ]
      }
    },
    {
      "id": "agent:agency-deck-builder",
      "kind": "package",
      "label": "Deck Builder",
      "match": {
        "type": "exact",
        "values": [
          "agency-deck-builder",
          "Deck Builder",
          "agent agency-deck-builder",
          "install agency-deck-builder",
          "add agency-deck-builder",
          "npx agentskit add agency-deck-builder"
        ]
      },
      "answer": {
        "markdown": "## Deck Builder\n\nDrafts a TYPED pitch/status deck (typed slides with bullets + citations) from project artifacts. Every number must cite its source artifact — uncited metrics are flagged in uncitedMetrics, missing data becomes 'data to be confirmed'. Configurable sections; always a draft.\n\nInstall: `npx agentskit add agency-deck-builder`\n\nCategory: **agency** · Status: **validated**\nCapabilities: `agency`, `structured-output`, `grounding`\n\n[Open the agent page](https://registry.agentskit.io/agents/agency-deck-builder)",
        "citations": [
          {
            "id": "agent:agency-deck-builder",
            "title": "Deck Builder",
            "href": "https://registry.agentskit.io/agents/agency-deck-builder"
          }
        ]
      }
    },
    {
      "id": "agent:agency-media-plan-builder",
      "kind": "package",
      "label": "Media Plan Builder",
      "match": {
        "type": "exact",
        "values": [
          "agency-media-plan-builder",
          "Media Plan Builder",
          "agent agency-media-plan-builder",
          "install agency-media-plan-builder",
          "add agency-media-plan-builder",
          "npx agentskit add agency-media-plan-builder"
        ]
      },
      "answer": {
        "markdown": "## Media Plan Builder\n\nPlan per channel typed. Media plans ad-hoc. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add agency-media-plan-builder`\n\nCategory: **agency** · Status: **validated**\nCapabilities: `agency`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/agency-media-plan-builder)",
        "citations": [
          {
            "id": "agent:agency-media-plan-builder",
            "title": "Media Plan Builder",
            "href": "https://registry.agentskit.io/agents/agency-media-plan-builder"
          }
        ]
      }
    },
    {
      "id": "agent:agency-production-timeline",
      "kind": "package",
      "label": "Production Timeline",
      "match": {
        "type": "exact",
        "values": [
          "agency-production-timeline",
          "Production Timeline",
          "agent agency-production-timeline",
          "install agency-production-timeline",
          "add agency-production-timeline",
          "npx agentskit add agency-production-timeline"
        ]
      },
      "answer": {
        "markdown": "## Production Timeline\n\nTimeline typed. Timelines chaotic. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add agency-production-timeline`\n\nCategory: **agency** · Status: **validated**\nCapabilities: `agency`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/agency-production-timeline)",
        "citations": [
          {
            "id": "agent:agency-production-timeline",
            "title": "Production Timeline",
            "href": "https://registry.agentskit.io/agents/agency-production-timeline"
          }
        ]
      }
    },
    {
      "id": "agent:agency-revision-tracker",
      "kind": "package",
      "label": "Revision Tracker",
      "match": {
        "type": "exact",
        "values": [
          "agency-revision-tracker",
          "Revision Tracker",
          "agent agency-revision-tracker",
          "install agency-revision-tracker",
          "add agency-revision-tracker",
          "npx agentskit add agency-revision-tracker"
        ]
      },
      "answer": {
        "markdown": "## Revision Tracker\n\nRevision log typed. Revisions lost. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add agency-revision-tracker`\n\nCategory: **agency** · Status: **validated**\nCapabilities: `agency`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/agency-revision-tracker)",
        "citations": [
          {
            "id": "agent:agency-revision-tracker",
            "title": "Revision Tracker",
            "href": "https://registry.agentskit.io/agents/agency-revision-tracker"
          }
        ]
      }
    },
    {
      "id": "agent:agency-schedule-planner",
      "kind": "package",
      "label": "Schedule Planner",
      "match": {
        "type": "exact",
        "values": [
          "agency-schedule-planner",
          "Schedule Planner",
          "agent agency-schedule-planner",
          "install agency-schedule-planner",
          "add agency-schedule-planner",
          "npx agentskit add agency-schedule-planner"
        ]
      },
      "answer": {
        "markdown": "## Schedule Planner\n\nDrafts a TYPED multi-channel publish schedule (date/channel/asset/rationale) from approved drafts + channel constraints. Flags conflicts (window collisions, embargoes, frequency-cap breaches) instead of silently dropping items; never schedules jobs itself — always requiresApproval by the account lead.\n\nInstall: `npx agentskit add agency-schedule-planner`\n\nCategory: **agency** · Status: **validated**\nCapabilities: `agency`, `scheduling`, `human-in-the-loop`\n\n[Open the agent page](https://registry.agentskit.io/agents/agency-schedule-planner)",
        "citations": [
          {
            "id": "agent:agency-schedule-planner",
            "title": "Schedule Planner",
            "href": "https://registry.agentskit.io/agents/agency-schedule-planner"
          }
        ]
      }
    },
    {
      "id": "agent:agency-scope-creep-detector",
      "kind": "package",
      "label": "Scope Creep Detector",
      "match": {
        "type": "exact",
        "values": [
          "agency-scope-creep-detector",
          "Scope Creep Detector",
          "agent agency-scope-creep-detector",
          "install agency-scope-creep-detector",
          "add agency-scope-creep-detector",
          "npx agentskit add agency-scope-creep-detector"
        ]
      },
      "answer": {
        "markdown": "## Scope Creep Detector\n\nFlags vs SOW typed. Scope creep unnoticed. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add agency-scope-creep-detector`\n\nCategory: **agency** · Status: **validated**\nCapabilities: `agency`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/agency-scope-creep-detector)",
        "citations": [
          {
            "id": "agent:agency-scope-creep-detector",
            "title": "Scope Creep Detector",
            "href": "https://registry.agentskit.io/agents/agency-scope-creep-detector"
          }
        ]
      }
    },
    {
      "id": "agent:agency-sow-drafter",
      "kind": "package",
      "label": "SOW Drafter",
      "match": {
        "type": "exact",
        "values": [
          "agency-sow-drafter",
          "SOW Drafter",
          "agent agency-sow-drafter",
          "install agency-sow-drafter",
          "add agency-sow-drafter",
          "npx agentskit add agency-sow-drafter"
        ]
      },
      "answer": {
        "markdown": "## SOW Drafter\n\nSOW draft typed. SOW writing slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add agency-sow-drafter`\n\nCategory: **agency** · Status: **validated**\nCapabilities: `agency`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/agency-sow-drafter)",
        "citations": [
          {
            "id": "agent:agency-sow-drafter",
            "title": "SOW Drafter",
            "href": "https://registry.agentskit.io/agents/agency-sow-drafter"
          }
        ]
      }
    },
    {
      "id": "agent:agency-vendor-rfp-scorer",
      "kind": "package",
      "label": "Vendor RFP Scorer",
      "match": {
        "type": "exact",
        "values": [
          "agency-vendor-rfp-scorer",
          "Vendor RFP Scorer",
          "agent agency-vendor-rfp-scorer",
          "install agency-vendor-rfp-scorer",
          "add agency-vendor-rfp-scorer",
          "npx agentskit add agency-vendor-rfp-scorer"
        ]
      },
      "answer": {
        "markdown": "## Vendor RFP Scorer\n\nScorecard typed. RFP scoring subjective. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add agency-vendor-rfp-scorer`\n\nCategory: **agency** · Status: **validated**\nCapabilities: `agency`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/agency-vendor-rfp-scorer)",
        "citations": [
          {
            "id": "agent:agency-vendor-rfp-scorer",
            "title": "Vendor RFP Scorer",
            "href": "https://registry.agentskit.io/agents/agency-vendor-rfp-scorer"
          }
        ]
      }
    },
    {
      "id": "agent:clinical-adverse-event-reporter",
      "kind": "package",
      "label": "Adverse Event Reporter",
      "match": {
        "type": "exact",
        "values": [
          "clinical-adverse-event-reporter",
          "Adverse Event Reporter",
          "agent clinical-adverse-event-reporter",
          "install clinical-adverse-event-reporter",
          "add clinical-adverse-event-reporter",
          "npx agentskit add clinical-adverse-event-reporter"
        ]
      },
      "answer": {
        "markdown": "## Adverse Event Reporter\n\nReport draft typed. AE reporting slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add clinical-adverse-event-reporter`\n\nCategory: **clinical** · Status: **validated**\nCapabilities: `clinical`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/clinical-adverse-event-reporter)",
        "citations": [
          {
            "id": "agent:clinical-adverse-event-reporter",
            "title": "Adverse Event Reporter",
            "href": "https://registry.agentskit.io/agents/clinical-adverse-event-reporter"
          }
        ]
      }
    },
    {
      "id": "agent:clinical-billing-code-suggester",
      "kind": "package",
      "label": "Billing Code Suggester",
      "match": {
        "type": "exact",
        "values": [
          "clinical-billing-code-suggester",
          "Billing Code Suggester",
          "agent clinical-billing-code-suggester",
          "install clinical-billing-code-suggester",
          "add clinical-billing-code-suggester",
          "npx agentskit add clinical-billing-code-suggester"
        ]
      },
      "answer": {
        "markdown": "## Billing Code Suggester\n\nICD/CPT suggestions typed. Coding errors. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add clinical-billing-code-suggester`\n\nCategory: **clinical** · Status: **validated**\nCapabilities: `clinical`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/clinical-billing-code-suggester)",
        "citations": [
          {
            "id": "agent:clinical-billing-code-suggester",
            "title": "Billing Code Suggester",
            "href": "https://registry.agentskit.io/agents/clinical-billing-code-suggester"
          }
        ]
      }
    },
    {
      "id": "agent:clinical-care-plan-author",
      "kind": "package",
      "label": "Care Plan Author",
      "match": {
        "type": "exact",
        "values": [
          "clinical-care-plan-author",
          "Care Plan Author",
          "agent clinical-care-plan-author",
          "install clinical-care-plan-author",
          "add clinical-care-plan-author",
          "npx agentskit add clinical-care-plan-author"
        ]
      },
      "answer": {
        "markdown": "## Care Plan Author\n\nPlan typed. Care plans manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add clinical-care-plan-author`\n\nCategory: **clinical** · Status: **validated**\nCapabilities: `clinical`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/clinical-care-plan-author)",
        "citations": [
          {
            "id": "agent:clinical-care-plan-author",
            "title": "Care Plan Author",
            "href": "https://registry.agentskit.io/agents/clinical-care-plan-author"
          }
        ]
      }
    },
    {
      "id": "agent:clinical-chart-redactor",
      "kind": "package",
      "label": "Chart Redactor",
      "match": {
        "type": "exact",
        "values": [
          "clinical-chart-redactor",
          "Chart Redactor",
          "agent clinical-chart-redactor",
          "install clinical-chart-redactor",
          "add clinical-chart-redactor",
          "npx agentskit add clinical-chart-redactor"
        ]
      },
      "answer": {
        "markdown": "## Chart Redactor\n\nRedacts HIPAA identifiers from a clinical chart with a DETERMINISTIC backstop: the model does the bulk redaction, then createPIIRedactor re-scans and strips any structured identifier it missed (email/phone/SSN + your MRN/DOB rules) — the emitted chart is always clean of those patterns regardless of the model. Clinical findings preserved.\n\nInstall: `npx agentskit add clinical-chart-redactor`\n\nCategory: **clinical** · Status: **validated**\nCapabilities: `clinical`, `hipaa`, `pii-redaction`, `deterministic-gate`, `phi`\n\n[Open the agent page](https://registry.agentskit.io/agents/clinical-chart-redactor)",
        "citations": [
          {
            "id": "agent:clinical-chart-redactor",
            "title": "Chart Redactor",
            "href": "https://registry.agentskit.io/agents/clinical-chart-redactor"
          }
        ]
      }
    },
    {
      "id": "agent:clinical-discharge-summary",
      "kind": "package",
      "label": "Discharge Summary",
      "match": {
        "type": "exact",
        "values": [
          "clinical-discharge-summary",
          "Discharge Summary",
          "agent clinical-discharge-summary",
          "install clinical-discharge-summary",
          "add clinical-discharge-summary",
          "npx agentskit add clinical-discharge-summary"
        ]
      },
      "answer": {
        "markdown": "## Discharge Summary\n\nSummary typed. Discharge docs slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add clinical-discharge-summary`\n\nCategory: **clinical** · Status: **validated**\nCapabilities: `clinical`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/clinical-discharge-summary)",
        "citations": [
          {
            "id": "agent:clinical-discharge-summary",
            "title": "Discharge Summary",
            "href": "https://registry.agentskit.io/agents/clinical-discharge-summary"
          }
        ]
      }
    },
    {
      "id": "agent:clinical-formulary-checker",
      "kind": "package",
      "label": "Formulary Checker",
      "match": {
        "type": "exact",
        "values": [
          "clinical-formulary-checker",
          "Formulary Checker",
          "agent clinical-formulary-checker",
          "install clinical-formulary-checker",
          "add clinical-formulary-checker",
          "npx agentskit add clinical-formulary-checker"
        ]
      },
      "answer": {
        "markdown": "## Formulary Checker\n\nCoverage typed. Coverage unknown. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add clinical-formulary-checker`\n\nCategory: **clinical** · Status: **validated**\nCapabilities: `clinical`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/clinical-formulary-checker)",
        "citations": [
          {
            "id": "agent:clinical-formulary-checker",
            "title": "Formulary Checker",
            "href": "https://registry.agentskit.io/agents/clinical-formulary-checker"
          }
        ]
      }
    },
    {
      "id": "agent:clinical-intake-triage",
      "kind": "package",
      "label": "Intake Triage",
      "match": {
        "type": "exact",
        "values": [
          "clinical-intake-triage",
          "Intake Triage",
          "agent clinical-intake-triage",
          "install clinical-intake-triage",
          "add clinical-intake-triage",
          "npx agentskit add clinical-intake-triage"
        ]
      },
      "answer": {
        "markdown": "## Intake Triage\n\nClassifies an inbound patient message by urgency (emergency/urgent/routine/administrative/unclear) and routes it — typed output with a DETERMINISTIC red-flag safety net: chest pain / stroke / suicidal ideation / severe bleeding force 'emergency' regardless of the model (the model can only escalate, never downgrade). Unclear/emergency → human triage.\n\nInstall: `npx agentskit add clinical-intake-triage`\n\nCategory: **clinical** · Status: **validated**\nCapabilities: `clinical`, `triage`, `classification`, `safety-net`, `human-in-the-loop`\n\n[Open the agent page](https://registry.agentskit.io/agents/clinical-intake-triage)",
        "citations": [
          {
            "id": "agent:clinical-intake-triage",
            "title": "Intake Triage",
            "href": "https://registry.agentskit.io/agents/clinical-intake-triage"
          }
        ]
      }
    },
    {
      "id": "agent:clinical-lab-interpreter",
      "kind": "package",
      "label": "Lab Interpreter",
      "match": {
        "type": "exact",
        "values": [
          "clinical-lab-interpreter",
          "Lab Interpreter",
          "agent clinical-lab-interpreter",
          "install clinical-lab-interpreter",
          "add clinical-lab-interpreter",
          "npx agentskit add clinical-lab-interpreter"
        ]
      },
      "answer": {
        "markdown": "## Lab Interpreter\n\nInterpretation typed. Lab results hard to scan. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add clinical-lab-interpreter`\n\nCategory: **clinical** · Status: **validated**\nCapabilities: `clinical`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/clinical-lab-interpreter)",
        "citations": [
          {
            "id": "agent:clinical-lab-interpreter",
            "title": "Lab Interpreter",
            "href": "https://registry.agentskit.io/agents/clinical-lab-interpreter"
          }
        ]
      }
    },
    {
      "id": "agent:clinical-medication-reconciliation",
      "kind": "package",
      "label": "Medication Reconciliation",
      "match": {
        "type": "exact",
        "values": [
          "clinical-medication-reconciliation",
          "Medication Reconciliation",
          "agent clinical-medication-reconciliation",
          "install clinical-medication-reconciliation",
          "add clinical-medication-reconciliation",
          "npx agentskit add clinical-medication-reconciliation"
        ]
      },
      "answer": {
        "markdown": "## Medication Reconciliation\n\nReconciliation typed. Med rec errors. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add clinical-medication-reconciliation`\n\nCategory: **clinical** · Status: **validated**\nCapabilities: `clinical`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/clinical-medication-reconciliation)",
        "citations": [
          {
            "id": "agent:clinical-medication-reconciliation",
            "title": "Medication Reconciliation",
            "href": "https://registry.agentskit.io/agents/clinical-medication-reconciliation"
          }
        ]
      }
    },
    {
      "id": "agent:clinical-note-summariser",
      "kind": "package",
      "label": "SOAP Generator",
      "match": {
        "type": "exact",
        "values": [
          "clinical-note-summariser",
          "SOAP Generator",
          "agent clinical-note-summariser",
          "install clinical-note-summariser",
          "add clinical-note-summariser",
          "npx agentskit add clinical-note-summariser"
        ]
      },
      "answer": {
        "markdown": "## SOAP Generator\n\nConverts clinician dictation into a TYPED SOAP note (Subjective/Objective/Assessment/Plan) via structured output; preserves facts verbatim, surfaces missing sections instead of inventing them, always a draft for clinician sign-off.\n\nInstall: `npx agentskit add clinical-note-summariser`\n\nCategory: **clinical** · Status: **validated**\nCapabilities: `clinical`, `soap`, `summarization`, `human-in-the-loop`\n\n[Open the agent page](https://registry.agentskit.io/agents/clinical-note-summariser)",
        "citations": [
          {
            "id": "agent:clinical-note-summariser",
            "title": "SOAP Generator",
            "href": "https://registry.agentskit.io/agents/clinical-note-summariser"
          }
        ]
      }
    },
    {
      "id": "agent:clinical-patient-summary",
      "kind": "package",
      "label": "Patient Summary",
      "match": {
        "type": "exact",
        "values": [
          "clinical-patient-summary",
          "Patient Summary",
          "agent clinical-patient-summary",
          "install clinical-patient-summary",
          "add clinical-patient-summary",
          "npx agentskit add clinical-patient-summary"
        ]
      },
      "answer": {
        "markdown": "## Patient Summary\n\nDrafts a TYPED one-page pre-visit summary from chart excerpts (reason, active problems, meds, allergies, vitals trend, follow-ups, open questions); never invents values, always a draft for clinician confirmation.\n\nInstall: `npx agentskit add clinical-patient-summary`\n\nCategory: **clinical** · Status: **validated**\nCapabilities: `clinical`, `summarization`, `human-in-the-loop`\n\n[Open the agent page](https://registry.agentskit.io/agents/clinical-patient-summary)",
        "citations": [
          {
            "id": "agent:clinical-patient-summary",
            "title": "Patient Summary",
            "href": "https://registry.agentskit.io/agents/clinical-patient-summary"
          }
        ]
      }
    },
    {
      "id": "agent:clinical-prior-auth-pack",
      "kind": "package",
      "label": "Prior Auth Pack",
      "match": {
        "type": "exact",
        "values": [
          "clinical-prior-auth-pack",
          "Prior Auth Pack",
          "agent clinical-prior-auth-pack",
          "install clinical-prior-auth-pack",
          "add clinical-prior-auth-pack",
          "npx agentskit add clinical-prior-auth-pack"
        ]
      },
      "answer": {
        "markdown": "## Prior Auth Pack\n\nPack draft typed. Prior auth paperwork. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add clinical-prior-auth-pack`\n\nCategory: **clinical** · Status: **validated**\nCapabilities: `clinical`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/clinical-prior-auth-pack)",
        "citations": [
          {
            "id": "agent:clinical-prior-auth-pack",
            "title": "Prior Auth Pack",
            "href": "https://registry.agentskit.io/agents/clinical-prior-auth-pack"
          }
        ]
      }
    },
    {
      "id": "agent:clinical-referral-router",
      "kind": "package",
      "label": "Referral Router",
      "match": {
        "type": "exact",
        "values": [
          "clinical-referral-router",
          "Referral Router",
          "agent clinical-referral-router",
          "install clinical-referral-router",
          "add clinical-referral-router",
          "npx agentskit add clinical-referral-router"
        ]
      },
      "answer": {
        "markdown": "## Referral Router\n\nRoutes a referral packet to the receiving specialty + urgency with typed output. Incomplete packets are NOT assigned — missing critical fields (reason/meds/prior workup) are surfaced and the case escalates to a human coordinator. Fail-safe on error.\n\nInstall: `npx agentskit add clinical-referral-router`\n\nCategory: **clinical** · Status: **validated**\nCapabilities: `clinical`, `routing`, `classification`, `human-in-the-loop`\n\n[Open the agent page](https://registry.agentskit.io/agents/clinical-referral-router)",
        "citations": [
          {
            "id": "agent:clinical-referral-router",
            "title": "Referral Router",
            "href": "https://registry.agentskit.io/agents/clinical-referral-router"
          }
        ]
      }
    },
    {
      "id": "agent:clinical-telehealth-intake",
      "kind": "package",
      "label": "Telehealth Intake",
      "match": {
        "type": "exact",
        "values": [
          "clinical-telehealth-intake",
          "Telehealth Intake",
          "agent clinical-telehealth-intake",
          "install clinical-telehealth-intake",
          "add clinical-telehealth-intake",
          "npx agentskit add clinical-telehealth-intake"
        ]
      },
      "answer": {
        "markdown": "## Telehealth Intake\n\nIntake typed. Telehealth intake unstructured. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add clinical-telehealth-intake`\n\nCategory: **clinical** · Status: **validated**\nCapabilities: `clinical`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/clinical-telehealth-intake)",
        "citations": [
          {
            "id": "agent:clinical-telehealth-intake",
            "title": "Telehealth Intake",
            "href": "https://registry.agentskit.io/agents/clinical-telehealth-intake"
          }
        ]
      }
    },
    {
      "id": "agent:clinical-trial-eligibility",
      "kind": "package",
      "label": "Trial Eligibility",
      "match": {
        "type": "exact",
        "values": [
          "clinical-trial-eligibility",
          "Trial Eligibility",
          "agent clinical-trial-eligibility",
          "install clinical-trial-eligibility",
          "add clinical-trial-eligibility",
          "npx agentskit add clinical-trial-eligibility"
        ]
      },
      "answer": {
        "markdown": "## Trial Eligibility\n\nEligibility typed. Trial matching manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add clinical-trial-eligibility`\n\nCategory: **clinical** · Status: **validated**\nCapabilities: `clinical`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/clinical-trial-eligibility)",
        "citations": [
          {
            "id": "agent:clinical-trial-eligibility",
            "title": "Trial Eligibility",
            "href": "https://registry.agentskit.io/agents/clinical-trial-eligibility"
          }
        ]
      }
    },
    {
      "id": "agent:code-review",
      "kind": "package",
      "label": "Code Review",
      "match": {
        "type": "exact",
        "values": [
          "code-review",
          "Code Review",
          "agent code-review",
          "install code-review",
          "add code-review",
          "npx agentskit add code-review"
        ]
      },
      "answer": {
        "markdown": "## Code Review\n\nDeep, low-noise code review: 7 focused lenses (correctness, security, performance, maintainability, design, tests, conventions) fan out per file, then every finding is adversarially verified before thresholds apply. Typed findings with applicable patches. Inputs: local git diff, GitHub PR, files, or a snippet. Outputs: Markdown, SARIF, or PR comments. Blocking CI gate.\n\nInstall: `npx agentskit add code-review`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `code-review`, `quality`, `security`, `static-analysis`, `pull-request`, `ci`, `human-in-the-loop`\n\n[Open the agent page](https://registry.agentskit.io/agents/code-review)",
        "citations": [
          {
            "id": "agent:code-review",
            "title": "Code Review",
            "href": "https://registry.agentskit.io/agents/code-review"
          }
        ]
      }
    },
    {
      "id": "agent:coding-accessibility-auditor",
      "kind": "package",
      "label": "Accessibility Auditor",
      "match": {
        "type": "exact",
        "values": [
          "coding-accessibility-auditor",
          "Accessibility Auditor",
          "agent coding-accessibility-auditor",
          "install coding-accessibility-auditor",
          "add coding-accessibility-auditor",
          "npx agentskit add coding-accessibility-auditor"
        ]
      },
      "answer": {
        "markdown": "## Accessibility Auditor\n\nWCAG findings typed. a11y regressions in PRs. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add coding-accessibility-auditor`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-accessibility-auditor)",
        "citations": [
          {
            "id": "agent:coding-accessibility-auditor",
            "title": "Accessibility Auditor",
            "href": "https://registry.agentskit.io/agents/coding-accessibility-auditor"
          }
        ]
      }
    },
    {
      "id": "agent:coding-api-contract-reviewer",
      "kind": "package",
      "label": "API Contract Reviewer",
      "match": {
        "type": "exact",
        "values": [
          "coding-api-contract-reviewer",
          "API Contract Reviewer",
          "agent coding-api-contract-reviewer",
          "install coding-api-contract-reviewer",
          "add coding-api-contract-reviewer",
          "npx agentskit add coding-api-contract-reviewer"
        ]
      },
      "answer": {
        "markdown": "## API Contract Reviewer\n\nBreaking/non-breaking diff typed. Breaking API changes. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add coding-api-contract-reviewer`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-api-contract-reviewer)",
        "citations": [
          {
            "id": "agent:coding-api-contract-reviewer",
            "title": "API Contract Reviewer",
            "href": "https://registry.agentskit.io/agents/coding-api-contract-reviewer"
          }
        ]
      }
    },
    {
      "id": "agent:coding-changelog-from-commits",
      "kind": "package",
      "label": "Changelog from Commits",
      "match": {
        "type": "exact",
        "values": [
          "coding-changelog-from-commits",
          "Changelog from Commits",
          "agent coding-changelog-from-commits",
          "install coding-changelog-from-commits",
          "add coding-changelog-from-commits",
          "npx agentskit add coding-changelog-from-commits"
        ]
      },
      "answer": {
        "markdown": "## Changelog from Commits\n\nGrouped changelog citing SHAs. Manual changelogs. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add coding-changelog-from-commits`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-changelog-from-commits)",
        "citations": [
          {
            "id": "agent:coding-changelog-from-commits",
            "title": "Changelog from Commits",
            "href": "https://registry.agentskit.io/agents/coding-changelog-from-commits"
          }
        ]
      }
    },
    {
      "id": "agent:coding-code-qa",
      "kind": "package",
      "label": "Code QA",
      "match": {
        "type": "exact",
        "values": [
          "coding-code-qa",
          "Code QA",
          "agent coding-code-qa",
          "install coding-code-qa",
          "add coding-code-qa",
          "npx agentskit add coding-code-qa"
        ]
      },
      "answer": {
        "markdown": "## Code QA\n\nRuns the project's test/lint/type-check commands through a caller-injected runner, then turns the REAL captured output into a TYPED failure report (shortest reproducer, message, root cause), grouped by cause. Execution stays in YOUR sandbox (no shell spawned by the agent); reports, never fixes.\n\nInstall: `npx agentskit add coding-code-qa`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `testing`, `structured-output`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-code-qa)",
        "citations": [
          {
            "id": "agent:coding-code-qa",
            "title": "Code QA",
            "href": "https://registry.agentskit.io/agents/coding-code-qa"
          }
        ]
      }
    },
    {
      "id": "agent:coding-database-query-reviewer",
      "kind": "package",
      "label": "Database Query Reviewer",
      "match": {
        "type": "exact",
        "values": [
          "coding-database-query-reviewer",
          "Database Query Reviewer",
          "agent coding-database-query-reviewer",
          "install coding-database-query-reviewer",
          "add coding-database-query-reviewer",
          "npx agentskit add coding-database-query-reviewer"
        ]
      },
      "answer": {
        "markdown": "## Database Query Reviewer\n\nSQL findings typed. N+1 and missing indexes. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add coding-database-query-reviewer`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-database-query-reviewer)",
        "citations": [
          {
            "id": "agent:coding-database-query-reviewer",
            "title": "Database Query Reviewer",
            "href": "https://registry.agentskit.io/agents/coding-database-query-reviewer"
          }
        ]
      }
    },
    {
      "id": "agent:coding-dependency-auditor",
      "kind": "package",
      "label": "Dependency Auditor",
      "match": {
        "type": "exact",
        "values": [
          "coding-dependency-auditor",
          "Dependency Auditor",
          "agent coding-dependency-auditor",
          "install coding-dependency-auditor",
          "add coding-dependency-auditor",
          "npx agentskit add coding-dependency-auditor"
        ]
      },
      "answer": {
        "markdown": "## Dependency Auditor\n\nFindings per package typed. CVEs and stale deps. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add coding-dependency-auditor`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-dependency-auditor)",
        "citations": [
          {
            "id": "agent:coding-dependency-auditor",
            "title": "Dependency Auditor",
            "href": "https://registry.agentskit.io/agents/coding-dependency-auditor"
          }
        ]
      }
    },
    {
      "id": "agent:coding-dev-implementer",
      "kind": "package",
      "label": "Dev Implementer",
      "match": {
        "type": "exact",
        "values": [
          "coding-dev-implementer",
          "Dev Implementer",
          "agent coding-dev-implementer",
          "install coding-dev-implementer",
          "add coding-dev-implementer",
          "npx agentskit add coding-dev-implementer"
        ]
      },
      "answer": {
        "markdown": "## Dev Implementer\n\nProposes a TYPED minimal patch plan (file changes with full new contents + PR title + notes) that makes the QA specs pass. Proposes, never writes (the plan is data you apply); optional openPr transport turns the approved plan into a real PR, fail-closed HITL. House rules: named exports, Zod at boundaries, no any.\n\nInstall: `npx agentskit add coding-dev-implementer`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `human-in-the-loop`, `structured-output`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-dev-implementer)",
        "citations": [
          {
            "id": "agent:coding-dev-implementer",
            "title": "Dev Implementer",
            "href": "https://registry.agentskit.io/agents/coding-dev-implementer"
          }
        ]
      }
    },
    {
      "id": "agent:coding-feature-flag-reviewer",
      "kind": "package",
      "label": "Feature Flag Reviewer",
      "match": {
        "type": "exact",
        "values": [
          "coding-feature-flag-reviewer",
          "Feature Flag Reviewer",
          "agent coding-feature-flag-reviewer",
          "install coding-feature-flag-reviewer",
          "add coding-feature-flag-reviewer",
          "npx agentskit add coding-feature-flag-reviewer"
        ]
      },
      "answer": {
        "markdown": "## Feature Flag Reviewer\n\nRisk findings typed. Risky flags in PRs. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add coding-feature-flag-reviewer`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-feature-flag-reviewer)",
        "citations": [
          {
            "id": "agent:coding-feature-flag-reviewer",
            "title": "Feature Flag Reviewer",
            "href": "https://registry.agentskit.io/agents/coding-feature-flag-reviewer"
          }
        ]
      }
    },
    {
      "id": "agent:coding-i18n-reviewer",
      "kind": "package",
      "label": "i18n Reviewer",
      "match": {
        "type": "exact",
        "values": [
          "coding-i18n-reviewer",
          "i18n Reviewer",
          "agent coding-i18n-reviewer",
          "install coding-i18n-reviewer",
          "add coding-i18n-reviewer",
          "npx agentskit add coding-i18n-reviewer"
        ]
      },
      "answer": {
        "markdown": "## i18n Reviewer\n\ni18n findings typed. Hardcoded/missing strings. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add coding-i18n-reviewer`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-i18n-reviewer)",
        "citations": [
          {
            "id": "agent:coding-i18n-reviewer",
            "title": "i18n Reviewer",
            "href": "https://registry.agentskit.io/agents/coding-i18n-reviewer"
          }
        ]
      }
    },
    {
      "id": "agent:coding-incident-postmortem",
      "kind": "package",
      "label": "Incident Postmortem",
      "match": {
        "type": "exact",
        "values": [
          "coding-incident-postmortem",
          "Incident Postmortem",
          "agent coding-incident-postmortem",
          "install coding-incident-postmortem",
          "add coding-incident-postmortem",
          "npx agentskit add coding-incident-postmortem"
        ]
      },
      "answer": {
        "markdown": "## Incident Postmortem\n\nTimeline + RCA + actions typed. Post-incident chaos. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add coding-incident-postmortem`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-incident-postmortem)",
        "citations": [
          {
            "id": "agent:coding-incident-postmortem",
            "title": "Incident Postmortem",
            "href": "https://registry.agentskit.io/agents/coding-incident-postmortem"
          }
        ]
      }
    },
    {
      "id": "agent:coding-issue-creator",
      "kind": "package",
      "label": "Issue Creator",
      "match": {
        "type": "exact",
        "values": [
          "coding-issue-creator",
          "Issue Creator",
          "agent coding-issue-creator",
          "install coding-issue-creator",
          "add coding-issue-creator",
          "npx agentskit add coding-issue-creator"
        ]
      },
      "answer": {
        "markdown": "## Issue Creator\n\nDrafts one TYPED GitHub issue per PRD acceptance criterion, then creates them through a caller-injected createIssue transport. Real creation or honest draft (no transport => drafts + created:[], never a faked number); fail-closed HITL (no approve + autoApprove off => nothing created); reports the real issue number/url.\n\nInstall: `npx agentskit add coding-issue-creator`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `human-in-the-loop`, `github`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-issue-creator)",
        "citations": [
          {
            "id": "agent:coding-issue-creator",
            "title": "Issue Creator",
            "href": "https://registry.agentskit.io/agents/coding-issue-creator"
          }
        ]
      }
    },
    {
      "id": "agent:coding-license-compliance",
      "kind": "package",
      "label": "License Compliance",
      "match": {
        "type": "exact",
        "values": [
          "coding-license-compliance",
          "License Compliance",
          "agent coding-license-compliance",
          "install coding-license-compliance",
          "add coding-license-compliance",
          "npx agentskit add coding-license-compliance"
        ]
      },
      "answer": {
        "markdown": "## License Compliance\n\nConflicts typed. Incompatible OSS licenses. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add coding-license-compliance`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-license-compliance)",
        "citations": [
          {
            "id": "agent:coding-license-compliance",
            "title": "License Compliance",
            "href": "https://registry.agentskit.io/agents/coding-license-compliance"
          }
        ]
      }
    },
    {
      "id": "agent:coding-migration-planner",
      "kind": "package",
      "label": "Migration Planner",
      "match": {
        "type": "exact",
        "values": [
          "coding-migration-planner",
          "Migration Planner",
          "agent coding-migration-planner",
          "install coding-migration-planner",
          "add coding-migration-planner",
          "npx agentskit add coding-migration-planner"
        ]
      },
      "answer": {
        "markdown": "## Migration Planner\n\nSteps + rollback + blast radius typed. Risky schema/API migrations. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add coding-migration-planner`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-migration-planner)",
        "citations": [
          {
            "id": "agent:coding-migration-planner",
            "title": "Migration Planner",
            "href": "https://registry.agentskit.io/agents/coding-migration-planner"
          }
        ]
      }
    },
    {
      "id": "agent:coding-monorepo-impact",
      "kind": "package",
      "label": "Monorepo Impact Analyzer",
      "match": {
        "type": "exact",
        "values": [
          "coding-monorepo-impact",
          "Monorepo Impact Analyzer",
          "agent coding-monorepo-impact",
          "install coding-monorepo-impact",
          "add coding-monorepo-impact",
          "npx agentskit add coding-monorepo-impact"
        ]
      },
      "answer": {
        "markdown": "## Monorepo Impact Analyzer\n\nAffected packages typed. Blast radius unknown. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add coding-monorepo-impact`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-monorepo-impact)",
        "citations": [
          {
            "id": "agent:coding-monorepo-impact",
            "title": "Monorepo Impact Analyzer",
            "href": "https://registry.agentskit.io/agents/coding-monorepo-impact"
          }
        ]
      }
    },
    {
      "id": "agent:coding-observability-gap",
      "kind": "package",
      "label": "Observability Gap Finder",
      "match": {
        "type": "exact",
        "values": [
          "coding-observability-gap",
          "Observability Gap Finder",
          "agent coding-observability-gap",
          "install coding-observability-gap",
          "add coding-observability-gap",
          "npx agentskit add coding-observability-gap"
        ]
      },
      "answer": {
        "markdown": "## Observability Gap Finder\n\nGaps per service typed. Missing metrics/logs. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add coding-observability-gap`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-observability-gap)",
        "citations": [
          {
            "id": "agent:coding-observability-gap",
            "title": "Observability Gap Finder",
            "href": "https://registry.agentskit.io/agents/coding-observability-gap"
          }
        ]
      }
    },
    {
      "id": "agent:coding-oncall-handoff",
      "kind": "package",
      "label": "On-call Handoff",
      "match": {
        "type": "exact",
        "values": [
          "coding-oncall-handoff",
          "On-call Handoff",
          "agent coding-oncall-handoff",
          "install coding-oncall-handoff",
          "add coding-oncall-handoff",
          "npx agentskit add coding-oncall-handoff"
        ]
      },
      "answer": {
        "markdown": "## On-call Handoff\n\nHandoff typed: incidents, risks, next steps. Shift changes lose context. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add coding-oncall-handoff`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-oncall-handoff)",
        "citations": [
          {
            "id": "agent:coding-oncall-handoff",
            "title": "On-call Handoff",
            "href": "https://registry.agentskit.io/agents/coding-oncall-handoff"
          }
        ]
      }
    },
    {
      "id": "agent:coding-performance-interpreter",
      "kind": "package",
      "label": "Performance Interpreter",
      "match": {
        "type": "exact",
        "values": [
          "coding-performance-interpreter",
          "Performance Interpreter",
          "agent coding-performance-interpreter",
          "install coding-performance-interpreter",
          "add coding-performance-interpreter",
          "npx agentskit add coding-performance-interpreter"
        ]
      },
      "answer": {
        "markdown": "## Performance Interpreter\n\nBottlenecks typed. Lighthouse/bundle reports opaque. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add coding-performance-interpreter`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-performance-interpreter)",
        "citations": [
          {
            "id": "agent:coding-performance-interpreter",
            "title": "Performance Interpreter",
            "href": "https://registry.agentskit.io/agents/coding-performance-interpreter"
          }
        ]
      }
    },
    {
      "id": "agent:coding-prd-author",
      "kind": "package",
      "label": "PRD Author",
      "match": {
        "type": "exact",
        "values": [
          "coding-prd-author",
          "PRD Author",
          "agent coding-prd-author",
          "install coding-prd-author",
          "add coding-prd-author",
          "npx agentskit add coding-prd-author"
        ]
      },
      "answer": {
        "markdown": "## PRD Author\n\nTransforms a free-form product description into a TYPED PRD (problem, users, 3-5 testable acceptance criteria, out-of-scope, open questions). Never invents business logic — anything absent from the input becomes an open question. Always a draft.\n\nInstall: `npx agentskit add coding-prd-author`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `planning`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-prd-author)",
        "citations": [
          {
            "id": "agent:coding-prd-author",
            "title": "PRD Author",
            "href": "https://registry.agentskit.io/agents/coding-prd-author"
          }
        ]
      }
    },
    {
      "id": "agent:coding-qa-author",
      "kind": "package",
      "label": "QA Author",
      "match": {
        "type": "exact",
        "values": [
          "coding-qa-author",
          "QA Author",
          "agent coding-qa-author",
          "install coding-qa-author",
          "add coding-qa-author",
          "npx agentskit add coding-qa-author"
        ]
      },
      "answer": {
        "markdown": "## QA Author\n\nTurns a PRD's acceptance criteria into TYPED Vitest spec stubs (one+ describe/it block per criterion, each referencing its number). Returns { specs: [{ path, body, criteria }] } and flags uncovered criteria rather than silently dropping coverage.\n\nInstall: `npx agentskit add coding-qa-author`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `testing`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-qa-author)",
        "citations": [
          {
            "id": "agent:coding-qa-author",
            "title": "QA Author",
            "href": "https://registry.agentskit.io/agents/coding-qa-author"
          }
        ]
      }
    },
    {
      "id": "agent:coding-release-notes-drafter",
      "kind": "package",
      "label": "Release Notes Drafter",
      "match": {
        "type": "exact",
        "values": [
          "coding-release-notes-drafter",
          "Release Notes Drafter",
          "agent coding-release-notes-drafter",
          "install coding-release-notes-drafter",
          "add coding-release-notes-drafter",
          "npx agentskit add coding-release-notes-drafter"
        ]
      },
      "answer": {
        "markdown": "## Release Notes Drafter\n\nTurns the list of merged PRs since the last tag into TYPED, grouped release notes (Feature/Fix/Performance/Docs/Internal) + a ready-to-paste markdown block. Every entry cites its PR number; never invents a merge not in the input. Always a draft for the release manager.\n\nInstall: `npx agentskit add coding-release-notes-drafter`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `release`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-release-notes-drafter)",
        "citations": [
          {
            "id": "agent:coding-release-notes-drafter",
            "title": "Release Notes Drafter",
            "href": "https://registry.agentskit.io/agents/coding-release-notes-drafter"
          }
        ]
      }
    },
    {
      "id": "agent:coding-runbook-from-incident",
      "kind": "package",
      "label": "Runbook from Incident",
      "match": {
        "type": "exact",
        "values": [
          "coding-runbook-from-incident",
          "Runbook from Incident",
          "agent coding-runbook-from-incident",
          "install coding-runbook-from-incident",
          "add coding-runbook-from-incident",
          "npx agentskit add coding-runbook-from-incident"
        ]
      },
      "answer": {
        "markdown": "## Runbook from Incident\n\nRunbook draft typed. Incidents not captured as runbooks. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add coding-runbook-from-incident`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-runbook-from-incident)",
        "citations": [
          {
            "id": "agent:coding-runbook-from-incident",
            "title": "Runbook from Incident",
            "href": "https://registry.agentskit.io/agents/coding-runbook-from-incident"
          }
        ]
      }
    },
    {
      "id": "agent:coding-sbom-generator",
      "kind": "package",
      "label": "SBOM Generator",
      "match": {
        "type": "exact",
        "values": [
          "coding-sbom-generator",
          "SBOM Generator",
          "agent coding-sbom-generator",
          "install coding-sbom-generator",
          "add coding-sbom-generator",
          "npx agentskit add coding-sbom-generator"
        ]
      },
      "answer": {
        "markdown": "## SBOM Generator\n\nSBOM summary typed. Supply chain audits. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add coding-sbom-generator`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-sbom-generator)",
        "citations": [
          {
            "id": "agent:coding-sbom-generator",
            "title": "SBOM Generator",
            "href": "https://registry.agentskit.io/agents/coding-sbom-generator"
          }
        ]
      }
    },
    {
      "id": "agent:coding-security-scanner-interpreter",
      "kind": "package",
      "label": "Security Scanner Interpreter",
      "match": {
        "type": "exact",
        "values": [
          "coding-security-scanner-interpreter",
          "Security Scanner Interpreter",
          "agent coding-security-scanner-interpreter",
          "install coding-security-scanner-interpreter",
          "add coding-security-scanner-interpreter",
          "npx agentskit add coding-security-scanner-interpreter"
        ]
      },
      "answer": {
        "markdown": "## Security Scanner Interpreter\n\nGrouped findings + FP flags typed. SARIF/semgrep noise. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add coding-security-scanner-interpreter`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-security-scanner-interpreter)",
        "citations": [
          {
            "id": "agent:coding-security-scanner-interpreter",
            "title": "Security Scanner Interpreter",
            "href": "https://registry.agentskit.io/agents/coding-security-scanner-interpreter"
          }
        ]
      }
    },
    {
      "id": "agent:coding-tech-debt-scorer",
      "kind": "package",
      "label": "Tech Debt Scorer",
      "match": {
        "type": "exact",
        "values": [
          "coding-tech-debt-scorer",
          "Tech Debt Scorer",
          "agent coding-tech-debt-scorer",
          "install coding-tech-debt-scorer",
          "add coding-tech-debt-scorer",
          "npx agentskit add coding-tech-debt-scorer"
        ]
      },
      "answer": {
        "markdown": "## Tech Debt Scorer\n\nScored items: impact/effort/risk. Refactor prioritization. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add coding-tech-debt-scorer`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-tech-debt-scorer)",
        "citations": [
          {
            "id": "agent:coding-tech-debt-scorer",
            "title": "Tech Debt Scorer",
            "href": "https://registry.agentskit.io/agents/coding-tech-debt-scorer"
          }
        ]
      }
    },
    {
      "id": "agent:coding-test-runner",
      "kind": "package",
      "label": "Test Runner",
      "match": {
        "type": "exact",
        "values": [
          "coding-test-runner",
          "Test Runner",
          "agent coding-test-runner",
          "install coding-test-runner",
          "add coding-test-runner",
          "npx agentskit add coding-test-runner"
        ]
      },
      "answer": {
        "markdown": "## Test Runner\n\nParses raw Vitest stdout/stderr into a TYPED test report: totals + per-failure details (test, file, message, one-sentence root-cause hypothesis), grouped by suspected cause. Analyses captured output; does not execute anything itself. Reports only what the output shows, never invents.\n\nInstall: `npx agentskit add coding-test-runner`\n\nCategory: **coding** · Status: **validated**\nCapabilities: `coding`, `structured-output`, `testing`\n\n[Open the agent page](https://registry.agentskit.io/agents/coding-test-runner)",
        "citations": [
          {
            "id": "agent:coding-test-runner",
            "title": "Test Runner",
            "href": "https://registry.agentskit.io/agents/coding-test-runner"
          }
        ]
      }
    },
    {
      "id": "agent:compliance-breach-notification-br",
      "kind": "package",
      "label": "Breach Notification BR",
      "match": {
        "type": "exact",
        "values": [
          "compliance-breach-notification-br",
          "Breach Notification BR",
          "agent compliance-breach-notification-br",
          "install compliance-breach-notification-br",
          "add compliance-breach-notification-br",
          "npx agentskit add compliance-breach-notification-br"
        ]
      },
      "answer": {
        "markdown": "## Breach Notification BR\n\nNotice draft typed. LGPD 72h notice. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add compliance-breach-notification-br`\n\nCategory: **compliance** · Status: **validated**\nCapabilities: `compliance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/compliance-breach-notification-br)",
        "citations": [
          {
            "id": "agent:compliance-breach-notification-br",
            "title": "Breach Notification BR",
            "href": "https://registry.agentskit.io/agents/compliance-breach-notification-br"
          }
        ]
      }
    },
    {
      "id": "agent:compliance-consent-record-auditor",
      "kind": "package",
      "label": "Consent Record Auditor",
      "match": {
        "type": "exact",
        "values": [
          "compliance-consent-record-auditor",
          "Consent Record Auditor",
          "agent compliance-consent-record-auditor",
          "install compliance-consent-record-auditor",
          "add compliance-consent-record-auditor",
          "npx agentskit add compliance-consent-record-auditor"
        ]
      },
      "answer": {
        "markdown": "## Consent Record Auditor\n\nAudit typed. Consent gaps. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add compliance-consent-record-auditor`\n\nCategory: **compliance** · Status: **validated**\nCapabilities: `compliance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/compliance-consent-record-auditor)",
        "citations": [
          {
            "id": "agent:compliance-consent-record-auditor",
            "title": "Consent Record Auditor",
            "href": "https://registry.agentskit.io/agents/compliance-consent-record-auditor"
          }
        ]
      }
    },
    {
      "id": "agent:compliance-cookie-policy-auditor",
      "kind": "package",
      "label": "Cookie Policy Auditor",
      "match": {
        "type": "exact",
        "values": [
          "compliance-cookie-policy-auditor",
          "Cookie Policy Auditor",
          "agent compliance-cookie-policy-auditor",
          "install compliance-cookie-policy-auditor",
          "add compliance-cookie-policy-auditor",
          "npx agentskit add compliance-cookie-policy-auditor"
        ]
      },
      "answer": {
        "markdown": "## Cookie Policy Auditor\n\nAudit typed. Cookie compliance. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add compliance-cookie-policy-auditor`\n\nCategory: **compliance** · Status: **validated**\nCapabilities: `compliance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/compliance-cookie-policy-auditor)",
        "citations": [
          {
            "id": "agent:compliance-cookie-policy-auditor",
            "title": "Cookie Policy Auditor",
            "href": "https://registry.agentskit.io/agents/compliance-cookie-policy-auditor"
          }
        ]
      }
    },
    {
      "id": "agent:compliance-cross-border-transfer-memo",
      "kind": "package",
      "label": "Cross-border Transfer Memo",
      "match": {
        "type": "exact",
        "values": [
          "compliance-cross-border-transfer-memo",
          "Cross-border Transfer Memo",
          "agent compliance-cross-border-transfer-memo",
          "install compliance-cross-border-transfer-memo",
          "add compliance-cross-border-transfer-memo",
          "npx agentskit add compliance-cross-border-transfer-memo"
        ]
      },
      "answer": {
        "markdown": "## Cross-border Transfer Memo\n\nMemo typed. Transfer risk. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add compliance-cross-border-transfer-memo`\n\nCategory: **compliance** · Status: **validated**\nCapabilities: `compliance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/compliance-cross-border-transfer-memo)",
        "citations": [
          {
            "id": "agent:compliance-cross-border-transfer-memo",
            "title": "Cross-border Transfer Memo",
            "href": "https://registry.agentskit.io/agents/compliance-cross-border-transfer-memo"
          }
        ]
      }
    },
    {
      "id": "agent:compliance-data-retention-planner",
      "kind": "package",
      "label": "Data Retention Planner",
      "match": {
        "type": "exact",
        "values": [
          "compliance-data-retention-planner",
          "Data Retention Planner",
          "agent compliance-data-retention-planner",
          "install compliance-data-retention-planner",
          "add compliance-data-retention-planner",
          "npx agentskit add compliance-data-retention-planner"
        ]
      },
      "answer": {
        "markdown": "## Data Retention Planner\n\nPlan typed. Retention policies. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add compliance-data-retention-planner`\n\nCategory: **compliance** · Status: **validated**\nCapabilities: `compliance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/compliance-data-retention-planner)",
        "citations": [
          {
            "id": "agent:compliance-data-retention-planner",
            "title": "Data Retention Planner",
            "href": "https://registry.agentskit.io/agents/compliance-data-retention-planner"
          }
        ]
      }
    },
    {
      "id": "agent:compliance-gdpr-dpia-drafter",
      "kind": "package",
      "label": "GDPR DPIA Drafter",
      "match": {
        "type": "exact",
        "values": [
          "compliance-gdpr-dpia-drafter",
          "GDPR DPIA Drafter",
          "agent compliance-gdpr-dpia-drafter",
          "install compliance-gdpr-dpia-drafter",
          "add compliance-gdpr-dpia-drafter",
          "npx agentskit add compliance-gdpr-dpia-drafter"
        ]
      },
      "answer": {
        "markdown": "## GDPR DPIA Drafter\n\nDPIA typed. DPIA manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add compliance-gdpr-dpia-drafter`\n\nCategory: **compliance** · Status: **validated**\nCapabilities: `compliance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/compliance-gdpr-dpia-drafter)",
        "citations": [
          {
            "id": "agent:compliance-gdpr-dpia-drafter",
            "title": "GDPR DPIA Drafter",
            "href": "https://registry.agentskit.io/agents/compliance-gdpr-dpia-drafter"
          }
        ]
      }
    },
    {
      "id": "agent:compliance-lgpd-assessor",
      "kind": "package",
      "label": "LGPD Assessor",
      "match": {
        "type": "exact",
        "values": [
          "compliance-lgpd-assessor",
          "LGPD Assessor",
          "agent compliance-lgpd-assessor",
          "install compliance-lgpd-assessor",
          "add compliance-lgpd-assessor",
          "npx agentskit add compliance-lgpd-assessor"
        ]
      },
      "answer": {
        "markdown": "## LGPD Assessor\n\nLGPD gap assessment with article-tagged findings (Art. 7/14/18/48) and deterministic safety net for breach and child-data signals.\n\nInstall: `npx agentskit add compliance-lgpd-assessor`\n\nCategory: **compliance** · Status: **validated**\nCapabilities: `compliance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/compliance-lgpd-assessor)",
        "citations": [
          {
            "id": "agent:compliance-lgpd-assessor",
            "title": "LGPD Assessor",
            "href": "https://registry.agentskit.io/agents/compliance-lgpd-assessor"
          }
        ]
      }
    },
    {
      "id": "agent:compliance-lgpd-dpa-reviewer",
      "kind": "package",
      "label": "LGPD DPA Reviewer",
      "match": {
        "type": "exact",
        "values": [
          "compliance-lgpd-dpa-reviewer",
          "LGPD DPA Reviewer",
          "agent compliance-lgpd-dpa-reviewer",
          "install compliance-lgpd-dpa-reviewer",
          "add compliance-lgpd-dpa-reviewer",
          "npx agentskit add compliance-lgpd-dpa-reviewer"
        ]
      },
      "answer": {
        "markdown": "## LGPD DPA Reviewer\n\nFindings typed. DPA review BR. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add compliance-lgpd-dpa-reviewer`\n\nCategory: **compliance** · Status: **validated**\nCapabilities: `compliance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/compliance-lgpd-dpa-reviewer)",
        "citations": [
          {
            "id": "agent:compliance-lgpd-dpa-reviewer",
            "title": "LGPD DPA Reviewer",
            "href": "https://registry.agentskit.io/agents/compliance-lgpd-dpa-reviewer"
          }
        ]
      }
    },
    {
      "id": "agent:content-blog-outline",
      "kind": "package",
      "label": "Blog Outline",
      "match": {
        "type": "exact",
        "values": [
          "content-blog-outline",
          "Blog Outline",
          "agent content-blog-outline",
          "install content-blog-outline",
          "add content-blog-outline",
          "npx agentskit add content-blog-outline"
        ]
      },
      "answer": {
        "markdown": "## Blog Outline\n\nOutline typed. Blog structure. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add content-blog-outline`\n\nCategory: **content** · Status: **validated**\nCapabilities: `content`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/content-blog-outline)",
        "citations": [
          {
            "id": "agent:content-blog-outline",
            "title": "Blog Outline",
            "href": "https://registry.agentskit.io/agents/content-blog-outline"
          }
        ]
      }
    },
    {
      "id": "agent:content-evergreen-refresher",
      "kind": "package",
      "label": "Evergreen Refresher",
      "match": {
        "type": "exact",
        "values": [
          "content-evergreen-refresher",
          "Evergreen Refresher",
          "agent content-evergreen-refresher",
          "install content-evergreen-refresher",
          "add content-evergreen-refresher",
          "npx agentskit add content-evergreen-refresher"
        ]
      },
      "answer": {
        "markdown": "## Evergreen Refresher\n\nRefresh plan typed. Stale content. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add content-evergreen-refresher`\n\nCategory: **content** · Status: **validated**\nCapabilities: `content`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/content-evergreen-refresher)",
        "citations": [
          {
            "id": "agent:content-evergreen-refresher",
            "title": "Evergreen Refresher",
            "href": "https://registry.agentskit.io/agents/content-evergreen-refresher"
          }
        ]
      }
    },
    {
      "id": "agent:content-fact-checker",
      "kind": "package",
      "label": "Fact Checker",
      "match": {
        "type": "exact",
        "values": [
          "content-fact-checker",
          "Fact Checker",
          "agent content-fact-checker",
          "install content-fact-checker",
          "add content-fact-checker",
          "npx agentskit add content-fact-checker"
        ]
      },
      "answer": {
        "markdown": "## Fact Checker\n\nClaims typed. Facts unverified. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add content-fact-checker`\n\nCategory: **content** · Status: **validated**\nCapabilities: `content`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/content-fact-checker)",
        "citations": [
          {
            "id": "agent:content-fact-checker",
            "title": "Fact Checker",
            "href": "https://registry.agentskit.io/agents/content-fact-checker"
          }
        ]
      }
    },
    {
      "id": "agent:content-glossary-builder",
      "kind": "package",
      "label": "Glossary Builder",
      "match": {
        "type": "exact",
        "values": [
          "content-glossary-builder",
          "Glossary Builder",
          "agent content-glossary-builder",
          "install content-glossary-builder",
          "add content-glossary-builder",
          "npx agentskit add content-glossary-builder"
        ]
      },
      "answer": {
        "markdown": "## Glossary Builder\n\nGlossary typed. Terminology inconsistent. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add content-glossary-builder`\n\nCategory: **content** · Status: **validated**\nCapabilities: `content`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/content-glossary-builder)",
        "citations": [
          {
            "id": "agent:content-glossary-builder",
            "title": "Glossary Builder",
            "href": "https://registry.agentskit.io/agents/content-glossary-builder"
          }
        ]
      }
    },
    {
      "id": "agent:content-internal-link-planner",
      "kind": "package",
      "label": "Internal Link Planner",
      "match": {
        "type": "exact",
        "values": [
          "content-internal-link-planner",
          "Internal Link Planner",
          "agent content-internal-link-planner",
          "install content-internal-link-planner",
          "add content-internal-link-planner",
          "npx agentskit add content-internal-link-planner"
        ]
      },
      "answer": {
        "markdown": "## Internal Link Planner\n\nPlan typed. Internal linking weak. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add content-internal-link-planner`\n\nCategory: **content** · Status: **validated**\nCapabilities: `content`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/content-internal-link-planner)",
        "citations": [
          {
            "id": "agent:content-internal-link-planner",
            "title": "Internal Link Planner",
            "href": "https://registry.agentskit.io/agents/content-internal-link-planner"
          }
        ]
      }
    },
    {
      "id": "agent:content-newsletter-author",
      "kind": "package",
      "label": "Newsletter Author",
      "match": {
        "type": "exact",
        "values": [
          "content-newsletter-author",
          "Newsletter Author",
          "agent content-newsletter-author",
          "install content-newsletter-author",
          "add content-newsletter-author",
          "npx agentskit add content-newsletter-author"
        ]
      },
      "answer": {
        "markdown": "## Newsletter Author\n\nNewsletter typed. Newsletters slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add content-newsletter-author`\n\nCategory: **content** · Status: **validated**\nCapabilities: `content`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/content-newsletter-author)",
        "citations": [
          {
            "id": "agent:content-newsletter-author",
            "title": "Newsletter Author",
            "href": "https://registry.agentskit.io/agents/content-newsletter-author"
          }
        ]
      }
    },
    {
      "id": "agent:content-podcast-show-notes",
      "kind": "package",
      "label": "Podcast Show Notes",
      "match": {
        "type": "exact",
        "values": [
          "content-podcast-show-notes",
          "Podcast Show Notes",
          "agent content-podcast-show-notes",
          "install content-podcast-show-notes",
          "add content-podcast-show-notes",
          "npx agentskit add content-podcast-show-notes"
        ]
      },
      "answer": {
        "markdown": "## Podcast Show Notes\n\nNotes typed. Show notes manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add content-podcast-show-notes`\n\nCategory: **content** · Status: **validated**\nCapabilities: `content`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/content-podcast-show-notes)",
        "citations": [
          {
            "id": "agent:content-podcast-show-notes",
            "title": "Podcast Show Notes",
            "href": "https://registry.agentskit.io/agents/content-podcast-show-notes"
          }
        ]
      }
    },
    {
      "id": "agent:content-repurpose-matrix",
      "kind": "package",
      "label": "Repurpose Matrix",
      "match": {
        "type": "exact",
        "values": [
          "content-repurpose-matrix",
          "Repurpose Matrix",
          "agent content-repurpose-matrix",
          "install content-repurpose-matrix",
          "add content-repurpose-matrix",
          "npx agentskit add content-repurpose-matrix"
        ]
      },
      "answer": {
        "markdown": "## Repurpose Matrix\n\nMatrix typed. Content repurposing. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add content-repurpose-matrix`\n\nCategory: **content** · Status: **validated**\nCapabilities: `content`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/content-repurpose-matrix)",
        "citations": [
          {
            "id": "agent:content-repurpose-matrix",
            "title": "Repurpose Matrix",
            "href": "https://registry.agentskit.io/agents/content-repurpose-matrix"
          }
        ]
      }
    },
    {
      "id": "agent:content-style-guide-enforcer",
      "kind": "package",
      "label": "Style Guide Enforcer",
      "match": {
        "type": "exact",
        "values": [
          "content-style-guide-enforcer",
          "Style Guide Enforcer",
          "agent content-style-guide-enforcer",
          "install content-style-guide-enforcer",
          "add content-style-guide-enforcer",
          "npx agentskit add content-style-guide-enforcer"
        ]
      },
      "answer": {
        "markdown": "## Style Guide Enforcer\n\nViolations typed. Style drift. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add content-style-guide-enforcer`\n\nCategory: **content** · Status: **validated**\nCapabilities: `content`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/content-style-guide-enforcer)",
        "citations": [
          {
            "id": "agent:content-style-guide-enforcer",
            "title": "Style Guide Enforcer",
            "href": "https://registry.agentskit.io/agents/content-style-guide-enforcer"
          }
        ]
      }
    },
    {
      "id": "agent:content-transcript-cleaner",
      "kind": "package",
      "label": "Transcript Cleaner",
      "match": {
        "type": "exact",
        "values": [
          "content-transcript-cleaner",
          "Transcript Cleaner",
          "agent content-transcript-cleaner",
          "install content-transcript-cleaner",
          "add content-transcript-cleaner",
          "npx agentskit add content-transcript-cleaner"
        ]
      },
      "answer": {
        "markdown": "## Transcript Cleaner\n\nClean transcript typed. Messy transcripts. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add content-transcript-cleaner`\n\nCategory: **content** · Status: **validated**\nCapabilities: `content`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/content-transcript-cleaner)",
        "citations": [
          {
            "id": "agent:content-transcript-cleaner",
            "title": "Transcript Cleaner",
            "href": "https://registry.agentskit.io/agents/content-transcript-cleaner"
          }
        ]
      }
    },
    {
      "id": "agent:content-translation-localizer",
      "kind": "package",
      "label": "Translation Localizer",
      "match": {
        "type": "exact",
        "values": [
          "content-translation-localizer",
          "Translation Localizer",
          "agent content-translation-localizer",
          "install content-translation-localizer",
          "add content-translation-localizer",
          "npx agentskit add content-translation-localizer"
        ]
      },
      "answer": {
        "markdown": "## Translation Localizer\n\nLocalized copy typed. Localization quality. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add content-translation-localizer`\n\nCategory: **content** · Status: **validated**\nCapabilities: `content`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/content-translation-localizer)",
        "citations": [
          {
            "id": "agent:content-translation-localizer",
            "title": "Translation Localizer",
            "href": "https://registry.agentskit.io/agents/content-translation-localizer"
          }
        ]
      }
    },
    {
      "id": "agent:content-youtube-metadata",
      "kind": "package",
      "label": "YouTube Metadata",
      "match": {
        "type": "exact",
        "values": [
          "content-youtube-metadata",
          "YouTube Metadata",
          "agent content-youtube-metadata",
          "install content-youtube-metadata",
          "add content-youtube-metadata",
          "npx agentskit add content-youtube-metadata"
        ]
      },
      "answer": {
        "markdown": "## YouTube Metadata\n\nMetadata typed. YT SEO weak. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add content-youtube-metadata`\n\nCategory: **content** · Status: **validated**\nCapabilities: `content`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/content-youtube-metadata)",
        "citations": [
          {
            "id": "agent:content-youtube-metadata",
            "title": "YouTube Metadata",
            "href": "https://registry.agentskit.io/agents/content-youtube-metadata"
          }
        ]
      }
    },
    {
      "id": "agent:data-ab-test-interpreter",
      "kind": "package",
      "label": "A/B Test Interpreter",
      "match": {
        "type": "exact",
        "values": [
          "data-ab-test-interpreter",
          "A/B Test Interpreter",
          "agent data-ab-test-interpreter",
          "install data-ab-test-interpreter",
          "add data-ab-test-interpreter",
          "npx agentskit add data-ab-test-interpreter"
        ]
      },
      "answer": {
        "markdown": "## A/B Test Interpreter\n\nInterpretation typed. A/B results misread. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-ab-test-interpreter`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-ab-test-interpreter)",
        "citations": [
          {
            "id": "agent:data-ab-test-interpreter",
            "title": "A/B Test Interpreter",
            "href": "https://registry.agentskit.io/agents/data-ab-test-interpreter"
          }
        ]
      }
    },
    {
      "id": "agent:data-anomaly-explainer",
      "kind": "package",
      "label": "Anomaly Explainer",
      "match": {
        "type": "exact",
        "values": [
          "data-anomaly-explainer",
          "Anomaly Explainer",
          "agent data-anomaly-explainer",
          "install data-anomaly-explainer",
          "add data-anomaly-explainer",
          "npx agentskit add data-anomaly-explainer"
        ]
      },
      "answer": {
        "markdown": "## Anomaly Explainer\n\nExplanation typed. Anomalies unexplained. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-anomaly-explainer`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-anomaly-explainer)",
        "citations": [
          {
            "id": "agent:data-anomaly-explainer",
            "title": "Anomaly Explainer",
            "href": "https://registry.agentskit.io/agents/data-anomaly-explainer"
          }
        ]
      }
    },
    {
      "id": "agent:data-cohort-analyzer",
      "kind": "package",
      "label": "Cohort Analyzer",
      "match": {
        "type": "exact",
        "values": [
          "data-cohort-analyzer",
          "Cohort Analyzer",
          "agent data-cohort-analyzer",
          "install data-cohort-analyzer",
          "add data-cohort-analyzer",
          "npx agentskit add data-cohort-analyzer"
        ]
      },
      "answer": {
        "markdown": "## Cohort Analyzer\n\nInsights typed. Cohort analysis slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-cohort-analyzer`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-cohort-analyzer)",
        "citations": [
          {
            "id": "agent:data-cohort-analyzer",
            "title": "Cohort Analyzer",
            "href": "https://registry.agentskit.io/agents/data-cohort-analyzer"
          }
        ]
      }
    },
    {
      "id": "agent:data-contract-validator",
      "kind": "package",
      "label": "Data Contract Validator",
      "match": {
        "type": "exact",
        "values": [
          "data-contract-validator",
          "Data Contract Validator",
          "agent data-contract-validator",
          "install data-contract-validator",
          "add data-contract-validator",
          "npx agentskit add data-contract-validator"
        ]
      },
      "answer": {
        "markdown": "## Data Contract Validator\n\nViolations typed. Contract violations. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-contract-validator`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-contract-validator)",
        "citations": [
          {
            "id": "agent:data-contract-validator",
            "title": "Data Contract Validator",
            "href": "https://registry.agentskit.io/agents/data-contract-validator"
          }
        ]
      }
    },
    {
      "id": "agent:data-dashboard-spec-author",
      "kind": "package",
      "label": "Dashboard Spec Author",
      "match": {
        "type": "exact",
        "values": [
          "data-dashboard-spec-author",
          "Dashboard Spec Author",
          "agent data-dashboard-spec-author",
          "install data-dashboard-spec-author",
          "add data-dashboard-spec-author",
          "npx agentskit add data-dashboard-spec-author"
        ]
      },
      "answer": {
        "markdown": "## Dashboard Spec Author\n\nSpec typed. Dashboard specs ad-hoc. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-dashboard-spec-author`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-dashboard-spec-author)",
        "citations": [
          {
            "id": "agent:data-dashboard-spec-author",
            "title": "Dashboard Spec Author",
            "href": "https://registry.agentskit.io/agents/data-dashboard-spec-author"
          }
        ]
      }
    },
    {
      "id": "agent:data-dbt-model-reviewer",
      "kind": "package",
      "label": "dbt Model Reviewer",
      "match": {
        "type": "exact",
        "values": [
          "data-dbt-model-reviewer",
          "dbt Model Reviewer",
          "agent data-dbt-model-reviewer",
          "install data-dbt-model-reviewer",
          "add data-dbt-model-reviewer",
          "npx agentskit add data-dbt-model-reviewer"
        ]
      },
      "answer": {
        "markdown": "## dbt Model Reviewer\n\nFindings typed. dbt quality issues. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-dbt-model-reviewer`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-dbt-model-reviewer)",
        "citations": [
          {
            "id": "agent:data-dbt-model-reviewer",
            "title": "dbt Model Reviewer",
            "href": "https://registry.agentskit.io/agents/data-dbt-model-reviewer"
          }
        ]
      }
    },
    {
      "id": "agent:data-etl-failure-diagnoser",
      "kind": "package",
      "label": "ETL Failure Diagnoser",
      "match": {
        "type": "exact",
        "values": [
          "data-etl-failure-diagnoser",
          "ETL Failure Diagnoser",
          "agent data-etl-failure-diagnoser",
          "install data-etl-failure-diagnoser",
          "add data-etl-failure-diagnoser",
          "npx agentskit add data-etl-failure-diagnoser"
        ]
      },
      "answer": {
        "markdown": "## ETL Failure Diagnoser\n\nDiagnosis typed. ETL failures opaque. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-etl-failure-diagnoser`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-etl-failure-diagnoser)",
        "citations": [
          {
            "id": "agent:data-etl-failure-diagnoser",
            "title": "ETL Failure Diagnoser",
            "href": "https://registry.agentskit.io/agents/data-etl-failure-diagnoser"
          }
        ]
      }
    },
    {
      "id": "agent:data-feature-store-documenter",
      "kind": "package",
      "label": "Feature Store Documenter",
      "match": {
        "type": "exact",
        "values": [
          "data-feature-store-documenter",
          "Feature Store Documenter",
          "agent data-feature-store-documenter",
          "install data-feature-store-documenter",
          "add data-feature-store-documenter",
          "npx agentskit add data-feature-store-documenter"
        ]
      },
      "answer": {
        "markdown": "## Feature Store Documenter\n\nDocs typed. Features undocumented. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-feature-store-documenter`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-feature-store-documenter)",
        "citations": [
          {
            "id": "agent:data-feature-store-documenter",
            "title": "Feature Store Documenter",
            "href": "https://registry.agentskit.io/agents/data-feature-store-documenter"
          }
        ]
      }
    },
    {
      "id": "agent:data-governance-classifier",
      "kind": "package",
      "label": "Data Governance Classifier",
      "match": {
        "type": "exact",
        "values": [
          "data-governance-classifier",
          "Data Governance Classifier",
          "agent data-governance-classifier",
          "install data-governance-classifier",
          "add data-governance-classifier",
          "npx agentskit add data-governance-classifier"
        ]
      },
      "answer": {
        "markdown": "## Data Governance Classifier\n\nClassification typed. Classification missing. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-governance-classifier`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-governance-classifier)",
        "citations": [
          {
            "id": "agent:data-governance-classifier",
            "title": "Data Governance Classifier",
            "href": "https://registry.agentskit.io/agents/data-governance-classifier"
          }
        ]
      }
    },
    {
      "id": "agent:data-lineage-tracer",
      "kind": "package",
      "label": "Lineage Tracer",
      "match": {
        "type": "exact",
        "values": [
          "data-lineage-tracer",
          "Lineage Tracer",
          "agent data-lineage-tracer",
          "install data-lineage-tracer",
          "add data-lineage-tracer",
          "npx agentskit add data-lineage-tracer"
        ]
      },
      "answer": {
        "markdown": "## Lineage Tracer\n\nLineage typed. Lineage unknown. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-lineage-tracer`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-lineage-tracer)",
        "citations": [
          {
            "id": "agent:data-lineage-tracer",
            "title": "Lineage Tracer",
            "href": "https://registry.agentskit.io/agents/data-lineage-tracer"
          }
        ]
      }
    },
    {
      "id": "agent:data-metric-definer",
      "kind": "package",
      "label": "Metric Definer",
      "match": {
        "type": "exact",
        "values": [
          "data-metric-definer",
          "Metric Definer",
          "agent data-metric-definer",
          "install data-metric-definer",
          "add data-metric-definer",
          "npx agentskit add data-metric-definer"
        ]
      },
      "answer": {
        "markdown": "## Metric Definer\n\nDefinition typed. Metric definitions vague. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-metric-definer`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-metric-definer)",
        "citations": [
          {
            "id": "agent:data-metric-definer",
            "title": "Metric Definer",
            "href": "https://registry.agentskit.io/agents/data-metric-definer"
          }
        ]
      }
    },
    {
      "id": "agent:data-pii-column-scanner",
      "kind": "package",
      "label": "PII Column Scanner",
      "match": {
        "type": "exact",
        "values": [
          "data-pii-column-scanner",
          "PII Column Scanner",
          "agent data-pii-column-scanner",
          "install data-pii-column-scanner",
          "add data-pii-column-scanner",
          "npx agentskit add data-pii-column-scanner"
        ]
      },
      "answer": {
        "markdown": "## PII Column Scanner\n\nColumns typed. PII in tables. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-pii-column-scanner`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-pii-column-scanner)",
        "citations": [
          {
            "id": "agent:data-pii-column-scanner",
            "title": "PII Column Scanner",
            "href": "https://registry.agentskit.io/agents/data-pii-column-scanner"
          }
        ]
      }
    },
    {
      "id": "agent:data-quality-rule-author",
      "kind": "package",
      "label": "Data Quality Rule Author",
      "match": {
        "type": "exact",
        "values": [
          "data-quality-rule-author",
          "Data Quality Rule Author",
          "agent data-quality-rule-author",
          "install data-quality-rule-author",
          "add data-quality-rule-author",
          "npx agentskit add data-quality-rule-author"
        ]
      },
      "answer": {
        "markdown": "## Data Quality Rule Author\n\nRules typed. DQ rules manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-quality-rule-author`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-quality-rule-author)",
        "citations": [
          {
            "id": "agent:data-quality-rule-author",
            "title": "Data Quality Rule Author",
            "href": "https://registry.agentskit.io/agents/data-quality-rule-author"
          }
        ]
      }
    },
    {
      "id": "agent:data-report-narrator",
      "kind": "package",
      "label": "Report Narrator",
      "match": {
        "type": "exact",
        "values": [
          "data-report-narrator",
          "Report Narrator",
          "agent data-report-narrator",
          "install data-report-narrator",
          "add data-report-narrator",
          "npx agentskit add data-report-narrator"
        ]
      },
      "answer": {
        "markdown": "## Report Narrator\n\nNarrative typed. Reports need narrative. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-report-narrator`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-report-narrator)",
        "citations": [
          {
            "id": "agent:data-report-narrator",
            "title": "Report Narrator",
            "href": "https://registry.agentskit.io/agents/data-report-narrator"
          }
        ]
      }
    },
    {
      "id": "agent:data-schema-documenter",
      "kind": "package",
      "label": "Schema Documenter",
      "match": {
        "type": "exact",
        "values": [
          "data-schema-documenter",
          "Schema Documenter",
          "agent data-schema-documenter",
          "install data-schema-documenter",
          "add data-schema-documenter",
          "npx agentskit add data-schema-documenter"
        ]
      },
      "answer": {
        "markdown": "## Schema Documenter\n\nDocs typed. Undocumented schemas. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-schema-documenter`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-schema-documenter)",
        "citations": [
          {
            "id": "agent:data-schema-documenter",
            "title": "Schema Documenter",
            "href": "https://registry.agentskit.io/agents/data-schema-documenter"
          }
        ]
      }
    },
    {
      "id": "agent:data-semantic-layer-mapper",
      "kind": "package",
      "label": "Semantic Layer Mapper",
      "match": {
        "type": "exact",
        "values": [
          "data-semantic-layer-mapper",
          "Semantic Layer Mapper",
          "agent data-semantic-layer-mapper",
          "install data-semantic-layer-mapper",
          "add data-semantic-layer-mapper",
          "npx agentskit add data-semantic-layer-mapper"
        ]
      },
      "answer": {
        "markdown": "## Semantic Layer Mapper\n\nMap typed. Semantic layer drift. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-semantic-layer-mapper`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-semantic-layer-mapper)",
        "citations": [
          {
            "id": "agent:data-semantic-layer-mapper",
            "title": "Semantic Layer Mapper",
            "href": "https://registry.agentskit.io/agents/data-semantic-layer-mapper"
          }
        ]
      }
    },
    {
      "id": "agent:data-snowflake-cost-optimizer",
      "kind": "package",
      "label": "Snowflake Cost Optimizer",
      "match": {
        "type": "exact",
        "values": [
          "data-snowflake-cost-optimizer",
          "Snowflake Cost Optimizer",
          "agent data-snowflake-cost-optimizer",
          "install data-snowflake-cost-optimizer",
          "add data-snowflake-cost-optimizer",
          "npx agentskit add data-snowflake-cost-optimizer"
        ]
      },
      "answer": {
        "markdown": "## Snowflake Cost Optimizer\n\nRecommendations typed. Warehouse cost. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-snowflake-cost-optimizer`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-snowflake-cost-optimizer)",
        "citations": [
          {
            "id": "agent:data-snowflake-cost-optimizer",
            "title": "Snowflake Cost Optimizer",
            "href": "https://registry.agentskit.io/agents/data-snowflake-cost-optimizer"
          }
        ]
      }
    },
    {
      "id": "agent:data-sql-generator",
      "kind": "package",
      "label": "SQL Generator",
      "match": {
        "type": "exact",
        "values": [
          "data-sql-generator",
          "SQL Generator",
          "agent data-sql-generator",
          "install data-sql-generator",
          "add data-sql-generator",
          "npx agentskit add data-sql-generator"
        ]
      },
      "answer": {
        "markdown": "## SQL Generator\n\nSQL typed. SQL from questions. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-sql-generator`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-sql-generator)",
        "citations": [
          {
            "id": "agent:data-sql-generator",
            "title": "SQL Generator",
            "href": "https://registry.agentskit.io/agents/data-sql-generator"
          }
        ]
      }
    },
    {
      "id": "agent:data-sql-reviewer",
      "kind": "package",
      "label": "SQL Reviewer",
      "match": {
        "type": "exact",
        "values": [
          "data-sql-reviewer",
          "SQL Reviewer",
          "agent data-sql-reviewer",
          "install data-sql-reviewer",
          "add data-sql-reviewer",
          "npx agentskit add data-sql-reviewer"
        ]
      },
      "answer": {
        "markdown": "## SQL Reviewer\n\nFindings typed. Unsafe SQL. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-sql-reviewer`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-sql-reviewer)",
        "citations": [
          {
            "id": "agent:data-sql-reviewer",
            "title": "SQL Reviewer",
            "href": "https://registry.agentskit.io/agents/data-sql-reviewer"
          }
        ]
      }
    },
    {
      "id": "agent:data-warehouse-migration",
      "kind": "package",
      "label": "Warehouse Migration Planner",
      "match": {
        "type": "exact",
        "values": [
          "data-warehouse-migration",
          "Warehouse Migration Planner",
          "agent data-warehouse-migration",
          "install data-warehouse-migration",
          "add data-warehouse-migration",
          "npx agentskit add data-warehouse-migration"
        ]
      },
      "answer": {
        "markdown": "## Warehouse Migration Planner\n\nPlan typed. DW migrations risky. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add data-warehouse-migration`\n\nCategory: **data** · Status: **validated**\nCapabilities: `data`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/data-warehouse-migration)",
        "citations": [
          {
            "id": "agent:data-warehouse-migration",
            "title": "Warehouse Migration Planner",
            "href": "https://registry.agentskit.io/agents/data-warehouse-migration"
          }
        ]
      }
    },
    {
      "id": "agent:devops-backup-restore-verifier",
      "kind": "package",
      "label": "Backup Restore Verifier",
      "match": {
        "type": "exact",
        "values": [
          "devops-backup-restore-verifier",
          "Backup Restore Verifier",
          "agent devops-backup-restore-verifier",
          "install devops-backup-restore-verifier",
          "add devops-backup-restore-verifier",
          "npx agentskit add devops-backup-restore-verifier"
        ]
      },
      "answer": {
        "markdown": "## Backup Restore Verifier\n\nVerification typed. Backup untested. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-backup-restore-verifier`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-backup-restore-verifier)",
        "citations": [
          {
            "id": "agent:devops-backup-restore-verifier",
            "title": "Backup Restore Verifier",
            "href": "https://registry.agentskit.io/agents/devops-backup-restore-verifier"
          }
        ]
      }
    },
    {
      "id": "agent:devops-capacity-forecaster",
      "kind": "package",
      "label": "Capacity Forecaster",
      "match": {
        "type": "exact",
        "values": [
          "devops-capacity-forecaster",
          "Capacity Forecaster",
          "agent devops-capacity-forecaster",
          "install devops-capacity-forecaster",
          "add devops-capacity-forecaster",
          "npx agentskit add devops-capacity-forecaster"
        ]
      },
      "answer": {
        "markdown": "## Capacity Forecaster\n\nForecast typed. Capacity surprises. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-capacity-forecaster`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-capacity-forecaster)",
        "citations": [
          {
            "id": "agent:devops-capacity-forecaster",
            "title": "Capacity Forecaster",
            "href": "https://registry.agentskit.io/agents/devops-capacity-forecaster"
          }
        ]
      }
    },
    {
      "id": "agent:devops-change-advisory",
      "kind": "package",
      "label": "Change Advisory",
      "match": {
        "type": "exact",
        "values": [
          "devops-change-advisory",
          "Change Advisory",
          "agent devops-change-advisory",
          "install devops-change-advisory",
          "add devops-change-advisory",
          "npx agentskit add devops-change-advisory"
        ]
      },
      "answer": {
        "markdown": "## Change Advisory\n\nAdvisory typed. CAB reviews slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-change-advisory`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-change-advisory)",
        "citations": [
          {
            "id": "agent:devops-change-advisory",
            "title": "Change Advisory",
            "href": "https://registry.agentskit.io/agents/devops-change-advisory"
          }
        ]
      }
    },
    {
      "id": "agent:devops-ci-failure-grouper",
      "kind": "package",
      "label": "CI Failure Grouper",
      "match": {
        "type": "exact",
        "values": [
          "devops-ci-failure-grouper",
          "CI Failure Grouper",
          "agent devops-ci-failure-grouper",
          "install devops-ci-failure-grouper",
          "add devops-ci-failure-grouper",
          "npx agentskit add devops-ci-failure-grouper"
        ]
      },
      "answer": {
        "markdown": "## CI Failure Grouper\n\nGroups typed. CI noise. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-ci-failure-grouper`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-ci-failure-grouper)",
        "citations": [
          {
            "id": "agent:devops-ci-failure-grouper",
            "title": "CI Failure Grouper",
            "href": "https://registry.agentskit.io/agents/devops-ci-failure-grouper"
          }
        ]
      }
    },
    {
      "id": "agent:devops-compliance-evidence",
      "kind": "package",
      "label": "Compliance Evidence",
      "match": {
        "type": "exact",
        "values": [
          "devops-compliance-evidence",
          "Compliance Evidence",
          "agent devops-compliance-evidence",
          "install devops-compliance-evidence",
          "add devops-compliance-evidence",
          "npx agentskit add devops-compliance-evidence"
        ]
      },
      "answer": {
        "markdown": "## Compliance Evidence\n\nEvidence typed. SOC2 evidence. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-compliance-evidence`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-compliance-evidence)",
        "citations": [
          {
            "id": "agent:devops-compliance-evidence",
            "title": "Compliance Evidence",
            "href": "https://registry.agentskit.io/agents/devops-compliance-evidence"
          }
        ]
      }
    },
    {
      "id": "agent:devops-cost-anomaly",
      "kind": "package",
      "label": "Cost Anomaly",
      "match": {
        "type": "exact",
        "values": [
          "devops-cost-anomaly",
          "Cost Anomaly",
          "agent devops-cost-anomaly",
          "install devops-cost-anomaly",
          "add devops-cost-anomaly",
          "npx agentskit add devops-cost-anomaly"
        ]
      },
      "answer": {
        "markdown": "## Cost Anomaly\n\nAnomaly typed. Cloud cost spikes. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-cost-anomaly`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-cost-anomaly)",
        "citations": [
          {
            "id": "agent:devops-cost-anomaly",
            "title": "Cost Anomaly",
            "href": "https://registry.agentskit.io/agents/devops-cost-anomaly"
          }
        ]
      }
    },
    {
      "id": "agent:devops-deploy-risk-reviewer",
      "kind": "package",
      "label": "Deploy Risk Reviewer",
      "match": {
        "type": "exact",
        "values": [
          "devops-deploy-risk-reviewer",
          "Deploy Risk Reviewer",
          "agent devops-deploy-risk-reviewer",
          "install devops-deploy-risk-reviewer",
          "add devops-deploy-risk-reviewer",
          "npx agentskit add devops-deploy-risk-reviewer"
        ]
      },
      "answer": {
        "markdown": "## Deploy Risk Reviewer\n\nRisk typed. Risky deploys. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-deploy-risk-reviewer`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-deploy-risk-reviewer)",
        "citations": [
          {
            "id": "agent:devops-deploy-risk-reviewer",
            "title": "Deploy Risk Reviewer",
            "href": "https://registry.agentskit.io/agents/devops-deploy-risk-reviewer"
          }
        ]
      }
    },
    {
      "id": "agent:devops-dns-cutover-planner",
      "kind": "package",
      "label": "DNS Cutover Planner",
      "match": {
        "type": "exact",
        "values": [
          "devops-dns-cutover-planner",
          "DNS Cutover Planner",
          "agent devops-dns-cutover-planner",
          "install devops-dns-cutover-planner",
          "add devops-dns-cutover-planner",
          "npx agentskit add devops-dns-cutover-planner"
        ]
      },
      "answer": {
        "markdown": "## DNS Cutover Planner\n\nPlan typed. DNS migrations risky. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-dns-cutover-planner`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-dns-cutover-planner)",
        "citations": [
          {
            "id": "agent:devops-dns-cutover-planner",
            "title": "DNS Cutover Planner",
            "href": "https://registry.agentskit.io/agents/devops-dns-cutover-planner"
          }
        ]
      }
    },
    {
      "id": "agent:devops-drift-detector",
      "kind": "package",
      "label": "Drift Detector",
      "match": {
        "type": "exact",
        "values": [
          "devops-drift-detector",
          "Drift Detector",
          "agent devops-drift-detector",
          "install devops-drift-detector",
          "add devops-drift-detector",
          "npx agentskit add devops-drift-detector"
        ]
      },
      "answer": {
        "markdown": "## Drift Detector\n\nDrift typed. Infra drift. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-drift-detector`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-drift-detector)",
        "citations": [
          {
            "id": "agent:devops-drift-detector",
            "title": "Drift Detector",
            "href": "https://registry.agentskit.io/agents/devops-drift-detector"
          }
        ]
      }
    },
    {
      "id": "agent:devops-iam-policy-reviewer",
      "kind": "package",
      "label": "IAM Policy Reviewer",
      "match": {
        "type": "exact",
        "values": [
          "devops-iam-policy-reviewer",
          "IAM Policy Reviewer",
          "agent devops-iam-policy-reviewer",
          "install devops-iam-policy-reviewer",
          "add devops-iam-policy-reviewer",
          "npx agentskit add devops-iam-policy-reviewer"
        ]
      },
      "answer": {
        "markdown": "## IAM Policy Reviewer\n\nFindings typed. Over-permissive IAM. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-iam-policy-reviewer`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-iam-policy-reviewer)",
        "citations": [
          {
            "id": "agent:devops-iam-policy-reviewer",
            "title": "IAM Policy Reviewer",
            "href": "https://registry.agentskit.io/agents/devops-iam-policy-reviewer"
          }
        ]
      }
    },
    {
      "id": "agent:devops-incident-triage",
      "kind": "package",
      "label": "Incident Triage",
      "match": {
        "type": "exact",
        "values": [
          "devops-incident-triage",
          "Incident Triage",
          "agent devops-incident-triage",
          "install devops-incident-triage",
          "add devops-incident-triage",
          "npx agentskit add devops-incident-triage"
        ]
      },
      "answer": {
        "markdown": "## Incident Triage\n\nTriage typed. Alert flood. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-incident-triage`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-incident-triage)",
        "citations": [
          {
            "id": "agent:devops-incident-triage",
            "title": "Incident Triage",
            "href": "https://registry.agentskit.io/agents/devops-incident-triage"
          }
        ]
      }
    },
    {
      "id": "agent:devops-k8s-manifest-reviewer",
      "kind": "package",
      "label": "K8s Manifest Reviewer",
      "match": {
        "type": "exact",
        "values": [
          "devops-k8s-manifest-reviewer",
          "K8s Manifest Reviewer",
          "agent devops-k8s-manifest-reviewer",
          "install devops-k8s-manifest-reviewer",
          "add devops-k8s-manifest-reviewer",
          "npx agentskit add devops-k8s-manifest-reviewer"
        ]
      },
      "answer": {
        "markdown": "## K8s Manifest Reviewer\n\nFindings typed. YAML risks. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-k8s-manifest-reviewer`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-k8s-manifest-reviewer)",
        "citations": [
          {
            "id": "agent:devops-k8s-manifest-reviewer",
            "title": "K8s Manifest Reviewer",
            "href": "https://registry.agentskit.io/agents/devops-k8s-manifest-reviewer"
          }
        ]
      }
    },
    {
      "id": "agent:devops-oncall-schedule-optimizer",
      "kind": "package",
      "label": "On-call Schedule Optimizer",
      "match": {
        "type": "exact",
        "values": [
          "devops-oncall-schedule-optimizer",
          "On-call Schedule Optimizer",
          "agent devops-oncall-schedule-optimizer",
          "install devops-oncall-schedule-optimizer",
          "add devops-oncall-schedule-optimizer",
          "npx agentskit add devops-oncall-schedule-optimizer"
        ]
      },
      "answer": {
        "markdown": "## On-call Schedule Optimizer\n\nSchedule typed. Unfair on-call. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-oncall-schedule-optimizer`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-oncall-schedule-optimizer)",
        "citations": [
          {
            "id": "agent:devops-oncall-schedule-optimizer",
            "title": "On-call Schedule Optimizer",
            "href": "https://registry.agentskit.io/agents/devops-oncall-schedule-optimizer"
          }
        ]
      }
    },
    {
      "id": "agent:devops-pager-storm-summarizer",
      "kind": "package",
      "label": "Pager Storm Summarizer",
      "match": {
        "type": "exact",
        "values": [
          "devops-pager-storm-summarizer",
          "Pager Storm Summarizer",
          "agent devops-pager-storm-summarizer",
          "install devops-pager-storm-summarizer",
          "add devops-pager-storm-summarizer",
          "npx agentskit add devops-pager-storm-summarizer"
        ]
      },
      "answer": {
        "markdown": "## Pager Storm Summarizer\n\nSummary typed. Alert storms. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-pager-storm-summarizer`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-pager-storm-summarizer)",
        "citations": [
          {
            "id": "agent:devops-pager-storm-summarizer",
            "title": "Pager Storm Summarizer",
            "href": "https://registry.agentskit.io/agents/devops-pager-storm-summarizer"
          }
        ]
      }
    },
    {
      "id": "agent:devops-postmortem-drafter",
      "kind": "package",
      "label": "Postmortem Drafter",
      "match": {
        "type": "exact",
        "values": [
          "devops-postmortem-drafter",
          "Postmortem Drafter",
          "agent devops-postmortem-drafter",
          "install devops-postmortem-drafter",
          "add devops-postmortem-drafter",
          "npx agentskit add devops-postmortem-drafter"
        ]
      },
      "answer": {
        "markdown": "## Postmortem Drafter\n\nPostmortem typed. Postmortems slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-postmortem-drafter`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-postmortem-drafter)",
        "citations": [
          {
            "id": "agent:devops-postmortem-drafter",
            "title": "Postmortem Drafter",
            "href": "https://registry.agentskit.io/agents/devops-postmortem-drafter"
          }
        ]
      }
    },
    {
      "id": "agent:devops-rollback-advisor",
      "kind": "package",
      "label": "Rollback Advisor",
      "match": {
        "type": "exact",
        "values": [
          "devops-rollback-advisor",
          "Rollback Advisor",
          "agent devops-rollback-advisor",
          "install devops-rollback-advisor",
          "add devops-rollback-advisor",
          "npx agentskit add devops-rollback-advisor"
        ]
      },
      "answer": {
        "markdown": "## Rollback Advisor\n\nRecommendation typed. Rollback decisions. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-rollback-advisor`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-rollback-advisor)",
        "citations": [
          {
            "id": "agent:devops-rollback-advisor",
            "title": "Rollback Advisor",
            "href": "https://registry.agentskit.io/agents/devops-rollback-advisor"
          }
        ]
      }
    },
    {
      "id": "agent:devops-runbook-matcher",
      "kind": "package",
      "label": "Runbook Matcher",
      "match": {
        "type": "exact",
        "values": [
          "devops-runbook-matcher",
          "Runbook Matcher",
          "agent devops-runbook-matcher",
          "install devops-runbook-matcher",
          "add devops-runbook-matcher",
          "npx agentskit add devops-runbook-matcher"
        ]
      },
      "answer": {
        "markdown": "## Runbook Matcher\n\nMatch typed. Alert→runbook gap. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-runbook-matcher`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-runbook-matcher)",
        "citations": [
          {
            "id": "agent:devops-runbook-matcher",
            "title": "Runbook Matcher",
            "href": "https://registry.agentskit.io/agents/devops-runbook-matcher"
          }
        ]
      }
    },
    {
      "id": "agent:devops-secrets-leak-scanner",
      "kind": "package",
      "label": "Secrets Leak Scanner",
      "match": {
        "type": "exact",
        "values": [
          "devops-secrets-leak-scanner",
          "Secrets Leak Scanner",
          "agent devops-secrets-leak-scanner",
          "install devops-secrets-leak-scanner",
          "add devops-secrets-leak-scanner",
          "npx agentskit add devops-secrets-leak-scanner"
        ]
      },
      "answer": {
        "markdown": "## Secrets Leak Scanner\n\nFindings typed. Secrets in repos. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-secrets-leak-scanner`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-secrets-leak-scanner)",
        "citations": [
          {
            "id": "agent:devops-secrets-leak-scanner",
            "title": "Secrets Leak Scanner",
            "href": "https://registry.agentskit.io/agents/devops-secrets-leak-scanner"
          }
        ]
      }
    },
    {
      "id": "agent:devops-slo-breach-analyzer",
      "kind": "package",
      "label": "SLO Breach Analyzer",
      "match": {
        "type": "exact",
        "values": [
          "devops-slo-breach-analyzer",
          "SLO Breach Analyzer",
          "agent devops-slo-breach-analyzer",
          "install devops-slo-breach-analyzer",
          "add devops-slo-breach-analyzer",
          "npx agentskit add devops-slo-breach-analyzer"
        ]
      },
      "answer": {
        "markdown": "## SLO Breach Analyzer\n\nAnalysis typed. SLO misses unexplained. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-slo-breach-analyzer`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-slo-breach-analyzer)",
        "citations": [
          {
            "id": "agent:devops-slo-breach-analyzer",
            "title": "SLO Breach Analyzer",
            "href": "https://registry.agentskit.io/agents/devops-slo-breach-analyzer"
          }
        ]
      }
    },
    {
      "id": "agent:devops-terraform-plan-interpreter",
      "kind": "package",
      "label": "Terraform Plan Interpreter",
      "match": {
        "type": "exact",
        "values": [
          "devops-terraform-plan-interpreter",
          "Terraform Plan Interpreter",
          "agent devops-terraform-plan-interpreter",
          "install devops-terraform-plan-interpreter",
          "add devops-terraform-plan-interpreter",
          "npx agentskit add devops-terraform-plan-interpreter"
        ]
      },
      "answer": {
        "markdown": "## Terraform Plan Interpreter\n\nSummary typed. TF plans opaque. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add devops-terraform-plan-interpreter`\n\nCategory: **devops** · Status: **validated**\nCapabilities: `devops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/devops-terraform-plan-interpreter)",
        "citations": [
          {
            "id": "agent:devops-terraform-plan-interpreter",
            "title": "Terraform Plan Interpreter",
            "href": "https://registry.agentskit.io/agents/devops-terraform-plan-interpreter"
          }
        ]
      }
    },
    {
      "id": "agent:docs-chat",
      "kind": "package",
      "label": "Docs Chat",
      "match": {
        "type": "exact",
        "values": [
          "docs-chat",
          "Docs Chat",
          "agent docs-chat",
          "install docs-chat",
          "add docs-chat",
          "npx agentskit add docs-chat"
        ]
      },
      "answer": {
        "markdown": "## Docs Chat\n\nProvider-agnostic chat over your own docs — grounded RAG answers from retrieved pages, never invented. Retrieved text + user input are treated as untrusted data (prompt-injection defense), never as instructions.\n\nInstall: `npx agentskit add docs-chat`\n\nCategory: **productivity** · Status: **validated**\nCapabilities: `rag`, `docs`, `retrieval`, `grounded`, `chat`, `prompt-injection-defense`\n\n[Open the agent page](https://registry.agentskit.io/agents/docs-chat)",
        "citations": [
          {
            "id": "agent:docs-chat",
            "title": "Docs Chat",
            "href": "https://registry.agentskit.io/agents/docs-chat"
          }
        ]
      }
    },
    {
      "id": "agent:ecommerce-abandoned-cart-copy",
      "kind": "package",
      "label": "Abandoned Cart Copy",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce-abandoned-cart-copy",
          "Abandoned Cart Copy",
          "agent ecommerce-abandoned-cart-copy",
          "install ecommerce-abandoned-cart-copy",
          "add ecommerce-abandoned-cart-copy",
          "npx agentskit add ecommerce-abandoned-cart-copy"
        ]
      },
      "answer": {
        "markdown": "## Abandoned Cart Copy\n\nCopy typed. Cart recovery weak. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecommerce-abandoned-cart-copy`\n\nCategory: **ecommerce** · Status: **validated**\nCapabilities: `ecommerce`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecommerce-abandoned-cart-copy)",
        "citations": [
          {
            "id": "agent:ecommerce-abandoned-cart-copy",
            "title": "Abandoned Cart Copy",
            "href": "https://registry.agentskit.io/agents/ecommerce-abandoned-cart-copy"
          }
        ]
      }
    },
    {
      "id": "agent:ecommerce-bundle-suggester",
      "kind": "package",
      "label": "Bundle Suggester",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce-bundle-suggester",
          "Bundle Suggester",
          "agent ecommerce-bundle-suggester",
          "install ecommerce-bundle-suggester",
          "add ecommerce-bundle-suggester",
          "npx agentskit add ecommerce-bundle-suggester"
        ]
      },
      "answer": {
        "markdown": "## Bundle Suggester\n\nBundles typed. Bundles manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecommerce-bundle-suggester`\n\nCategory: **ecommerce** · Status: **validated**\nCapabilities: `ecommerce`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecommerce-bundle-suggester)",
        "citations": [
          {
            "id": "agent:ecommerce-bundle-suggester",
            "title": "Bundle Suggester",
            "href": "https://registry.agentskit.io/agents/ecommerce-bundle-suggester"
          }
        ]
      }
    },
    {
      "id": "agent:ecommerce-catalog-enricher",
      "kind": "package",
      "label": "Catalog Enricher",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce-catalog-enricher",
          "Catalog Enricher",
          "agent ecommerce-catalog-enricher",
          "install ecommerce-catalog-enricher",
          "add ecommerce-catalog-enricher",
          "npx agentskit add ecommerce-catalog-enricher"
        ]
      },
      "answer": {
        "markdown": "## Catalog Enricher\n\nEnrichment typed. Thin catalog data. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecommerce-catalog-enricher`\n\nCategory: **ecommerce** · Status: **validated**\nCapabilities: `ecommerce`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecommerce-catalog-enricher)",
        "citations": [
          {
            "id": "agent:ecommerce-catalog-enricher",
            "title": "Catalog Enricher",
            "href": "https://registry.agentskit.io/agents/ecommerce-catalog-enricher"
          }
        ]
      }
    },
    {
      "id": "agent:ecommerce-chargeback-responder",
      "kind": "package",
      "label": "Chargeback Responder",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce-chargeback-responder",
          "Chargeback Responder",
          "agent ecommerce-chargeback-responder",
          "install ecommerce-chargeback-responder",
          "add ecommerce-chargeback-responder",
          "npx agentskit add ecommerce-chargeback-responder"
        ]
      },
      "answer": {
        "markdown": "## Chargeback Responder\n\nResponse typed. Chargebacks. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecommerce-chargeback-responder`\n\nCategory: **ecommerce** · Status: **validated**\nCapabilities: `ecommerce`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecommerce-chargeback-responder)",
        "citations": [
          {
            "id": "agent:ecommerce-chargeback-responder",
            "title": "Chargeback Responder",
            "href": "https://registry.agentskit.io/agents/ecommerce-chargeback-responder"
          }
        ]
      }
    },
    {
      "id": "agent:ecommerce-competitor-price-monitor",
      "kind": "package",
      "label": "Competitor Price Monitor",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce-competitor-price-monitor",
          "Competitor Price Monitor",
          "agent ecommerce-competitor-price-monitor",
          "install ecommerce-competitor-price-monitor",
          "add ecommerce-competitor-price-monitor",
          "npx agentskit add ecommerce-competitor-price-monitor"
        ]
      },
      "answer": {
        "markdown": "## Competitor Price Monitor\n\nReport typed. Price intel. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecommerce-competitor-price-monitor`\n\nCategory: **ecommerce** · Status: **validated**\nCapabilities: `ecommerce`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecommerce-competitor-price-monitor)",
        "citations": [
          {
            "id": "agent:ecommerce-competitor-price-monitor",
            "title": "Competitor Price Monitor",
            "href": "https://registry.agentskit.io/agents/ecommerce-competitor-price-monitor"
          }
        ]
      }
    },
    {
      "id": "agent:ecommerce-fraud-order-scorer",
      "kind": "package",
      "label": "Fraud Order Scorer",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce-fraud-order-scorer",
          "Fraud Order Scorer",
          "agent ecommerce-fraud-order-scorer",
          "install ecommerce-fraud-order-scorer",
          "add ecommerce-fraud-order-scorer",
          "npx agentskit add ecommerce-fraud-order-scorer"
        ]
      },
      "answer": {
        "markdown": "## Fraud Order Scorer\n\nScore typed. Order fraud. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecommerce-fraud-order-scorer`\n\nCategory: **ecommerce** · Status: **validated**\nCapabilities: `ecommerce`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecommerce-fraud-order-scorer)",
        "citations": [
          {
            "id": "agent:ecommerce-fraud-order-scorer",
            "title": "Fraud Order Scorer",
            "href": "https://registry.agentskit.io/agents/ecommerce-fraud-order-scorer"
          }
        ]
      }
    },
    {
      "id": "agent:ecommerce-fulfillment-sla-monitor",
      "kind": "package",
      "label": "Fulfillment SLA Monitor",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce-fulfillment-sla-monitor",
          "Fulfillment SLA Monitor",
          "agent ecommerce-fulfillment-sla-monitor",
          "install ecommerce-fulfillment-sla-monitor",
          "add ecommerce-fulfillment-sla-monitor",
          "npx agentskit add ecommerce-fulfillment-sla-monitor"
        ]
      },
      "answer": {
        "markdown": "## Fulfillment SLA Monitor\n\nAlerts typed. SLA breaches. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecommerce-fulfillment-sla-monitor`\n\nCategory: **ecommerce** · Status: **validated**\nCapabilities: `ecommerce`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecommerce-fulfillment-sla-monitor)",
        "citations": [
          {
            "id": "agent:ecommerce-fulfillment-sla-monitor",
            "title": "Fulfillment SLA Monitor",
            "href": "https://registry.agentskit.io/agents/ecommerce-fulfillment-sla-monitor"
          }
        ]
      }
    },
    {
      "id": "agent:ecommerce-inventory-reorder",
      "kind": "package",
      "label": "Inventory Reorder",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce-inventory-reorder",
          "Inventory Reorder",
          "agent ecommerce-inventory-reorder",
          "install ecommerce-inventory-reorder",
          "add ecommerce-inventory-reorder",
          "npx agentskit add ecommerce-inventory-reorder"
        ]
      },
      "answer": {
        "markdown": "## Inventory Reorder\n\nReorder typed. Stockouts/overstock. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecommerce-inventory-reorder`\n\nCategory: **ecommerce** · Status: **validated**\nCapabilities: `ecommerce`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecommerce-inventory-reorder)",
        "citations": [
          {
            "id": "agent:ecommerce-inventory-reorder",
            "title": "Inventory Reorder",
            "href": "https://registry.agentskit.io/agents/ecommerce-inventory-reorder"
          }
        ]
      }
    },
    {
      "id": "agent:ecommerce-listing-optimizer",
      "kind": "package",
      "label": "Listing Optimizer",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce-listing-optimizer",
          "Listing Optimizer",
          "agent ecommerce-listing-optimizer",
          "install ecommerce-listing-optimizer",
          "add ecommerce-listing-optimizer",
          "npx agentskit add ecommerce-listing-optimizer"
        ]
      },
      "answer": {
        "markdown": "## Listing Optimizer\n\nOptimized listing typed. Weak listings. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecommerce-listing-optimizer`\n\nCategory: **ecommerce** · Status: **validated**\nCapabilities: `ecommerce`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecommerce-listing-optimizer)",
        "citations": [
          {
            "id": "agent:ecommerce-listing-optimizer",
            "title": "Listing Optimizer",
            "href": "https://registry.agentskit.io/agents/ecommerce-listing-optimizer"
          }
        ]
      }
    },
    {
      "id": "agent:ecommerce-marketplace-policy-check",
      "kind": "package",
      "label": "Marketplace Policy Check",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce-marketplace-policy-check",
          "Marketplace Policy Check",
          "agent ecommerce-marketplace-policy-check",
          "install ecommerce-marketplace-policy-check",
          "add ecommerce-marketplace-policy-check",
          "npx agentskit add ecommerce-marketplace-policy-check"
        ]
      },
      "answer": {
        "markdown": "## Marketplace Policy Check\n\nViolations typed. Policy violations. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecommerce-marketplace-policy-check`\n\nCategory: **ecommerce** · Status: **validated**\nCapabilities: `ecommerce`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecommerce-marketplace-policy-check)",
        "citations": [
          {
            "id": "agent:ecommerce-marketplace-policy-check",
            "title": "Marketplace Policy Check",
            "href": "https://registry.agentskit.io/agents/ecommerce-marketplace-policy-check"
          }
        ]
      }
    },
    {
      "id": "agent:ecommerce-promo-planner",
      "kind": "package",
      "label": "Promo Planner",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce-promo-planner",
          "Promo Planner",
          "agent ecommerce-promo-planner",
          "install ecommerce-promo-planner",
          "add ecommerce-promo-planner",
          "npx agentskit add ecommerce-promo-planner"
        ]
      },
      "answer": {
        "markdown": "## Promo Planner\n\nPlan typed. Promos ad-hoc. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecommerce-promo-planner`\n\nCategory: **ecommerce** · Status: **validated**\nCapabilities: `ecommerce`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecommerce-promo-planner)",
        "citations": [
          {
            "id": "agent:ecommerce-promo-planner",
            "title": "Promo Planner",
            "href": "https://registry.agentskit.io/agents/ecommerce-promo-planner"
          }
        ]
      }
    },
    {
      "id": "agent:ecommerce-return-triage",
      "kind": "package",
      "label": "Return Triage",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce-return-triage",
          "Return Triage",
          "agent ecommerce-return-triage",
          "install ecommerce-return-triage",
          "add ecommerce-return-triage",
          "npx agentskit add ecommerce-return-triage"
        ]
      },
      "answer": {
        "markdown": "## Return Triage\n\nTriage typed. Returns slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecommerce-return-triage`\n\nCategory: **ecommerce** · Status: **validated**\nCapabilities: `ecommerce`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecommerce-return-triage)",
        "citations": [
          {
            "id": "agent:ecommerce-return-triage",
            "title": "Return Triage",
            "href": "https://registry.agentskit.io/agents/ecommerce-return-triage"
          }
        ]
      }
    },
    {
      "id": "agent:ecommerce-review-responder",
      "kind": "package",
      "label": "Review Responder",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce-review-responder",
          "Review Responder",
          "agent ecommerce-review-responder",
          "install ecommerce-review-responder",
          "add ecommerce-review-responder",
          "npx agentskit add ecommerce-review-responder"
        ]
      },
      "answer": {
        "markdown": "## Review Responder\n\nReply draft typed. Review replies slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecommerce-review-responder`\n\nCategory: **ecommerce** · Status: **validated**\nCapabilities: `ecommerce`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecommerce-review-responder)",
        "citations": [
          {
            "id": "agent:ecommerce-review-responder",
            "title": "Review Responder",
            "href": "https://registry.agentskit.io/agents/ecommerce-review-responder"
          }
        ]
      }
    },
    {
      "id": "agent:ecommerce-seasonal-forecast",
      "kind": "package",
      "label": "Seasonal Forecast",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce-seasonal-forecast",
          "Seasonal Forecast",
          "agent ecommerce-seasonal-forecast",
          "install ecommerce-seasonal-forecast",
          "add ecommerce-seasonal-forecast",
          "npx agentskit add ecommerce-seasonal-forecast"
        ]
      },
      "answer": {
        "markdown": "## Seasonal Forecast\n\nForecast typed. Seasonal demand. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecommerce-seasonal-forecast`\n\nCategory: **ecommerce** · Status: **validated**\nCapabilities: `ecommerce`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecommerce-seasonal-forecast)",
        "citations": [
          {
            "id": "agent:ecommerce-seasonal-forecast",
            "title": "Seasonal Forecast",
            "href": "https://registry.agentskit.io/agents/ecommerce-seasonal-forecast"
          }
        ]
      }
    },
    {
      "id": "agent:ecommerce-seo-product-page",
      "kind": "package",
      "label": "Product SEO",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce-seo-product-page",
          "Product SEO",
          "agent ecommerce-seo-product-page",
          "install ecommerce-seo-product-page",
          "add ecommerce-seo-product-page",
          "npx agentskit add ecommerce-seo-product-page"
        ]
      },
      "answer": {
        "markdown": "## Product SEO\n\nSEO spec typed. Product SEO weak. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecommerce-seo-product-page`\n\nCategory: **ecommerce** · Status: **validated**\nCapabilities: `ecommerce`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecommerce-seo-product-page)",
        "citations": [
          {
            "id": "agent:ecommerce-seo-product-page",
            "title": "Product SEO",
            "href": "https://registry.agentskit.io/agents/ecommerce-seo-product-page"
          }
        ]
      }
    },
    {
      "id": "agent:ecommerce-shipping-exception",
      "kind": "package",
      "label": "Shipping Exception",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce-shipping-exception",
          "Shipping Exception",
          "agent ecommerce-shipping-exception",
          "install ecommerce-shipping-exception",
          "add ecommerce-shipping-exception",
          "npx agentskit add ecommerce-shipping-exception"
        ]
      },
      "answer": {
        "markdown": "## Shipping Exception\n\nResolution typed. Shipping issues. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecommerce-shipping-exception`\n\nCategory: **ecommerce** · Status: **validated**\nCapabilities: `ecommerce`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecommerce-shipping-exception)",
        "citations": [
          {
            "id": "agent:ecommerce-shipping-exception",
            "title": "Shipping Exception",
            "href": "https://registry.agentskit.io/agents/ecommerce-shipping-exception"
          }
        ]
      }
    },
    {
      "id": "agent:ecommerce-supplier-communicator",
      "kind": "package",
      "label": "Supplier Communicator",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce-supplier-communicator",
          "Supplier Communicator",
          "agent ecommerce-supplier-communicator",
          "install ecommerce-supplier-communicator",
          "add ecommerce-supplier-communicator",
          "npx agentskit add ecommerce-supplier-communicator"
        ]
      },
      "answer": {
        "markdown": "## Supplier Communicator\n\nEmail draft typed. Supplier emails. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecommerce-supplier-communicator`\n\nCategory: **ecommerce** · Status: **validated**\nCapabilities: `ecommerce`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecommerce-supplier-communicator)",
        "citations": [
          {
            "id": "agent:ecommerce-supplier-communicator",
            "title": "Supplier Communicator",
            "href": "https://registry.agentskit.io/agents/ecommerce-supplier-communicator"
          }
        ]
      }
    },
    {
      "id": "agent:ecommerce-warranty-claim-triage",
      "kind": "package",
      "label": "Warranty Claim Triage",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce-warranty-claim-triage",
          "Warranty Claim Triage",
          "agent ecommerce-warranty-claim-triage",
          "install ecommerce-warranty-claim-triage",
          "add ecommerce-warranty-claim-triage",
          "npx agentskit add ecommerce-warranty-claim-triage"
        ]
      },
      "answer": {
        "markdown": "## Warranty Claim Triage\n\nTriage typed. Warranty intake. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecommerce-warranty-claim-triage`\n\nCategory: **ecommerce** · Status: **validated**\nCapabilities: `ecommerce`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecommerce-warranty-claim-triage)",
        "citations": [
          {
            "id": "agent:ecommerce-warranty-claim-triage",
            "title": "Warranty Claim Triage",
            "href": "https://registry.agentskit.io/agents/ecommerce-warranty-claim-triage"
          }
        ]
      }
    },
    {
      "id": "agent:ecosystem-changelog-ecosystem",
      "kind": "package",
      "label": "Ecosystem Changelog",
      "match": {
        "type": "exact",
        "values": [
          "ecosystem-changelog-ecosystem",
          "Ecosystem Changelog",
          "agent ecosystem-changelog-ecosystem",
          "install ecosystem-changelog-ecosystem",
          "add ecosystem-changelog-ecosystem",
          "npx agentskit add ecosystem-changelog-ecosystem"
        ]
      },
      "answer": {
        "markdown": "## Ecosystem Changelog\n\nChangelog typed across www/registry/playbook/akos. Cross-repo ecosystem changes need unified changelog. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecosystem-changelog-ecosystem`\n\nCategory: **ecosystem** · Status: **validated**\nCapabilities: `ecosystem`, `dogfood`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecosystem-changelog-ecosystem)",
        "citations": [
          {
            "id": "agent:ecosystem-changelog-ecosystem",
            "title": "Ecosystem Changelog",
            "href": "https://registry.agentskit.io/agents/ecosystem-changelog-ecosystem"
          }
        ]
      }
    },
    {
      "id": "agent:ecosystem-doc-bridge-corpus-scanner",
      "kind": "package",
      "label": "Doc-bridge Corpus Scanner",
      "match": {
        "type": "exact",
        "values": [
          "ecosystem-doc-bridge-corpus-scanner",
          "Doc-bridge Corpus Scanner",
          "agent ecosystem-doc-bridge-corpus-scanner",
          "install ecosystem-doc-bridge-corpus-scanner",
          "add ecosystem-doc-bridge-corpus-scanner",
          "npx agentskit add ecosystem-doc-bridge-corpus-scanner"
        ]
      },
      "answer": {
        "markdown": "## Doc-bridge Corpus Scanner\n\nScans corpus listings into typed path/docType/staleness report. Drops invented paths via safety net.\n\nInstall: `npx agentskit add ecosystem-doc-bridge-corpus-scanner`\n\nCategory: **ecosystem** · Status: **validated**\nCapabilities: `ecosystem`, `doc-bridge`, `dogfood`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecosystem-doc-bridge-corpus-scanner)",
        "citations": [
          {
            "id": "agent:ecosystem-doc-bridge-corpus-scanner",
            "title": "Doc-bridge Corpus Scanner",
            "href": "https://registry.agentskit.io/agents/ecosystem-doc-bridge-corpus-scanner"
          }
        ]
      }
    },
    {
      "id": "agent:ecosystem-doc-bridge-handoff-author",
      "kind": "package",
      "label": "Doc-bridge Handoff Author",
      "match": {
        "type": "exact",
        "values": [
          "ecosystem-doc-bridge-handoff-author",
          "Doc-bridge Handoff Author",
          "agent ecosystem-doc-bridge-handoff-author",
          "install ecosystem-doc-bridge-handoff-author",
          "add ecosystem-doc-bridge-handoff-author",
          "npx agentskit add ecosystem-doc-bridge-handoff-author"
        ]
      },
      "answer": {
        "markdown": "## Doc-bridge Handoff Author\n\nDrafts doc-bridge AgentHandoff v1 records from index context with humanDoc safety net. Always requires human review.\n\nInstall: `npx agentskit add ecosystem-doc-bridge-handoff-author`\n\nCategory: **ecosystem** · Status: **validated**\nCapabilities: `ecosystem`, `doc-bridge`, `dogfood`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecosystem-doc-bridge-handoff-author)",
        "citations": [
          {
            "id": "agent:ecosystem-doc-bridge-handoff-author",
            "title": "Doc-bridge Handoff Author",
            "href": "https://registry.agentskit.io/agents/ecosystem-doc-bridge-handoff-author"
          }
        ]
      }
    },
    {
      "id": "agent:ecosystem-doc-bridge-memory-classifier",
      "kind": "package",
      "label": "Doc-bridge Memory Classifier",
      "match": {
        "type": "exact",
        "values": [
          "ecosystem-doc-bridge-memory-classifier",
          "Doc-bridge Memory Classifier",
          "agent ecosystem-doc-bridge-memory-classifier",
          "install ecosystem-doc-bridge-memory-classifier",
          "add ecosystem-doc-bridge-memory-classifier",
          "npx agentskit add ecosystem-doc-bridge-memory-classifier"
        ]
      },
      "answer": {
        "markdown": "## Doc-bridge Memory Classifier\n\nClassifies private notes into doc-bridge memory candidates (promote/hold/reject) with deterministic secret/email safety net. Always requires human review before promotion.\n\nInstall: `npx agentskit add ecosystem-doc-bridge-memory-classifier`\n\nCategory: **ecosystem** · Status: **validated**\nCapabilities: `ecosystem`, `doc-bridge`, `dogfood`, `structured-output`, `deterministic-gate`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecosystem-doc-bridge-memory-classifier)",
        "citations": [
          {
            "id": "agent:ecosystem-doc-bridge-memory-classifier",
            "title": "Doc-bridge Memory Classifier",
            "href": "https://registry.agentskit.io/agents/ecosystem-doc-bridge-memory-classifier"
          }
        ]
      }
    },
    {
      "id": "agent:ecosystem-integration-mapper",
      "kind": "package",
      "label": "Integration Mapper",
      "match": {
        "type": "exact",
        "values": [
          "ecosystem-integration-mapper",
          "Integration Mapper",
          "agent ecosystem-integration-mapper",
          "install ecosystem-integration-mapper",
          "add ecosystem-integration-mapper",
          "npx agentskit add ecosystem-integration-mapper"
        ]
      },
      "answer": {
        "markdown": "## Integration Mapper\n\nIntegration map typed per agent. Match agent pains to @agentskit/integrations. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecosystem-integration-mapper`\n\nCategory: **ecosystem** · Status: **validated**\nCapabilities: `ecosystem`, `agentskit`, `dogfood`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecosystem-integration-mapper)",
        "citations": [
          {
            "id": "agent:ecosystem-integration-mapper",
            "title": "Integration Mapper",
            "href": "https://registry.agentskit.io/agents/ecosystem-integration-mapper"
          }
        ]
      }
    },
    {
      "id": "agent:ecosystem-llms-txt-optimizer",
      "kind": "package",
      "label": "llms.txt Optimizer",
      "match": {
        "type": "exact",
        "values": [
          "ecosystem-llms-txt-optimizer",
          "llms.txt Optimizer",
          "agent ecosystem-llms-txt-optimizer",
          "install ecosystem-llms-txt-optimizer",
          "add ecosystem-llms-txt-optimizer",
          "npx agentskit add ecosystem-llms-txt-optimizer"
        ]
      },
      "answer": {
        "markdown": "## llms.txt Optimizer\n\nOptimized llms.txt block typed. Machine discovery files need curation. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecosystem-llms-txt-optimizer`\n\nCategory: **ecosystem** · Status: **validated**\nCapabilities: `ecosystem`, `dogfood`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecosystem-llms-txt-optimizer)",
        "citations": [
          {
            "id": "agent:ecosystem-llms-txt-optimizer",
            "title": "llms.txt Optimizer",
            "href": "https://registry.agentskit.io/agents/ecosystem-llms-txt-optimizer"
          }
        ]
      }
    },
    {
      "id": "agent:ecosystem-playbook-alignment-auditor",
      "kind": "package",
      "label": "Playbook Alignment Auditor",
      "match": {
        "type": "exact",
        "values": [
          "ecosystem-playbook-alignment-auditor",
          "Playbook Alignment Auditor",
          "agent ecosystem-playbook-alignment-auditor",
          "install ecosystem-playbook-alignment-auditor",
          "add ecosystem-playbook-alignment-auditor",
          "npx agentskit add ecosystem-playbook-alignment-auditor"
        ]
      },
      "answer": {
        "markdown": "## Playbook Alignment Auditor\n\nAlignment findings typed vs playbook patterns. Registry agents must align with playbook.agentskit.io standards. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecosystem-playbook-alignment-auditor`\n\nCategory: **ecosystem** · Status: **validated**\nCapabilities: `ecosystem`, `playbook`, `dogfood`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecosystem-playbook-alignment-auditor)",
        "citations": [
          {
            "id": "agent:ecosystem-playbook-alignment-auditor",
            "title": "Playbook Alignment Auditor",
            "href": "https://registry.agentskit.io/agents/ecosystem-playbook-alignment-auditor"
          }
        ]
      }
    },
    {
      "id": "agent:ecosystem-registry-agent-spec-author",
      "kind": "package",
      "label": "Registry Agent Spec Author",
      "match": {
        "type": "exact",
        "values": [
          "ecosystem-registry-agent-spec-author",
          "Registry Agent Spec Author",
          "Registry  Spec Author",
          "agent ecosystem-registry-agent-spec-author",
          "install ecosystem-registry-agent-spec-author",
          "add ecosystem-registry-agent-spec-author",
          "npx agentskit add ecosystem-registry-agent-spec-author"
        ]
      },
      "answer": {
        "markdown": "## Registry Agent Spec Author\n\nDrafts catalog specs: pain, output, gates, zodOutline, tags — before scaffold.\n\nInstall: `npx agentskit add ecosystem-registry-agent-spec-author`\n\nCategory: **ecosystem** · Status: **validated**\nCapabilities: `ecosystem`, `registry`, `dogfood`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecosystem-registry-agent-spec-author)",
        "citations": [
          {
            "id": "agent:ecosystem-registry-agent-spec-author",
            "title": "Registry Agent Spec Author",
            "href": "https://registry.agentskit.io/agents/ecosystem-registry-agent-spec-author"
          }
        ]
      }
    },
    {
      "id": "agent:ecosystem-registry-eval-author",
      "kind": "package",
      "label": "Registry Eval Author",
      "match": {
        "type": "exact",
        "values": [
          "ecosystem-registry-eval-author",
          "Registry Eval Author",
          "agent ecosystem-registry-eval-author",
          "install ecosystem-registry-eval-author",
          "add ecosystem-registry-eval-author",
          "npx agentskit add ecosystem-registry-eval-author"
        ]
      },
      "answer": {
        "markdown": "## Registry Eval Author\n\nDrafts @agentskit/eval suite cases (input + expectedDescription + rationale) for registry agents.\n\nInstall: `npx agentskit add ecosystem-registry-eval-author`\n\nCategory: **ecosystem** · Status: **validated**\nCapabilities: `ecosystem`, `registry`, `dogfood`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecosystem-registry-eval-author)",
        "citations": [
          {
            "id": "agent:ecosystem-registry-eval-author",
            "title": "Registry Eval Author",
            "href": "https://registry.agentskit.io/agents/ecosystem-registry-eval-author"
          }
        ]
      }
    },
    {
      "id": "agent:ecosystem-rfc-author",
      "kind": "package",
      "label": "RFC Author",
      "match": {
        "type": "exact",
        "values": [
          "ecosystem-rfc-author",
          "RFC Author",
          "agent ecosystem-rfc-author",
          "install ecosystem-rfc-author",
          "add ecosystem-rfc-author",
          "npx agentskit add ecosystem-rfc-author"
        ]
      },
      "answer": {
        "markdown": "## RFC Author\n\nRFC draft typed: problem, options, decision. Big moves need RFCs before implementation. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ecosystem-rfc-author`\n\nCategory: **ecosystem** · Status: **validated**\nCapabilities: `ecosystem`, `agentskit`, `dogfood`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ecosystem-rfc-author)",
        "citations": [
          {
            "id": "agent:ecosystem-rfc-author",
            "title": "RFC Author",
            "href": "https://registry.agentskit.io/agents/ecosystem-rfc-author"
          }
        ]
      }
    },
    {
      "id": "agent:education-accommodation-evaluator",
      "kind": "package",
      "label": "Accommodation Evaluator",
      "match": {
        "type": "exact",
        "values": [
          "education-accommodation-evaluator",
          "Accommodation Evaluator",
          "agent education-accommodation-evaluator",
          "install education-accommodation-evaluator",
          "add education-accommodation-evaluator",
          "npx agentskit add education-accommodation-evaluator"
        ]
      },
      "answer": {
        "markdown": "## Accommodation Evaluator\n\nEvaluation typed. Accommodations. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add education-accommodation-evaluator`\n\nCategory: **education** · Status: **validated**\nCapabilities: `education`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/education-accommodation-evaluator)",
        "citations": [
          {
            "id": "agent:education-accommodation-evaluator",
            "title": "Accommodation Evaluator",
            "href": "https://registry.agentskit.io/agents/education-accommodation-evaluator"
          }
        ]
      }
    },
    {
      "id": "agent:education-accreditation-evidence",
      "kind": "package",
      "label": "Accreditation Evidence",
      "match": {
        "type": "exact",
        "values": [
          "education-accreditation-evidence",
          "Accreditation Evidence",
          "agent education-accreditation-evidence",
          "install education-accreditation-evidence",
          "add education-accreditation-evidence",
          "npx agentskit add education-accreditation-evidence"
        ]
      },
      "answer": {
        "markdown": "## Accreditation Evidence\n\nEvidence typed. Accreditation prep. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add education-accreditation-evidence`\n\nCategory: **education** · Status: **validated**\nCapabilities: `education`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/education-accreditation-evidence)",
        "citations": [
          {
            "id": "agent:education-accreditation-evidence",
            "title": "Accreditation Evidence",
            "href": "https://registry.agentskit.io/agents/education-accreditation-evidence"
          }
        ]
      }
    },
    {
      "id": "agent:education-curriculum-mapper",
      "kind": "package",
      "label": "Curriculum Mapper",
      "match": {
        "type": "exact",
        "values": [
          "education-curriculum-mapper",
          "Curriculum Mapper",
          "agent education-curriculum-mapper",
          "install education-curriculum-mapper",
          "add education-curriculum-mapper",
          "npx agentskit add education-curriculum-mapper"
        ]
      },
      "answer": {
        "markdown": "## Curriculum Mapper\n\nMap typed. Curriculum alignment. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add education-curriculum-mapper`\n\nCategory: **education** · Status: **validated**\nCapabilities: `education`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/education-curriculum-mapper)",
        "citations": [
          {
            "id": "agent:education-curriculum-mapper",
            "title": "Curriculum Mapper",
            "href": "https://registry.agentskit.io/agents/education-curriculum-mapper"
          }
        ]
      }
    },
    {
      "id": "agent:education-essay-feedback",
      "kind": "package",
      "label": "Essay Feedback",
      "match": {
        "type": "exact",
        "values": [
          "education-essay-feedback",
          "Essay Feedback",
          "agent education-essay-feedback",
          "install education-essay-feedback",
          "add education-essay-feedback",
          "npx agentskit add education-essay-feedback"
        ]
      },
      "answer": {
        "markdown": "## Essay Feedback\n\nFeedback typed. Essay feedback slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add education-essay-feedback`\n\nCategory: **education** · Status: **validated**\nCapabilities: `education`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/education-essay-feedback)",
        "citations": [
          {
            "id": "agent:education-essay-feedback",
            "title": "Essay Feedback",
            "href": "https://registry.agentskit.io/agents/education-essay-feedback"
          }
        ]
      }
    },
    {
      "id": "agent:education-iep-drafter",
      "kind": "package",
      "label": "IEP Drafter",
      "match": {
        "type": "exact",
        "values": [
          "education-iep-drafter",
          "IEP Drafter",
          "agent education-iep-drafter",
          "install education-iep-drafter",
          "add education-iep-drafter",
          "npx agentskit add education-iep-drafter"
        ]
      },
      "answer": {
        "markdown": "## IEP Drafter\n\nIEP draft typed. IEP paperwork. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add education-iep-drafter`\n\nCategory: **education** · Status: **validated**\nCapabilities: `education`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/education-iep-drafter)",
        "citations": [
          {
            "id": "agent:education-iep-drafter",
            "title": "IEP Drafter",
            "href": "https://registry.agentskit.io/agents/education-iep-drafter"
          }
        ]
      }
    },
    {
      "id": "agent:education-lesson-plan-author",
      "kind": "package",
      "label": "Lesson Plan Author",
      "match": {
        "type": "exact",
        "values": [
          "education-lesson-plan-author",
          "Lesson Plan Author",
          "agent education-lesson-plan-author",
          "install education-lesson-plan-author",
          "add education-lesson-plan-author",
          "npx agentskit add education-lesson-plan-author"
        ]
      },
      "answer": {
        "markdown": "## Lesson Plan Author\n\nPlan typed. Lesson planning slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add education-lesson-plan-author`\n\nCategory: **education** · Status: **validated**\nCapabilities: `education`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/education-lesson-plan-author)",
        "citations": [
          {
            "id": "agent:education-lesson-plan-author",
            "title": "Lesson Plan Author",
            "href": "https://registry.agentskit.io/agents/education-lesson-plan-author"
          }
        ]
      }
    },
    {
      "id": "agent:education-lms-content-optimizer",
      "kind": "package",
      "label": "LMS Content Optimizer",
      "match": {
        "type": "exact",
        "values": [
          "education-lms-content-optimizer",
          "LMS Content Optimizer",
          "agent education-lms-content-optimizer",
          "install education-lms-content-optimizer",
          "add education-lms-content-optimizer",
          "npx agentskit add education-lms-content-optimizer"
        ]
      },
      "answer": {
        "markdown": "## LMS Content Optimizer\n\nOptimizations typed. LMS content weak. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add education-lms-content-optimizer`\n\nCategory: **education** · Status: **validated**\nCapabilities: `education`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/education-lms-content-optimizer)",
        "citations": [
          {
            "id": "agent:education-lms-content-optimizer",
            "title": "LMS Content Optimizer",
            "href": "https://registry.agentskit.io/agents/education-lms-content-optimizer"
          }
        ]
      }
    },
    {
      "id": "agent:education-parent-communication",
      "kind": "package",
      "label": "Parent Communication",
      "match": {
        "type": "exact",
        "values": [
          "education-parent-communication",
          "Parent Communication",
          "agent education-parent-communication",
          "install education-parent-communication",
          "add education-parent-communication",
          "npx agentskit add education-parent-communication"
        ]
      },
      "answer": {
        "markdown": "## Parent Communication\n\nMessage typed. Parent emails. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add education-parent-communication`\n\nCategory: **education** · Status: **validated**\nCapabilities: `education`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/education-parent-communication)",
        "citations": [
          {
            "id": "agent:education-parent-communication",
            "title": "Parent Communication",
            "href": "https://registry.agentskit.io/agents/education-parent-communication"
          }
        ]
      }
    },
    {
      "id": "agent:education-plagiarism-pattern-flag",
      "kind": "package",
      "label": "Plagiarism Pattern Flag",
      "match": {
        "type": "exact",
        "values": [
          "education-plagiarism-pattern-flag",
          "Plagiarism Pattern Flag",
          "agent education-plagiarism-pattern-flag",
          "install education-plagiarism-pattern-flag",
          "add education-plagiarism-pattern-flag",
          "npx agentskit add education-plagiarism-pattern-flag"
        ]
      },
      "answer": {
        "markdown": "## Plagiarism Pattern Flag\n\nFlags typed. Integrity checks. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add education-plagiarism-pattern-flag`\n\nCategory: **education** · Status: **validated**\nCapabilities: `education`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/education-plagiarism-pattern-flag)",
        "citations": [
          {
            "id": "agent:education-plagiarism-pattern-flag",
            "title": "Plagiarism Pattern Flag",
            "href": "https://registry.agentskit.io/agents/education-plagiarism-pattern-flag"
          }
        ]
      }
    },
    {
      "id": "agent:education-quiz-generator",
      "kind": "package",
      "label": "Quiz Generator",
      "match": {
        "type": "exact",
        "values": [
          "education-quiz-generator",
          "Quiz Generator",
          "agent education-quiz-generator",
          "install education-quiz-generator",
          "add education-quiz-generator",
          "npx agentskit add education-quiz-generator"
        ]
      },
      "answer": {
        "markdown": "## Quiz Generator\n\nQuiz typed. Quiz creation. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add education-quiz-generator`\n\nCategory: **education** · Status: **validated**\nCapabilities: `education`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/education-quiz-generator)",
        "citations": [
          {
            "id": "agent:education-quiz-generator",
            "title": "Quiz Generator",
            "href": "https://registry.agentskit.io/agents/education-quiz-generator"
          }
        ]
      }
    },
    {
      "id": "agent:education-rubric-builder",
      "kind": "package",
      "label": "Rubric Builder",
      "match": {
        "type": "exact",
        "values": [
          "education-rubric-builder",
          "Rubric Builder",
          "agent education-rubric-builder",
          "install education-rubric-builder",
          "add education-rubric-builder",
          "npx agentskit add education-rubric-builder"
        ]
      },
      "answer": {
        "markdown": "## Rubric Builder\n\nRubric typed. Rubrics inconsistent. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add education-rubric-builder`\n\nCategory: **education** · Status: **validated**\nCapabilities: `education`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/education-rubric-builder)",
        "citations": [
          {
            "id": "agent:education-rubric-builder",
            "title": "Rubric Builder",
            "href": "https://registry.agentskit.io/agents/education-rubric-builder"
          }
        ]
      }
    },
    {
      "id": "agent:education-student-progress-summary",
      "kind": "package",
      "label": "Student Progress Summary",
      "match": {
        "type": "exact",
        "values": [
          "education-student-progress-summary",
          "Student Progress Summary",
          "agent education-student-progress-summary",
          "install education-student-progress-summary",
          "add education-student-progress-summary",
          "npx agentskit add education-student-progress-summary"
        ]
      },
      "answer": {
        "markdown": "## Student Progress Summary\n\nSummary typed. Progress reports. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add education-student-progress-summary`\n\nCategory: **education** · Status: **validated**\nCapabilities: `education`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/education-student-progress-summary)",
        "citations": [
          {
            "id": "agent:education-student-progress-summary",
            "title": "Student Progress Summary",
            "href": "https://registry.agentskit.io/agents/education-student-progress-summary"
          }
        ]
      }
    },
    {
      "id": "agent:fintech-covenant-monitor",
      "kind": "package",
      "label": "Covenant Monitor",
      "match": {
        "type": "exact",
        "values": [
          "fintech-covenant-monitor",
          "Covenant Monitor",
          "agent fintech-covenant-monitor",
          "install fintech-covenant-monitor",
          "add fintech-covenant-monitor",
          "npx agentskit add fintech-covenant-monitor"
        ]
      },
      "answer": {
        "markdown": "## Covenant Monitor\n\nBreach flags typed. Loan covenant breaches. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add fintech-covenant-monitor`\n\nCategory: **fintech** · Status: **validated**\nCapabilities: `fintech`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/fintech-covenant-monitor)",
        "citations": [
          {
            "id": "agent:fintech-covenant-monitor",
            "title": "Covenant Monitor",
            "href": "https://registry.agentskit.io/agents/fintech-covenant-monitor"
          }
        ]
      }
    },
    {
      "id": "agent:fintech-credit-memo",
      "kind": "package",
      "label": "Credit Memo",
      "match": {
        "type": "exact",
        "values": [
          "fintech-credit-memo",
          "Credit Memo",
          "agent fintech-credit-memo",
          "install fintech-credit-memo",
          "add fintech-credit-memo",
          "npx agentskit add fintech-credit-memo"
        ]
      },
      "answer": {
        "markdown": "## Credit Memo\n\nMemo typed. Credit decisions undocumented. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add fintech-credit-memo`\n\nCategory: **fintech** · Status: **validated**\nCapabilities: `fintech`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/fintech-credit-memo)",
        "citations": [
          {
            "id": "agent:fintech-credit-memo",
            "title": "Credit Memo",
            "href": "https://registry.agentskit.io/agents/fintech-credit-memo"
          }
        ]
      }
    },
    {
      "id": "agent:fintech-expense-policy-auditor",
      "kind": "package",
      "label": "Expense Policy Auditor",
      "match": {
        "type": "exact",
        "values": [
          "fintech-expense-policy-auditor",
          "Expense Policy Auditor",
          "agent fintech-expense-policy-auditor",
          "install fintech-expense-policy-auditor",
          "add fintech-expense-policy-auditor",
          "npx agentskit add fintech-expense-policy-auditor"
        ]
      },
      "answer": {
        "markdown": "## Expense Policy Auditor\n\nViolations typed. Expense abuse. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add fintech-expense-policy-auditor`\n\nCategory: **fintech** · Status: **validated**\nCapabilities: `fintech`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/fintech-expense-policy-auditor)",
        "citations": [
          {
            "id": "agent:fintech-expense-policy-auditor",
            "title": "Expense Policy Auditor",
            "href": "https://registry.agentskit.io/agents/fintech-expense-policy-auditor"
          }
        ]
      }
    },
    {
      "id": "agent:fintech-insurance-claim-triage",
      "kind": "package",
      "label": "Insurance Claim Triage",
      "match": {
        "type": "exact",
        "values": [
          "fintech-insurance-claim-triage",
          "Insurance Claim Triage",
          "agent fintech-insurance-claim-triage",
          "install fintech-insurance-claim-triage",
          "add fintech-insurance-claim-triage",
          "npx agentskit add fintech-insurance-claim-triage"
        ]
      },
      "answer": {
        "markdown": "## Insurance Claim Triage\n\nTriage typed. Claim intake slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add fintech-insurance-claim-triage`\n\nCategory: **fintech** · Status: **validated**\nCapabilities: `fintech`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/fintech-insurance-claim-triage)",
        "citations": [
          {
            "id": "agent:fintech-insurance-claim-triage",
            "title": "Insurance Claim Triage",
            "href": "https://registry.agentskit.io/agents/fintech-insurance-claim-triage"
          }
        ]
      }
    },
    {
      "id": "agent:fintech-invoice-fraud-detector",
      "kind": "package",
      "label": "Invoice Fraud Detector",
      "match": {
        "type": "exact",
        "values": [
          "fintech-invoice-fraud-detector",
          "Invoice Fraud Detector",
          "agent fintech-invoice-fraud-detector",
          "install fintech-invoice-fraud-detector",
          "add fintech-invoice-fraud-detector",
          "npx agentskit add fintech-invoice-fraud-detector"
        ]
      },
      "answer": {
        "markdown": "## Invoice Fraud Detector\n\nFindings typed. Invoice fraud. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add fintech-invoice-fraud-detector`\n\nCategory: **fintech** · Status: **validated**\nCapabilities: `fintech`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/fintech-invoice-fraud-detector)",
        "citations": [
          {
            "id": "agent:fintech-invoice-fraud-detector",
            "title": "Invoice Fraud Detector",
            "href": "https://registry.agentskit.io/agents/fintech-invoice-fraud-detector"
          }
        ]
      }
    },
    {
      "id": "agent:fintech-kyc-screener",
      "kind": "package",
      "label": "KYC Screener",
      "match": {
        "type": "exact",
        "values": [
          "fintech-kyc-screener",
          "KYC Screener",
          "agent fintech-kyc-screener",
          "install fintech-kyc-screener",
          "add fintech-kyc-screener",
          "npx agentskit add fintech-kyc-screener"
        ]
      },
      "answer": {
        "markdown": "## KYC Screener\n\nOnboarding KYC screen against sanctions/PEP/adverse-media lists with a DETERMINISTIC fuzzy-match gate: required fields (name/DOB/country) validated up front; strong/exact hits escalate unconditionally (never model-cleared); the model only downgrades weak near-misses. Typed risk verdict + human sign-off.\n\nInstall: `npx agentskit add fintech-kyc-screener`\n\nCategory: **fintech** · Status: **validated**\nCapabilities: `fintech`, `compliance`, `kyc`, `pep`, `deterministic-gate`, `human-in-the-loop`\n\n[Open the agent page](https://registry.agentskit.io/agents/fintech-kyc-screener)",
        "citations": [
          {
            "id": "agent:fintech-kyc-screener",
            "title": "KYC Screener",
            "href": "https://registry.agentskit.io/agents/fintech-kyc-screener"
          }
        ]
      }
    },
    {
      "id": "agent:fintech-payment-dispute-investigator",
      "kind": "package",
      "label": "Payment Dispute Investigator",
      "match": {
        "type": "exact",
        "values": [
          "fintech-payment-dispute-investigator",
          "Payment Dispute Investigator",
          "agent fintech-payment-dispute-investigator",
          "install fintech-payment-dispute-investigator",
          "add fintech-payment-dispute-investigator",
          "npx agentskit add fintech-payment-dispute-investigator"
        ]
      },
      "answer": {
        "markdown": "## Payment Dispute Investigator\n\nCase typed. Chargebacks slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add fintech-payment-dispute-investigator`\n\nCategory: **fintech** · Status: **validated**\nCapabilities: `fintech`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/fintech-payment-dispute-investigator)",
        "citations": [
          {
            "id": "agent:fintech-payment-dispute-investigator",
            "title": "Payment Dispute Investigator",
            "href": "https://registry.agentskit.io/agents/fintech-payment-dispute-investigator"
          }
        ]
      }
    },
    {
      "id": "agent:fintech-portfolio-risk-digest",
      "kind": "package",
      "label": "Portfolio Risk Digest",
      "match": {
        "type": "exact",
        "values": [
          "fintech-portfolio-risk-digest",
          "Portfolio Risk Digest",
          "agent fintech-portfolio-risk-digest",
          "install fintech-portfolio-risk-digest",
          "add fintech-portfolio-risk-digest",
          "npx agentskit add fintech-portfolio-risk-digest"
        ]
      },
      "answer": {
        "markdown": "## Portfolio Risk Digest\n\nDigest typed. Risk reporting manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add fintech-portfolio-risk-digest`\n\nCategory: **fintech** · Status: **validated**\nCapabilities: `fintech`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/fintech-portfolio-risk-digest)",
        "citations": [
          {
            "id": "agent:fintech-portfolio-risk-digest",
            "title": "Portfolio Risk Digest",
            "href": "https://registry.agentskit.io/agents/fintech-portfolio-risk-digest"
          }
        ]
      }
    },
    {
      "id": "agent:fintech-regulatory-change-impact",
      "kind": "package",
      "label": "Regulatory Change Impact",
      "match": {
        "type": "exact",
        "values": [
          "fintech-regulatory-change-impact",
          "Regulatory Change Impact",
          "agent fintech-regulatory-change-impact",
          "install fintech-regulatory-change-impact",
          "add fintech-regulatory-change-impact",
          "npx agentskit add fintech-regulatory-change-impact"
        ]
      },
      "answer": {
        "markdown": "## Regulatory Change Impact\n\nImpact typed. Reg changes impact unclear. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add fintech-regulatory-change-impact`\n\nCategory: **fintech** · Status: **validated**\nCapabilities: `fintech`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/fintech-regulatory-change-impact)",
        "citations": [
          {
            "id": "agent:fintech-regulatory-change-impact",
            "title": "Regulatory Change Impact",
            "href": "https://registry.agentskit.io/agents/fintech-regulatory-change-impact"
          }
        ]
      }
    },
    {
      "id": "agent:fintech-sanctions-screener",
      "kind": "package",
      "label": "Sanctions Screener",
      "match": {
        "type": "exact",
        "values": [
          "fintech-sanctions-screener",
          "Sanctions Screener",
          "agent fintech-sanctions-screener",
          "install fintech-sanctions-screener",
          "add fintech-sanctions-screener",
          "npx agentskit add fintech-sanctions-screener"
        ]
      },
      "answer": {
        "markdown": "## Sanctions Screener\n\nScreens a customer/counterparty against a sanctions list with a DETERMINISTIC fuzzy-match gate: strong/exact hits escalate unconditionally (never model-cleared), the model only adjudicates weak near-misses (and can only make screening stricter). Typed verdict + human sign-off.\n\nInstall: `npx agentskit add fintech-sanctions-screener`\n\nCategory: **fintech** · Status: **validated**\nCapabilities: `fintech`, `compliance`, `sanctions`, `kyc`, `deterministic-gate`, `human-in-the-loop`\n\n[Open the agent page](https://registry.agentskit.io/agents/fintech-sanctions-screener)",
        "citations": [
          {
            "id": "agent:fintech-sanctions-screener",
            "title": "Sanctions Screener",
            "href": "https://registry.agentskit.io/agents/fintech-sanctions-screener"
          }
        ]
      }
    },
    {
      "id": "agent:fintech-sar-drafter",
      "kind": "package",
      "label": "SAR Drafter",
      "match": {
        "type": "exact",
        "values": [
          "fintech-sar-drafter",
          "SAR Drafter",
          "agent fintech-sar-drafter",
          "install fintech-sar-drafter",
          "add fintech-sar-drafter",
          "npx agentskit add fintech-sar-drafter"
        ]
      },
      "answer": {
        "markdown": "## SAR Drafter\n\nSAR draft typed. SAR writing manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add fintech-sar-drafter`\n\nCategory: **fintech** · Status: **validated**\nCapabilities: `fintech`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/fintech-sar-drafter)",
        "citations": [
          {
            "id": "agent:fintech-sar-drafter",
            "title": "SAR Drafter",
            "href": "https://registry.agentskit.io/agents/fintech-sar-drafter"
          }
        ]
      }
    },
    {
      "id": "agent:fintech-tax-form-extractor",
      "kind": "package",
      "label": "Tax Form Extractor",
      "match": {
        "type": "exact",
        "values": [
          "fintech-tax-form-extractor",
          "Tax Form Extractor",
          "agent fintech-tax-form-extractor",
          "install fintech-tax-form-extractor",
          "add fintech-tax-form-extractor",
          "npx agentskit add fintech-tax-form-extractor"
        ]
      },
      "answer": {
        "markdown": "## Tax Form Extractor\n\nFields typed. Tax form data entry. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add fintech-tax-form-extractor`\n\nCategory: **fintech** · Status: **validated**\nCapabilities: `fintech`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/fintech-tax-form-extractor)",
        "citations": [
          {
            "id": "agent:fintech-tax-form-extractor",
            "title": "Tax Form Extractor",
            "href": "https://registry.agentskit.io/agents/fintech-tax-form-extractor"
          }
        ]
      }
    },
    {
      "id": "agent:fintech-transaction-investigator",
      "kind": "package",
      "label": "Transaction Investigator",
      "match": {
        "type": "exact",
        "values": [
          "fintech-transaction-investigator",
          "Transaction Investigator",
          "agent fintech-transaction-investigator",
          "install fintech-transaction-investigator",
          "add fintech-transaction-investigator",
          "npx agentskit add fintech-transaction-investigator"
        ]
      },
      "answer": {
        "markdown": "## Transaction Investigator\n\nScans a transaction history for anomalous patterns (velocity, structuring, geo, round-number, rapid-movement) and drafts a TYPED case file as canonical Findings citing the transaction IDs + rule. Two modes (fraud / aml SAR-ready); always a draft for human review, fail-safe (insufficientEvidence over false positives), never freezes accounts or files SARs.\n\nInstall: `npx agentskit add fintech-transaction-investigator`\n\nCategory: **fintech** · Status: **validated**\nCapabilities: `fintech`, `aml`, `fraud`, `human-in-the-loop`\n\n[Open the agent page](https://registry.agentskit.io/agents/fintech-transaction-investigator)",
        "citations": [
          {
            "id": "agent:fintech-transaction-investigator",
            "title": "Transaction Investigator",
            "href": "https://registry.agentskit.io/agents/fintech-transaction-investigator"
          }
        ]
      }
    },
    {
      "id": "agent:hr-benefits-faq-bot",
      "kind": "package",
      "label": "Benefits FAQ",
      "match": {
        "type": "exact",
        "values": [
          "hr-benefits-faq-bot",
          "Benefits FAQ",
          "agent hr-benefits-faq-bot",
          "install hr-benefits-faq-bot",
          "add hr-benefits-faq-bot",
          "npx agentskit add hr-benefits-faq-bot"
        ]
      },
      "answer": {
        "markdown": "## Benefits FAQ\n\nAnswer typed. Benefits questions repetitive. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-benefits-faq-bot`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-benefits-faq-bot)",
        "citations": [
          {
            "id": "agent:hr-benefits-faq-bot",
            "title": "Benefits FAQ",
            "href": "https://registry.agentskit.io/agents/hr-benefits-faq-bot"
          }
        ]
      }
    },
    {
      "id": "agent:hr-compensation-benchmark",
      "kind": "package",
      "label": "Compensation Benchmark",
      "match": {
        "type": "exact",
        "values": [
          "hr-compensation-benchmark",
          "Compensation Benchmark",
          "agent hr-compensation-benchmark",
          "install hr-compensation-benchmark",
          "add hr-compensation-benchmark",
          "npx agentskit add hr-compensation-benchmark"
        ]
      },
      "answer": {
        "markdown": "## Compensation Benchmark\n\nBenchmark typed. Comp research slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-compensation-benchmark`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-compensation-benchmark)",
        "citations": [
          {
            "id": "agent:hr-compensation-benchmark",
            "title": "Compensation Benchmark",
            "href": "https://registry.agentskit.io/agents/hr-compensation-benchmark"
          }
        ]
      }
    },
    {
      "id": "agent:hr-compliance-checklist",
      "kind": "package",
      "label": "HR Compliance Checklist",
      "match": {
        "type": "exact",
        "values": [
          "hr-compliance-checklist",
          "HR Compliance Checklist",
          "agent hr-compliance-checklist",
          "install hr-compliance-checklist",
          "add hr-compliance-checklist",
          "npx agentskit add hr-compliance-checklist"
        ]
      },
      "answer": {
        "markdown": "## HR Compliance Checklist\n\nChecklist typed. Labor compliance ad-hoc. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-compliance-checklist`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-compliance-checklist)",
        "citations": [
          {
            "id": "agent:hr-compliance-checklist",
            "title": "HR Compliance Checklist",
            "href": "https://registry.agentskit.io/agents/hr-compliance-checklist"
          }
        ]
      }
    },
    {
      "id": "agent:hr-culture-survey-analyzer",
      "kind": "package",
      "label": "Culture Survey Analyzer",
      "match": {
        "type": "exact",
        "values": [
          "hr-culture-survey-analyzer",
          "Culture Survey Analyzer",
          "agent hr-culture-survey-analyzer",
          "install hr-culture-survey-analyzer",
          "add hr-culture-survey-analyzer",
          "npx agentskit add hr-culture-survey-analyzer"
        ]
      },
      "answer": {
        "markdown": "## Culture Survey Analyzer\n\nInsights typed. Survey analysis slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-culture-survey-analyzer`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-culture-survey-analyzer)",
        "citations": [
          {
            "id": "agent:hr-culture-survey-analyzer",
            "title": "Culture Survey Analyzer",
            "href": "https://registry.agentskit.io/agents/hr-culture-survey-analyzer"
          }
        ]
      }
    },
    {
      "id": "agent:hr-employee-handbook-updater",
      "kind": "package",
      "label": "Handbook Updater",
      "match": {
        "type": "exact",
        "values": [
          "hr-employee-handbook-updater",
          "Handbook Updater",
          "agent hr-employee-handbook-updater",
          "install hr-employee-handbook-updater",
          "add hr-employee-handbook-updater",
          "npx agentskit add hr-employee-handbook-updater"
        ]
      },
      "answer": {
        "markdown": "## Handbook Updater\n\nUpdates typed. Handbook drift. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-employee-handbook-updater`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-employee-handbook-updater)",
        "citations": [
          {
            "id": "agent:hr-employee-handbook-updater",
            "title": "Handbook Updater",
            "href": "https://registry.agentskit.io/agents/hr-employee-handbook-updater"
          }
        ]
      }
    },
    {
      "id": "agent:hr-exit-interview-synthesizer",
      "kind": "package",
      "label": "Exit Interview Synthesizer",
      "match": {
        "type": "exact",
        "values": [
          "hr-exit-interview-synthesizer",
          "Exit Interview Synthesizer",
          "agent hr-exit-interview-synthesizer",
          "install hr-exit-interview-synthesizer",
          "add hr-exit-interview-synthesizer",
          "npx agentskit add hr-exit-interview-synthesizer"
        ]
      },
      "answer": {
        "markdown": "## Exit Interview Synthesizer\n\nInsights typed. Exit insights lost. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-exit-interview-synthesizer`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-exit-interview-synthesizer)",
        "citations": [
          {
            "id": "agent:hr-exit-interview-synthesizer",
            "title": "Exit Interview Synthesizer",
            "href": "https://registry.agentskit.io/agents/hr-exit-interview-synthesizer"
          }
        ]
      }
    },
    {
      "id": "agent:hr-internal-mobility-matcher",
      "kind": "package",
      "label": "Internal Mobility Matcher",
      "match": {
        "type": "exact",
        "values": [
          "hr-internal-mobility-matcher",
          "Internal Mobility Matcher",
          "agent hr-internal-mobility-matcher",
          "install hr-internal-mobility-matcher",
          "add hr-internal-mobility-matcher",
          "npx agentskit add hr-internal-mobility-matcher"
        ]
      },
      "answer": {
        "markdown": "## Internal Mobility Matcher\n\nMatches typed. Internal roles missed. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-internal-mobility-matcher`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-internal-mobility-matcher)",
        "citations": [
          {
            "id": "agent:hr-internal-mobility-matcher",
            "title": "Internal Mobility Matcher",
            "href": "https://registry.agentskit.io/agents/hr-internal-mobility-matcher"
          }
        ]
      }
    },
    {
      "id": "agent:hr-interview-debrief",
      "kind": "package",
      "label": "Interview Debrief",
      "match": {
        "type": "exact",
        "values": [
          "hr-interview-debrief",
          "Interview Debrief",
          "agent hr-interview-debrief",
          "install hr-interview-debrief",
          "add hr-interview-debrief",
          "npx agentskit add hr-interview-debrief"
        ]
      },
      "answer": {
        "markdown": "## Interview Debrief\n\nDebrief typed. Debriefs unstructured. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-interview-debrief`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-interview-debrief)",
        "citations": [
          {
            "id": "agent:hr-interview-debrief",
            "title": "Interview Debrief",
            "href": "https://registry.agentskit.io/agents/hr-interview-debrief"
          }
        ]
      }
    },
    {
      "id": "agent:hr-interview-question-bank",
      "kind": "package",
      "label": "Interview Question Bank",
      "match": {
        "type": "exact",
        "values": [
          "hr-interview-question-bank",
          "Interview Question Bank",
          "agent hr-interview-question-bank",
          "install hr-interview-question-bank",
          "add hr-interview-question-bank",
          "npx agentskit add hr-interview-question-bank"
        ]
      },
      "answer": {
        "markdown": "## Interview Question Bank\n\nQuestions typed. Inconsistent interviews. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-interview-question-bank`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-interview-question-bank)",
        "citations": [
          {
            "id": "agent:hr-interview-question-bank",
            "title": "Interview Question Bank",
            "href": "https://registry.agentskit.io/agents/hr-interview-question-bank"
          }
        ]
      }
    },
    {
      "id": "agent:hr-job-description-author",
      "kind": "package",
      "label": "Job Description Author",
      "match": {
        "type": "exact",
        "values": [
          "hr-job-description-author",
          "Job Description Author",
          "agent hr-job-description-author",
          "install hr-job-description-author",
          "add hr-job-description-author",
          "npx agentskit add hr-job-description-author"
        ]
      },
      "answer": {
        "markdown": "## Job Description Author\n\nJD typed. JD writing slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-job-description-author`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-job-description-author)",
        "citations": [
          {
            "id": "agent:hr-job-description-author",
            "title": "Job Description Author",
            "href": "https://registry.agentskit.io/agents/hr-job-description-author"
          }
        ]
      }
    },
    {
      "id": "agent:hr-learning-path-builder",
      "kind": "package",
      "label": "Learning Path Builder",
      "match": {
        "type": "exact",
        "values": [
          "hr-learning-path-builder",
          "Learning Path Builder",
          "agent hr-learning-path-builder",
          "install hr-learning-path-builder",
          "add hr-learning-path-builder",
          "npx agentskit add hr-learning-path-builder"
        ]
      },
      "answer": {
        "markdown": "## Learning Path Builder\n\nPath typed. Learning paths manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-learning-path-builder`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-learning-path-builder)",
        "citations": [
          {
            "id": "agent:hr-learning-path-builder",
            "title": "Learning Path Builder",
            "href": "https://registry.agentskit.io/agents/hr-learning-path-builder"
          }
        ]
      }
    },
    {
      "id": "agent:hr-offer-letter-drafter",
      "kind": "package",
      "label": "Offer Letter Drafter",
      "match": {
        "type": "exact",
        "values": [
          "hr-offer-letter-drafter",
          "agent hr-offer-letter-drafter",
          "install hr-offer-letter-drafter",
          "add hr-offer-letter-drafter",
          "npx agentskit add hr-offer-letter-drafter"
        ]
      },
      "answer": {
        "markdown": "## Offer Letter Drafter\n\nOffer draft typed. Offers manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-offer-letter-drafter`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-offer-letter-drafter)",
        "citations": [
          {
            "id": "agent:hr-offer-letter-drafter",
            "title": "Offer Letter Drafter",
            "href": "https://registry.agentskit.io/agents/hr-offer-letter-drafter"
          }
        ]
      }
    },
    {
      "id": "agent:hr-onboarding-plan",
      "kind": "package",
      "label": "Onboarding Plan",
      "match": {
        "type": "exact",
        "values": [
          "hr-onboarding-plan",
          "Onboarding Plan",
          "agent hr-onboarding-plan",
          "install hr-onboarding-plan",
          "add hr-onboarding-plan",
          "npx agentskit add hr-onboarding-plan"
        ]
      },
      "answer": {
        "markdown": "## Onboarding Plan\n\nPlan typed. 30/60/90 ad-hoc. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-onboarding-plan`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-onboarding-plan)",
        "citations": [
          {
            "id": "agent:hr-onboarding-plan",
            "title": "Onboarding Plan",
            "href": "https://registry.agentskit.io/agents/hr-onboarding-plan"
          }
        ]
      }
    },
    {
      "id": "agent:hr-org-chart-analyzer",
      "kind": "package",
      "label": "Org Chart Analyzer",
      "match": {
        "type": "exact",
        "values": [
          "hr-org-chart-analyzer",
          "Org Chart Analyzer",
          "agent hr-org-chart-analyzer",
          "install hr-org-chart-analyzer",
          "add hr-org-chart-analyzer",
          "npx agentskit add hr-org-chart-analyzer"
        ]
      },
      "answer": {
        "markdown": "## Org Chart Analyzer\n\nAnalysis typed. Span of control unclear. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-org-chart-analyzer`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-org-chart-analyzer)",
        "citations": [
          {
            "id": "agent:hr-org-chart-analyzer",
            "title": "Org Chart Analyzer",
            "href": "https://registry.agentskit.io/agents/hr-org-chart-analyzer"
          }
        ]
      }
    },
    {
      "id": "agent:hr-performance-review-author",
      "kind": "package",
      "label": "Performance Review Author",
      "match": {
        "type": "exact",
        "values": [
          "hr-performance-review-author",
          "Performance Review Author",
          "agent hr-performance-review-author",
          "install hr-performance-review-author",
          "add hr-performance-review-author",
          "npx agentskit add hr-performance-review-author"
        ]
      },
      "answer": {
        "markdown": "## Performance Review Author\n\nReview draft typed. Reviews slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-performance-review-author`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-performance-review-author)",
        "citations": [
          {
            "id": "agent:hr-performance-review-author",
            "title": "Performance Review Author",
            "href": "https://registry.agentskit.io/agents/hr-performance-review-author"
          }
        ]
      }
    },
    {
      "id": "agent:hr-policy-drafter",
      "kind": "package",
      "label": "Policy Drafter",
      "match": {
        "type": "exact",
        "values": [
          "hr-policy-drafter",
          "Policy Drafter",
          "agent hr-policy-drafter",
          "install hr-policy-drafter",
          "add hr-policy-drafter",
          "npx agentskit add hr-policy-drafter"
        ]
      },
      "answer": {
        "markdown": "## Policy Drafter\n\nPolicy draft typed. Policies manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-policy-drafter`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-policy-drafter)",
        "citations": [
          {
            "id": "agent:hr-policy-drafter",
            "title": "Policy Drafter",
            "href": "https://registry.agentskit.io/agents/hr-policy-drafter"
          }
        ]
      }
    },
    {
      "id": "agent:hr-pto-request-evaluator",
      "kind": "package",
      "label": "PTO Request Evaluator",
      "match": {
        "type": "exact",
        "values": [
          "hr-pto-request-evaluator",
          "PTO Request Evaluator",
          "agent hr-pto-request-evaluator",
          "install hr-pto-request-evaluator",
          "add hr-pto-request-evaluator",
          "npx agentskit add hr-pto-request-evaluator"
        ]
      },
      "answer": {
        "markdown": "## PTO Request Evaluator\n\nDecision typed. PTO policy inconsistent. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-pto-request-evaluator`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-pto-request-evaluator)",
        "citations": [
          {
            "id": "agent:hr-pto-request-evaluator",
            "title": "PTO Request Evaluator",
            "href": "https://registry.agentskit.io/agents/hr-pto-request-evaluator"
          }
        ]
      }
    },
    {
      "id": "agent:hr-resume-screener",
      "kind": "package",
      "label": "Resume Screener",
      "match": {
        "type": "exact",
        "values": [
          "hr-resume-screener",
          "Resume Screener",
          "agent hr-resume-screener",
          "install hr-resume-screener",
          "add hr-resume-screener",
          "npx agentskit add hr-resume-screener"
        ]
      },
      "answer": {
        "markdown": "## Resume Screener\n\nScreen typed. Screening bottleneck. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-resume-screener`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-resume-screener)",
        "citations": [
          {
            "id": "agent:hr-resume-screener",
            "title": "Resume Screener",
            "href": "https://registry.agentskit.io/agents/hr-resume-screener"
          }
        ]
      }
    },
    {
      "id": "agent:hr-skills-gap-analyzer",
      "kind": "package",
      "label": "Skills Gap Analyzer",
      "match": {
        "type": "exact",
        "values": [
          "hr-skills-gap-analyzer",
          "Skills Gap Analyzer",
          "agent hr-skills-gap-analyzer",
          "install hr-skills-gap-analyzer",
          "add hr-skills-gap-analyzer",
          "npx agentskit add hr-skills-gap-analyzer"
        ]
      },
      "answer": {
        "markdown": "## Skills Gap Analyzer\n\nGaps typed. L&D misaligned. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-skills-gap-analyzer`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-skills-gap-analyzer)",
        "citations": [
          {
            "id": "agent:hr-skills-gap-analyzer",
            "title": "Skills Gap Analyzer",
            "href": "https://registry.agentskit.io/agents/hr-skills-gap-analyzer"
          }
        ]
      }
    },
    {
      "id": "agent:hr-visa-sponsorship-evaluator",
      "kind": "package",
      "label": "Visa Sponsorship Evaluator",
      "match": {
        "type": "exact",
        "values": [
          "hr-visa-sponsorship-evaluator",
          "Visa Sponsorship Evaluator",
          "agent hr-visa-sponsorship-evaluator",
          "install hr-visa-sponsorship-evaluator",
          "add hr-visa-sponsorship-evaluator",
          "npx agentskit add hr-visa-sponsorship-evaluator"
        ]
      },
      "answer": {
        "markdown": "## Visa Sponsorship Evaluator\n\nEligibility typed. Visa eligibility unclear. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add hr-visa-sponsorship-evaluator`\n\nCategory: **hr** · Status: **validated**\nCapabilities: `hr`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/hr-visa-sponsorship-evaluator)",
        "citations": [
          {
            "id": "agent:hr-visa-sponsorship-evaluator",
            "title": "Visa Sponsorship Evaluator",
            "href": "https://registry.agentskit.io/agents/hr-visa-sponsorship-evaluator"
          }
        ]
      }
    },
    {
      "id": "agent:insurance-actuarial-report-narrator",
      "kind": "package",
      "label": "Actuarial Report Narrator",
      "match": {
        "type": "exact",
        "values": [
          "insurance-actuarial-report-narrator",
          "Actuarial Report Narrator",
          "agent insurance-actuarial-report-narrator",
          "install insurance-actuarial-report-narrator",
          "add insurance-actuarial-report-narrator",
          "npx agentskit add insurance-actuarial-report-narrator"
        ]
      },
      "answer": {
        "markdown": "## Actuarial Report Narrator\n\nNarrative typed. Actuarial opaque. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add insurance-actuarial-report-narrator`\n\nCategory: **insurance** · Status: **validated**\nCapabilities: `insurance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/insurance-actuarial-report-narrator)",
        "citations": [
          {
            "id": "agent:insurance-actuarial-report-narrator",
            "title": "Actuarial Report Narrator",
            "href": "https://registry.agentskit.io/agents/insurance-actuarial-report-narrator"
          }
        ]
      }
    },
    {
      "id": "agent:insurance-agent-commission-audit",
      "kind": "package",
      "label": "Agent Commission Audit",
      "match": {
        "type": "exact",
        "values": [
          "insurance-agent-commission-audit",
          "Agent Commission Audit",
          "Commission Audit",
          "agent insurance-agent-commission-audit",
          "install insurance-agent-commission-audit",
          "add insurance-agent-commission-audit",
          "npx agentskit add insurance-agent-commission-audit"
        ]
      },
      "answer": {
        "markdown": "## Agent Commission Audit\n\nAudit typed. Commission errors. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add insurance-agent-commission-audit`\n\nCategory: **insurance** · Status: **validated**\nCapabilities: `insurance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/insurance-agent-commission-audit)",
        "citations": [
          {
            "id": "agent:insurance-agent-commission-audit",
            "title": "Agent Commission Audit",
            "href": "https://registry.agentskit.io/agents/insurance-agent-commission-audit"
          }
        ]
      }
    },
    {
      "id": "agent:insurance-beneficiary-verifier",
      "kind": "package",
      "label": "Beneficiary Verifier",
      "match": {
        "type": "exact",
        "values": [
          "insurance-beneficiary-verifier",
          "Beneficiary Verifier",
          "agent insurance-beneficiary-verifier",
          "install insurance-beneficiary-verifier",
          "add insurance-beneficiary-verifier",
          "npx agentskit add insurance-beneficiary-verifier"
        ]
      },
      "answer": {
        "markdown": "## Beneficiary Verifier\n\nVerification typed. Beneficiary errors. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add insurance-beneficiary-verifier`\n\nCategory: **insurance** · Status: **validated**\nCapabilities: `insurance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/insurance-beneficiary-verifier)",
        "citations": [
          {
            "id": "agent:insurance-beneficiary-verifier",
            "title": "Beneficiary Verifier",
            "href": "https://registry.agentskit.io/agents/insurance-beneficiary-verifier"
          }
        ]
      }
    },
    {
      "id": "agent:insurance-catastrophe-triage",
      "kind": "package",
      "label": "Catastrophe Triage",
      "match": {
        "type": "exact",
        "values": [
          "insurance-catastrophe-triage",
          "Catastrophe Triage",
          "agent insurance-catastrophe-triage",
          "install insurance-catastrophe-triage",
          "add insurance-catastrophe-triage",
          "npx agentskit add insurance-catastrophe-triage"
        ]
      },
      "answer": {
        "markdown": "## Catastrophe Triage\n\nTriage typed. Cat event volume. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add insurance-catastrophe-triage`\n\nCategory: **insurance** · Status: **validated**\nCapabilities: `insurance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/insurance-catastrophe-triage)",
        "citations": [
          {
            "id": "agent:insurance-catastrophe-triage",
            "title": "Catastrophe Triage",
            "href": "https://registry.agentskit.io/agents/insurance-catastrophe-triage"
          }
        ]
      }
    },
    {
      "id": "agent:insurance-claim-intake",
      "kind": "package",
      "label": "Claim Intake",
      "match": {
        "type": "exact",
        "values": [
          "insurance-claim-intake",
          "Claim Intake",
          "agent insurance-claim-intake",
          "install insurance-claim-intake",
          "add insurance-claim-intake",
          "npx agentskit add insurance-claim-intake"
        ]
      },
      "answer": {
        "markdown": "## Claim Intake\n\nIntake typed. Claim intake slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add insurance-claim-intake`\n\nCategory: **insurance** · Status: **validated**\nCapabilities: `insurance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/insurance-claim-intake)",
        "citations": [
          {
            "id": "agent:insurance-claim-intake",
            "title": "Claim Intake",
            "href": "https://registry.agentskit.io/agents/insurance-claim-intake"
          }
        ]
      }
    },
    {
      "id": "agent:insurance-coverage-gap",
      "kind": "package",
      "label": "Coverage Gap",
      "match": {
        "type": "exact",
        "values": [
          "insurance-coverage-gap",
          "Coverage Gap",
          "agent insurance-coverage-gap",
          "install insurance-coverage-gap",
          "add insurance-coverage-gap",
          "npx agentskit add insurance-coverage-gap"
        ]
      },
      "answer": {
        "markdown": "## Coverage Gap\n\nGaps typed. Coverage gaps. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add insurance-coverage-gap`\n\nCategory: **insurance** · Status: **validated**\nCapabilities: `insurance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/insurance-coverage-gap)",
        "citations": [
          {
            "id": "agent:insurance-coverage-gap",
            "title": "Coverage Gap",
            "href": "https://registry.agentskit.io/agents/insurance-coverage-gap"
          }
        ]
      }
    },
    {
      "id": "agent:insurance-denial-letter-drafter",
      "kind": "package",
      "label": "Denial Letter Drafter",
      "match": {
        "type": "exact",
        "values": [
          "insurance-denial-letter-drafter",
          "Denial Letter Drafter",
          "agent insurance-denial-letter-drafter",
          "install insurance-denial-letter-drafter",
          "add insurance-denial-letter-drafter",
          "npx agentskit add insurance-denial-letter-drafter"
        ]
      },
      "answer": {
        "markdown": "## Denial Letter Drafter\n\nLetter typed. Denial letters. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add insurance-denial-letter-drafter`\n\nCategory: **insurance** · Status: **validated**\nCapabilities: `insurance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/insurance-denial-letter-drafter)",
        "citations": [
          {
            "id": "agent:insurance-denial-letter-drafter",
            "title": "Denial Letter Drafter",
            "href": "https://registry.agentskit.io/agents/insurance-denial-letter-drafter"
          }
        ]
      }
    },
    {
      "id": "agent:insurance-fraud-scorer",
      "kind": "package",
      "label": "Fraud Scorer",
      "match": {
        "type": "exact",
        "values": [
          "insurance-fraud-scorer",
          "Fraud Scorer",
          "agent insurance-fraud-scorer",
          "install insurance-fraud-scorer",
          "add insurance-fraud-scorer",
          "npx agentskit add insurance-fraud-scorer"
        ]
      },
      "answer": {
        "markdown": "## Fraud Scorer\n\nScore typed. Claim fraud. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add insurance-fraud-scorer`\n\nCategory: **insurance** · Status: **validated**\nCapabilities: `insurance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/insurance-fraud-scorer)",
        "citations": [
          {
            "id": "agent:insurance-fraud-scorer",
            "title": "Fraud Scorer",
            "href": "https://registry.agentskit.io/agents/insurance-fraud-scorer"
          }
        ]
      }
    },
    {
      "id": "agent:insurance-medical-record-summarizer",
      "kind": "package",
      "label": "Medical Record Summarizer",
      "match": {
        "type": "exact",
        "values": [
          "insurance-medical-record-summarizer",
          "Medical Record Summarizer",
          "agent insurance-medical-record-summarizer",
          "install insurance-medical-record-summarizer",
          "add insurance-medical-record-summarizer",
          "npx agentskit add insurance-medical-record-summarizer"
        ]
      },
      "answer": {
        "markdown": "## Medical Record Summarizer\n\nSummary typed. Med records long. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add insurance-medical-record-summarizer`\n\nCategory: **insurance** · Status: **validated**\nCapabilities: `insurance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/insurance-medical-record-summarizer)",
        "citations": [
          {
            "id": "agent:insurance-medical-record-summarizer",
            "title": "Medical Record Summarizer",
            "href": "https://registry.agentskit.io/agents/insurance-medical-record-summarizer"
          }
        ]
      }
    },
    {
      "id": "agent:insurance-policy-summarizer",
      "kind": "package",
      "label": "Policy Summarizer",
      "match": {
        "type": "exact",
        "values": [
          "insurance-policy-summarizer",
          "Policy Summarizer",
          "agent insurance-policy-summarizer",
          "install insurance-policy-summarizer",
          "add insurance-policy-summarizer",
          "npx agentskit add insurance-policy-summarizer"
        ]
      },
      "answer": {
        "markdown": "## Policy Summarizer\n\nSummary typed. Policies long. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add insurance-policy-summarizer`\n\nCategory: **insurance** · Status: **validated**\nCapabilities: `insurance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/insurance-policy-summarizer)",
        "citations": [
          {
            "id": "agent:insurance-policy-summarizer",
            "title": "Policy Summarizer",
            "href": "https://registry.agentskit.io/agents/insurance-policy-summarizer"
          }
        ]
      }
    },
    {
      "id": "agent:insurance-premium-calculator-memo",
      "kind": "package",
      "label": "Premium Calculator Memo",
      "match": {
        "type": "exact",
        "values": [
          "insurance-premium-calculator-memo",
          "Premium Calculator Memo",
          "agent insurance-premium-calculator-memo",
          "install insurance-premium-calculator-memo",
          "add insurance-premium-calculator-memo",
          "npx agentskit add insurance-premium-calculator-memo"
        ]
      },
      "answer": {
        "markdown": "## Premium Calculator Memo\n\nMemo typed. Premium opaque. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add insurance-premium-calculator-memo`\n\nCategory: **insurance** · Status: **validated**\nCapabilities: `insurance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/insurance-premium-calculator-memo)",
        "citations": [
          {
            "id": "agent:insurance-premium-calculator-memo",
            "title": "Premium Calculator Memo",
            "href": "https://registry.agentskit.io/agents/insurance-premium-calculator-memo"
          }
        ]
      }
    },
    {
      "id": "agent:insurance-regulatory-filing",
      "kind": "package",
      "label": "Regulatory Filing",
      "match": {
        "type": "exact",
        "values": [
          "insurance-regulatory-filing",
          "Regulatory Filing",
          "agent insurance-regulatory-filing",
          "install insurance-regulatory-filing",
          "add insurance-regulatory-filing",
          "npx agentskit add insurance-regulatory-filing"
        ]
      },
      "answer": {
        "markdown": "## Regulatory Filing\n\nFiling typed. Filings slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add insurance-regulatory-filing`\n\nCategory: **insurance** · Status: **validated**\nCapabilities: `insurance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/insurance-regulatory-filing)",
        "citations": [
          {
            "id": "agent:insurance-regulatory-filing",
            "title": "Regulatory Filing",
            "href": "https://registry.agentskit.io/agents/insurance-regulatory-filing"
          }
        ]
      }
    },
    {
      "id": "agent:insurance-renewal-risk",
      "kind": "package",
      "label": "Renewal Risk",
      "match": {
        "type": "exact",
        "values": [
          "insurance-renewal-risk",
          "Renewal Risk",
          "agent insurance-renewal-risk",
          "install insurance-renewal-risk",
          "add insurance-renewal-risk",
          "npx agentskit add insurance-renewal-risk"
        ]
      },
      "answer": {
        "markdown": "## Renewal Risk\n\nRisk typed. Renewal risk. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add insurance-renewal-risk`\n\nCategory: **insurance** · Status: **validated**\nCapabilities: `insurance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/insurance-renewal-risk)",
        "citations": [
          {
            "id": "agent:insurance-renewal-risk",
            "title": "Renewal Risk",
            "href": "https://registry.agentskit.io/agents/insurance-renewal-risk"
          }
        ]
      }
    },
    {
      "id": "agent:insurance-subrogation-analyzer",
      "kind": "package",
      "label": "Subrogation Analyzer",
      "match": {
        "type": "exact",
        "values": [
          "insurance-subrogation-analyzer",
          "Subrogation Analyzer",
          "agent insurance-subrogation-analyzer",
          "install insurance-subrogation-analyzer",
          "add insurance-subrogation-analyzer",
          "npx agentskit add insurance-subrogation-analyzer"
        ]
      },
      "answer": {
        "markdown": "## Subrogation Analyzer\n\nAnalysis typed. Subrogation complex. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add insurance-subrogation-analyzer`\n\nCategory: **insurance** · Status: **validated**\nCapabilities: `insurance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/insurance-subrogation-analyzer)",
        "citations": [
          {
            "id": "agent:insurance-subrogation-analyzer",
            "title": "Subrogation Analyzer",
            "href": "https://registry.agentskit.io/agents/insurance-subrogation-analyzer"
          }
        ]
      }
    },
    {
      "id": "agent:insurance-underwriting-memo",
      "kind": "package",
      "label": "Underwriting Memo",
      "match": {
        "type": "exact",
        "values": [
          "insurance-underwriting-memo",
          "Underwriting Memo",
          "agent insurance-underwriting-memo",
          "install insurance-underwriting-memo",
          "add insurance-underwriting-memo",
          "npx agentskit add insurance-underwriting-memo"
        ]
      },
      "answer": {
        "markdown": "## Underwriting Memo\n\nMemo typed. Underwriting slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add insurance-underwriting-memo`\n\nCategory: **insurance** · Status: **validated**\nCapabilities: `insurance`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/insurance-underwriting-memo)",
        "citations": [
          {
            "id": "agent:insurance-underwriting-memo",
            "title": "Underwriting Memo",
            "href": "https://registry.agentskit.io/agents/insurance-underwriting-memo"
          }
        ]
      }
    },
    {
      "id": "agent:knowledge-promoter",
      "kind": "package",
      "label": "Knowledge Promoter Agent",
      "match": {
        "type": "exact",
        "values": [
          "knowledge-promoter",
          "Knowledge Promoter Agent",
          "Knowledge Promoter",
          "agent knowledge-promoter",
          "install knowledge-promoter",
          "add knowledge-promoter",
          "npx agentskit add knowledge-promoter"
        ]
      },
      "answer": {
        "markdown": "## Knowledge Promoter Agent\n\nTurns curated private notes into public documentation PRs — classify, sanitize to vendor-neutral, adversarial leak-gate, then open one draft PR. Never merges; a human reviews.\n\nInstall: `npx agentskit add knowledge-promoter`\n\nCategory: **ops** · Status: **validated**\nCapabilities: `documentation`, `knowledge`, `okf`, `pipeline`, `leak-prevention`, `human-in-the-loop`\n\n[Open the agent page](https://registry.agentskit.io/agents/knowledge-promoter)",
        "citations": [
          {
            "id": "agent:knowledge-promoter",
            "title": "Knowledge Promoter Agent",
            "href": "https://registry.agentskit.io/agents/knowledge-promoter"
          }
        ]
      }
    },
    {
      "id": "agent:legal-case-analyst",
      "kind": "package",
      "label": "Case Analyst",
      "match": {
        "type": "exact",
        "values": [
          "legal-case-analyst",
          "Case Analyst",
          "agent legal-case-analyst",
          "install legal-case-analyst",
          "add legal-case-analyst",
          "npx agentskit add legal-case-analyst"
        ]
      },
      "answer": {
        "markdown": "## Case Analyst\n\nExtracts a TYPED structured analysis from a case file (parties, venue, posture, claims, defenses, key dates, open discovery). Every datum cites its source document + page; gaps are 'not in record' (never inferred); SOL/filing-deadline risks surfaced separately. Always a draft for the attorney.\n\nInstall: `npx agentskit add legal-case-analyst`\n\nCategory: **legal** · Status: **validated**\nCapabilities: `legal`, `structured-output`, `human-in-the-loop`\n\n[Open the agent page](https://registry.agentskit.io/agents/legal-case-analyst)",
        "citations": [
          {
            "id": "agent:legal-case-analyst",
            "title": "Case Analyst",
            "href": "https://registry.agentskit.io/agents/legal-case-analyst"
          }
        ]
      }
    },
    {
      "id": "agent:legal-case-summariser",
      "kind": "package",
      "label": "Case Summariser",
      "match": {
        "type": "exact",
        "values": [
          "legal-case-summariser",
          "Case Summariser",
          "agent legal-case-summariser",
          "install legal-case-summariser",
          "add legal-case-summariser",
          "npx agentskit add legal-case-summariser"
        ]
      },
      "answer": {
        "markdown": "## Case Summariser\n\nProduces a TYPED, court-ready matter summary from reviewed documents + reviewer notes. Every factual claim cites the underlying document ID; inconsistent notes are flagged as conflicts (competing positions surfaced) rather than resolved by picking a side. Always a draft for the attorney.\n\nInstall: `npx agentskit add legal-case-summariser`\n\nCategory: **legal** · Status: **validated**\nCapabilities: `legal`, `summarization`, `human-in-the-loop`\n\n[Open the agent page](https://registry.agentskit.io/agents/legal-case-summariser)",
        "citations": [
          {
            "id": "agent:legal-case-summariser",
            "title": "Case Summariser",
            "href": "https://registry.agentskit.io/agents/legal-case-summariser"
          }
        ]
      }
    },
    {
      "id": "agent:legal-clause-comparator",
      "kind": "package",
      "label": "Clause Comparator",
      "match": {
        "type": "exact",
        "values": [
          "legal-clause-comparator",
          "Clause Comparator",
          "agent legal-clause-comparator",
          "install legal-clause-comparator",
          "add legal-clause-comparator",
          "npx agentskit add legal-clause-comparator"
        ]
      },
      "answer": {
        "markdown": "## Clause Comparator\n\nDiff typed. Clause diffs tedious. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add legal-clause-comparator`\n\nCategory: **legal** · Status: **validated**\nCapabilities: `legal`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/legal-clause-comparator)",
        "citations": [
          {
            "id": "agent:legal-clause-comparator",
            "title": "Clause Comparator",
            "href": "https://registry.agentskit.io/agents/legal-clause-comparator"
          }
        ]
      }
    },
    {
      "id": "agent:legal-deposition-prep",
      "kind": "package",
      "label": "Deposition Prep",
      "match": {
        "type": "exact",
        "values": [
          "legal-deposition-prep",
          "Deposition Prep",
          "agent legal-deposition-prep",
          "install legal-deposition-prep",
          "add legal-deposition-prep",
          "npx agentskit add legal-deposition-prep"
        ]
      },
      "answer": {
        "markdown": "## Deposition Prep\n\nQuestion bank typed. Depo prep unstructured. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add legal-deposition-prep`\n\nCategory: **legal** · Status: **validated**\nCapabilities: `legal`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/legal-deposition-prep)",
        "citations": [
          {
            "id": "agent:legal-deposition-prep",
            "title": "Deposition Prep",
            "href": "https://registry.agentskit.io/agents/legal-deposition-prep"
          }
        ]
      }
    },
    {
      "id": "agent:legal-doc-drafter",
      "kind": "package",
      "label": "Doc Drafter",
      "match": {
        "type": "exact",
        "values": [
          "legal-doc-drafter",
          "Doc Drafter",
          "agent legal-doc-drafter",
          "install legal-doc-drafter",
          "add legal-doc-drafter",
          "npx agentskit add legal-doc-drafter"
        ]
      },
      "answer": {
        "markdown": "## Doc Drafter\n\nDrafts a legal document (memo / motion / demand-letter / client-update) from an approved fact pattern. Cites every factual claim to its source record; flags every inference inline + in a typed list for attorney verification; ALWAYS a draft (never final, never a signature) ending with open questions for sign-off.\n\nInstall: `npx agentskit add legal-doc-drafter`\n\nCategory: **legal** · Status: **validated**\nCapabilities: `legal`, `drafting`, `human-in-the-loop`\n\n[Open the agent page](https://registry.agentskit.io/agents/legal-doc-drafter)",
        "citations": [
          {
            "id": "agent:legal-doc-drafter",
            "title": "Doc Drafter",
            "href": "https://registry.agentskit.io/agents/legal-doc-drafter"
          }
        ]
      }
    },
    {
      "id": "agent:legal-doc-reviewer",
      "kind": "package",
      "label": "Legal Doc Reviewer",
      "match": {
        "type": "exact",
        "values": [
          "legal-doc-reviewer",
          "Legal Doc Reviewer",
          "agent legal-doc-reviewer",
          "install legal-doc-reviewer",
          "add legal-doc-reviewer",
          "npx agentskit add legal-doc-reviewer"
        ]
      },
      "answer": {
        "markdown": "## Legal Doc Reviewer\n\nOne configurable legal-review agent (mode: contract | discovery | privilege) that supersedes the separate contract-reviewer, discovery-reviewer, and privilege-spotter. Produces typed findings via structured output; privileged/high findings require attorney review.\n\nInstall: `npx agentskit add legal-doc-reviewer`\n\nCategory: **legal** · Status: **validated**\nCapabilities: `legal`, `contract-review`, `discovery`, `privilege`, `human-in-the-loop`\n\n[Open the agent page](https://registry.agentskit.io/agents/legal-doc-reviewer)",
        "citations": [
          {
            "id": "agent:legal-doc-reviewer",
            "title": "Legal Doc Reviewer",
            "href": "https://registry.agentskit.io/agents/legal-doc-reviewer"
          }
        ]
      }
    },
    {
      "id": "agent:legal-ediscovery-privilege-log",
      "kind": "package",
      "label": "eDiscovery Privilege Log",
      "match": {
        "type": "exact",
        "values": [
          "legal-ediscovery-privilege-log",
          "eDiscovery Privilege Log",
          "agent legal-ediscovery-privilege-log",
          "install legal-ediscovery-privilege-log",
          "add legal-ediscovery-privilege-log",
          "npx agentskit add legal-ediscovery-privilege-log"
        ]
      },
      "answer": {
        "markdown": "## eDiscovery Privilege Log\n\nLog typed. Privilege logs manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add legal-ediscovery-privilege-log`\n\nCategory: **legal** · Status: **validated**\nCapabilities: `legal`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/legal-ediscovery-privilege-log)",
        "citations": [
          {
            "id": "agent:legal-ediscovery-privilege-log",
            "title": "eDiscovery Privilege Log",
            "href": "https://registry.agentskit.io/agents/legal-ediscovery-privilege-log"
          }
        ]
      }
    },
    {
      "id": "agent:legal-exhibit-indexer",
      "kind": "package",
      "label": "Exhibit Indexer",
      "match": {
        "type": "exact",
        "values": [
          "legal-exhibit-indexer",
          "Exhibit Indexer",
          "agent legal-exhibit-indexer",
          "install legal-exhibit-indexer",
          "add legal-exhibit-indexer",
          "npx agentskit add legal-exhibit-indexer"
        ]
      },
      "answer": {
        "markdown": "## Exhibit Indexer\n\nIndex typed. Exhibits disorganized. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add legal-exhibit-indexer`\n\nCategory: **legal** · Status: **validated**\nCapabilities: `legal`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/legal-exhibit-indexer)",
        "citations": [
          {
            "id": "agent:legal-exhibit-indexer",
            "title": "Exhibit Indexer",
            "href": "https://registry.agentskit.io/agents/legal-exhibit-indexer"
          }
        ]
      }
    },
    {
      "id": "agent:legal-jurisdiction-analyzer",
      "kind": "package",
      "label": "Jurisdiction Analyzer",
      "match": {
        "type": "exact",
        "values": [
          "legal-jurisdiction-analyzer",
          "Jurisdiction Analyzer",
          "agent legal-jurisdiction-analyzer",
          "install legal-jurisdiction-analyzer",
          "add legal-jurisdiction-analyzer",
          "npx agentskit add legal-jurisdiction-analyzer"
        ]
      },
      "answer": {
        "markdown": "## Jurisdiction Analyzer\n\nAnalysis typed. Jurisdiction risk unclear. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add legal-jurisdiction-analyzer`\n\nCategory: **legal** · Status: **validated**\nCapabilities: `legal`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/legal-jurisdiction-analyzer)",
        "citations": [
          {
            "id": "agent:legal-jurisdiction-analyzer",
            "title": "Jurisdiction Analyzer",
            "href": "https://registry.agentskit.io/agents/legal-jurisdiction-analyzer"
          }
        ]
      }
    },
    {
      "id": "agent:legal-legal-hold-notice",
      "kind": "package",
      "label": "Legal Hold Notice",
      "match": {
        "type": "exact",
        "values": [
          "legal-legal-hold-notice",
          "Legal Hold Notice",
          "agent legal-legal-hold-notice",
          "install legal-legal-hold-notice",
          "add legal-legal-hold-notice",
          "npx agentskit add legal-legal-hold-notice"
        ]
      },
      "answer": {
        "markdown": "## Legal Hold Notice\n\nNotice draft typed. Hold notices manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add legal-legal-hold-notice`\n\nCategory: **legal** · Status: **validated**\nCapabilities: `legal`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/legal-legal-hold-notice)",
        "citations": [
          {
            "id": "agent:legal-legal-hold-notice",
            "title": "Legal Hold Notice",
            "href": "https://registry.agentskit.io/agents/legal-legal-hold-notice"
          }
        ]
      }
    },
    {
      "id": "agent:legal-nda-reviewer",
      "kind": "package",
      "label": "NDA Reviewer",
      "match": {
        "type": "exact",
        "values": [
          "legal-nda-reviewer",
          "NDA Reviewer",
          "agent legal-nda-reviewer",
          "install legal-nda-reviewer",
          "add legal-nda-reviewer",
          "npx agentskit add legal-nda-reviewer"
        ]
      },
      "answer": {
        "markdown": "## NDA Reviewer\n\nFindings typed. NDA review bottleneck. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add legal-nda-reviewer`\n\nCategory: **legal** · Status: **validated**\nCapabilities: `legal`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/legal-nda-reviewer)",
        "citations": [
          {
            "id": "agent:legal-nda-reviewer",
            "title": "NDA Reviewer",
            "href": "https://registry.agentskit.io/agents/legal-nda-reviewer"
          }
        ]
      }
    },
    {
      "id": "agent:legal-obligation-tracker",
      "kind": "package",
      "label": "Obligation Tracker",
      "match": {
        "type": "exact",
        "values": [
          "legal-obligation-tracker",
          "Obligation Tracker",
          "agent legal-obligation-tracker",
          "install legal-obligation-tracker",
          "add legal-obligation-tracker",
          "npx agentskit add legal-obligation-tracker"
        ]
      },
      "answer": {
        "markdown": "## Obligation Tracker\n\nObligations typed. Contract obligations missed. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add legal-obligation-tracker`\n\nCategory: **legal** · Status: **validated**\nCapabilities: `legal`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/legal-obligation-tracker)",
        "citations": [
          {
            "id": "agent:legal-obligation-tracker",
            "title": "Obligation Tracker",
            "href": "https://registry.agentskit.io/agents/legal-obligation-tracker"
          }
        ]
      }
    },
    {
      "id": "agent:legal-redaction-bot",
      "kind": "package",
      "label": "Redaction Bot",
      "match": {
        "type": "exact",
        "values": [
          "legal-redaction-bot",
          "Redaction Bot",
          "agent legal-redaction-bot",
          "install legal-redaction-bot",
          "add legal-redaction-bot",
          "npx agentskit add legal-redaction-bot"
        ]
      },
      "answer": {
        "markdown": "## Redaction Bot\n\nRedacts PII from a legal document with a DETERMINISTIC backstop (createPIIRedactor strips any structured identifier the model missed — SSN/email/phone + your gov-ID/account rules), and surfaces privileged spans for attorney review instead of silently redacting them. Output is always clean of the covered patterns.\n\nInstall: `npx agentskit add legal-redaction-bot`\n\nCategory: **legal** · Status: **validated**\nCapabilities: `legal`, `pii-redaction`, `privilege`, `deterministic-gate`, `human-in-the-loop`\n\n[Open the agent page](https://registry.agentskit.io/agents/legal-redaction-bot)",
        "citations": [
          {
            "id": "agent:legal-redaction-bot",
            "title": "Redaction Bot",
            "href": "https://registry.agentskit.io/agents/legal-redaction-bot"
          }
        ]
      }
    },
    {
      "id": "agent:legal-regulatory-filing-drafter",
      "kind": "package",
      "label": "Regulatory Filing Drafter",
      "match": {
        "type": "exact",
        "values": [
          "legal-regulatory-filing-drafter",
          "Regulatory Filing Drafter",
          "agent legal-regulatory-filing-drafter",
          "install legal-regulatory-filing-drafter",
          "add legal-regulatory-filing-drafter",
          "npx agentskit add legal-regulatory-filing-drafter"
        ]
      },
      "answer": {
        "markdown": "## Regulatory Filing Drafter\n\nFiling typed. Filings slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add legal-regulatory-filing-drafter`\n\nCategory: **legal** · Status: **validated**\nCapabilities: `legal`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/legal-regulatory-filing-drafter)",
        "citations": [
          {
            "id": "agent:legal-regulatory-filing-drafter",
            "title": "Regulatory Filing Drafter",
            "href": "https://registry.agentskit.io/agents/legal-regulatory-filing-drafter"
          }
        ]
      }
    },
    {
      "id": "agent:legal-settlement-memo",
      "kind": "package",
      "label": "Settlement Memo",
      "match": {
        "type": "exact",
        "values": [
          "legal-settlement-memo",
          "Settlement Memo",
          "agent legal-settlement-memo",
          "install legal-settlement-memo",
          "add legal-settlement-memo",
          "npx agentskit add legal-settlement-memo"
        ]
      },
      "answer": {
        "markdown": "## Settlement Memo\n\nMemo typed. Settlement analysis slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add legal-settlement-memo`\n\nCategory: **legal** · Status: **validated**\nCapabilities: `legal`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/legal-settlement-memo)",
        "citations": [
          {
            "id": "agent:legal-settlement-memo",
            "title": "Settlement Memo",
            "href": "https://registry.agentskit.io/agents/legal-settlement-memo"
          }
        ]
      }
    },
    {
      "id": "agent:marketing-attribution-interpreter",
      "kind": "package",
      "label": "Attribution Interpreter",
      "match": {
        "type": "exact",
        "values": [
          "marketing-attribution-interpreter",
          "Attribution Interpreter",
          "agent marketing-attribution-interpreter",
          "install marketing-attribution-interpreter",
          "add marketing-attribution-interpreter",
          "npx agentskit add marketing-attribution-interpreter"
        ]
      },
      "answer": {
        "markdown": "## Attribution Interpreter\n\nInsights typed. Attribution reports confusing. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add marketing-attribution-interpreter`\n\nCategory: **marketing** · Status: **validated**\nCapabilities: `marketing`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/marketing-attribution-interpreter)",
        "citations": [
          {
            "id": "agent:marketing-attribution-interpreter",
            "title": "Attribution Interpreter",
            "href": "https://registry.agentskit.io/agents/marketing-attribution-interpreter"
          }
        ]
      }
    },
    {
      "id": "agent:marketing-brand-compliance",
      "kind": "package",
      "label": "Brand Compliance",
      "match": {
        "type": "exact",
        "values": [
          "marketing-brand-compliance",
          "Brand Compliance",
          "agent marketing-brand-compliance",
          "install marketing-brand-compliance",
          "add marketing-brand-compliance",
          "npx agentskit add marketing-brand-compliance"
        ]
      },
      "answer": {
        "markdown": "## Brand Compliance\n\nViolations vs guide typed. Off-brand copy ships. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add marketing-brand-compliance`\n\nCategory: **marketing** · Status: **validated**\nCapabilities: `marketing`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/marketing-brand-compliance)",
        "citations": [
          {
            "id": "agent:marketing-brand-compliance",
            "title": "Brand Compliance",
            "href": "https://registry.agentskit.io/agents/marketing-brand-compliance"
          }
        ]
      }
    },
    {
      "id": "agent:marketing-brief-analyst",
      "kind": "package",
      "label": "Brief Analyst",
      "match": {
        "type": "exact",
        "values": [
          "marketing-brief-analyst",
          "Brief Analyst",
          "agent marketing-brief-analyst",
          "install marketing-brief-analyst",
          "add marketing-brief-analyst",
          "npx agentskit add marketing-brief-analyst"
        ]
      },
      "answer": {
        "markdown": "## Brief Analyst\n\nReads an incoming campaign brief and produces a TYPED structured brief (objective/audience/key messages/tone/channels/timeline/mandatories) downstream agents reference. Never invents client details; missing required fields listed in gaps (ask, don't guess); optional voice guide flags conflicting language.\n\nInstall: `npx agentskit add marketing-brief-analyst`\n\nCategory: **marketing** · Status: **validated**\nCapabilities: `marketing`, `structured-output`, `intake`\n\n[Open the agent page](https://registry.agentskit.io/agents/marketing-brief-analyst)",
        "citations": [
          {
            "id": "agent:marketing-brief-analyst",
            "title": "Brief Analyst",
            "href": "https://registry.agentskit.io/agents/marketing-brief-analyst"
          }
        ]
      }
    },
    {
      "id": "agent:marketing-calendar-digest-author",
      "kind": "package",
      "label": "Calendar Digest Author",
      "match": {
        "type": "exact",
        "values": [
          "marketing-calendar-digest-author",
          "Calendar Digest Author",
          "agent marketing-calendar-digest-author",
          "install marketing-calendar-digest-author",
          "add marketing-calendar-digest-author",
          "npx agentskit add marketing-calendar-digest-author"
        ]
      },
      "answer": {
        "markdown": "## Calendar Digest Author\n\nTurns the week's scheduled social posts into a TYPED digest (per-channel groups + a ready-to-paste Slack markdown block). Delivery is optional and HITL-gated — reported delivered only when the transport really returned an id; never fakes a post.\n\nInstall: `npx agentskit add marketing-calendar-digest-author`\n\nCategory: **marketing** · Status: **validated**\nCapabilities: `marketing`, `human-in-the-loop`, `summarization`\n\n[Open the agent page](https://registry.agentskit.io/agents/marketing-calendar-digest-author)",
        "citations": [
          {
            "id": "agent:marketing-calendar-digest-author",
            "title": "Calendar Digest Author",
            "href": "https://registry.agentskit.io/agents/marketing-calendar-digest-author"
          }
        ]
      }
    },
    {
      "id": "agent:marketing-competitor-researcher",
      "kind": "package",
      "label": "Competitor Researcher",
      "match": {
        "type": "exact",
        "values": [
          "marketing-competitor-researcher",
          "Competitor Researcher",
          "agent marketing-competitor-researcher",
          "install marketing-competitor-researcher",
          "add marketing-competitor-researcher",
          "npx agentskit add marketing-competitor-researcher"
        ]
      },
      "answer": {
        "markdown": "## Competitor Researcher\n\nSearches + fetches competitor web content (webSearch / fetchUrl), diffs it against the RAG competitor baseline, and produces a structured competitive-landscape report. Hardened: fetched pages are treated as attacker-controlled data (prompt-injection defense), and unfetchable sources are flagged, never fabricated.\n\nInstall: `npx agentskit add marketing-competitor-researcher`\n\nCategory: **marketing** · Status: **validated**\nCapabilities: `marketing`, `research`, `prompt-injection-defense`\n\n[Open the agent page](https://registry.agentskit.io/agents/marketing-competitor-researcher)",
        "citations": [
          {
            "id": "agent:marketing-competitor-researcher",
            "title": "Competitor Researcher",
            "href": "https://registry.agentskit.io/agents/marketing-competitor-researcher"
          }
        ]
      }
    },
    {
      "id": "agent:marketing-copy-author",
      "kind": "package",
      "label": "Copy Author",
      "match": {
        "type": "exact",
        "values": [
          "marketing-copy-author",
          "Copy Author",
          "agent marketing-copy-author",
          "install marketing-copy-author",
          "add marketing-copy-author",
          "npx agentskit add marketing-copy-author"
        ]
      },
      "answer": {
        "markdown": "## Copy Author\n\nProduces exactly THREE distinct TYPED copy variants (bold / warm / precise) from a structured brief + competitive context — each with headline/subheadline/body/cta/channel/persona/rationale. Every metric must come from the brief (no invented numbers); over-length bodies flagged, not silently cut.\n\nInstall: `npx agentskit add marketing-copy-author`\n\nCategory: **marketing** · Status: **validated**\nCapabilities: `marketing`, `structured-output`, `copywriting`\n\n[Open the agent page](https://registry.agentskit.io/agents/marketing-copy-author)",
        "citations": [
          {
            "id": "agent:marketing-copy-author",
            "title": "Copy Author",
            "href": "https://registry.agentskit.io/agents/marketing-copy-author"
          }
        ]
      }
    },
    {
      "id": "agent:marketing-email-sequence-author",
      "kind": "package",
      "label": "Email Sequence Author",
      "match": {
        "type": "exact",
        "values": [
          "marketing-email-sequence-author",
          "Email Sequence Author",
          "agent marketing-email-sequence-author",
          "install marketing-email-sequence-author",
          "add marketing-email-sequence-author",
          "npx agentskit add marketing-email-sequence-author"
        ]
      },
      "answer": {
        "markdown": "## Email Sequence Author\n\nSequence typed. Drip campaigns manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add marketing-email-sequence-author`\n\nCategory: **marketing** · Status: **validated**\nCapabilities: `marketing`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/marketing-email-sequence-author)",
        "citations": [
          {
            "id": "agent:marketing-email-sequence-author",
            "title": "Email Sequence Author",
            "href": "https://registry.agentskit.io/agents/marketing-email-sequence-author"
          }
        ]
      }
    },
    {
      "id": "agent:marketing-google-ad-copy",
      "kind": "package",
      "label": "Google Ad Copy",
      "match": {
        "type": "exact",
        "values": [
          "marketing-google-ad-copy",
          "Google Ad Copy",
          "agent marketing-google-ad-copy",
          "install marketing-google-ad-copy",
          "add marketing-google-ad-copy",
          "npx agentskit add marketing-google-ad-copy"
        ]
      },
      "answer": {
        "markdown": "## Google Ad Copy\n\nRSA variants typed. RSA writing slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add marketing-google-ad-copy`\n\nCategory: **marketing** · Status: **validated**\nCapabilities: `marketing`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/marketing-google-ad-copy)",
        "citations": [
          {
            "id": "agent:marketing-google-ad-copy",
            "title": "Google Ad Copy",
            "href": "https://registry.agentskit.io/agents/marketing-google-ad-copy"
          }
        ]
      }
    },
    {
      "id": "agent:marketing-landing-cro-auditor",
      "kind": "package",
      "label": "Landing CRO Auditor",
      "match": {
        "type": "exact",
        "values": [
          "marketing-landing-cro-auditor",
          "Landing CRO Auditor",
          "agent marketing-landing-cro-auditor",
          "install marketing-landing-cro-auditor",
          "add marketing-landing-cro-auditor",
          "npx agentskit add marketing-landing-cro-auditor"
        ]
      },
      "answer": {
        "markdown": "## Landing CRO Auditor\n\nCRO findings typed. LP not converting. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add marketing-landing-cro-auditor`\n\nCategory: **marketing** · Status: **validated**\nCapabilities: `marketing`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/marketing-landing-cro-auditor)",
        "citations": [
          {
            "id": "agent:marketing-landing-cro-auditor",
            "title": "Landing CRO Auditor",
            "href": "https://registry.agentskit.io/agents/marketing-landing-cro-auditor"
          }
        ]
      }
    },
    {
      "id": "agent:marketing-messaging-hierarchy",
      "kind": "package",
      "label": "Messaging Hierarchy",
      "match": {
        "type": "exact",
        "values": [
          "marketing-messaging-hierarchy",
          "Messaging Hierarchy",
          "agent marketing-messaging-hierarchy",
          "install marketing-messaging-hierarchy",
          "add marketing-messaging-hierarchy",
          "npx agentskit add marketing-messaging-hierarchy"
        ]
      },
      "answer": {
        "markdown": "## Messaging Hierarchy\n\nHierarchy typed. Inconsistent messaging. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add marketing-messaging-hierarchy`\n\nCategory: **marketing** · Status: **validated**\nCapabilities: `marketing`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/marketing-messaging-hierarchy)",
        "citations": [
          {
            "id": "agent:marketing-messaging-hierarchy",
            "title": "Messaging Hierarchy",
            "href": "https://registry.agentskit.io/agents/marketing-messaging-hierarchy"
          }
        ]
      }
    },
    {
      "id": "agent:marketing-meta-ad-copy",
      "kind": "package",
      "label": "Meta Ad Copy",
      "match": {
        "type": "exact",
        "values": [
          "marketing-meta-ad-copy",
          "Meta Ad Copy",
          "agent marketing-meta-ad-copy",
          "install marketing-meta-ad-copy",
          "add marketing-meta-ad-copy",
          "npx agentskit add marketing-meta-ad-copy"
        ]
      },
      "answer": {
        "markdown": "## Meta Ad Copy\n\n3 variants typed + policy flags. Meta ads off-policy. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add marketing-meta-ad-copy`\n\nCategory: **marketing** · Status: **validated**\nCapabilities: `marketing`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/marketing-meta-ad-copy)",
        "citations": [
          {
            "id": "agent:marketing-meta-ad-copy",
            "title": "Meta Ad Copy",
            "href": "https://registry.agentskit.io/agents/marketing-meta-ad-copy"
          }
        ]
      }
    },
    {
      "id": "agent:marketing-persona-builder",
      "kind": "package",
      "label": "Persona Builder",
      "match": {
        "type": "exact",
        "values": [
          "marketing-persona-builder",
          "Persona Builder",
          "agent marketing-persona-builder",
          "install marketing-persona-builder",
          "add marketing-persona-builder",
          "npx agentskit add marketing-persona-builder"
        ]
      },
      "answer": {
        "markdown": "## Persona Builder\n\nPersona typed from research. Vague personas. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add marketing-persona-builder`\n\nCategory: **marketing** · Status: **validated**\nCapabilities: `marketing`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/marketing-persona-builder)",
        "citations": [
          {
            "id": "agent:marketing-persona-builder",
            "title": "Persona Builder",
            "href": "https://registry.agentskit.io/agents/marketing-persona-builder"
          }
        ]
      }
    },
    {
      "id": "agent:marketing-pr-pitch-author",
      "kind": "package",
      "label": "PR Pitch Author",
      "match": {
        "type": "exact",
        "values": [
          "marketing-pr-pitch-author",
          "PR Pitch Author",
          "agent marketing-pr-pitch-author",
          "install marketing-pr-pitch-author",
          "add marketing-pr-pitch-author",
          "npx agentskit add marketing-pr-pitch-author"
        ]
      },
      "answer": {
        "markdown": "## PR Pitch Author\n\nPitches per outlet typed. PR outreach generic. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add marketing-pr-pitch-author`\n\nCategory: **marketing** · Status: **validated**\nCapabilities: `marketing`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/marketing-pr-pitch-author)",
        "citations": [
          {
            "id": "agent:marketing-pr-pitch-author",
            "title": "PR Pitch Author",
            "href": "https://registry.agentskit.io/agents/marketing-pr-pitch-author"
          }
        ]
      }
    },
    {
      "id": "agent:marketing-seo-brief",
      "kind": "package",
      "label": "SEO Brief",
      "match": {
        "type": "exact",
        "values": [
          "marketing-seo-brief",
          "SEO Brief",
          "agent marketing-seo-brief",
          "install marketing-seo-brief",
          "add marketing-seo-brief",
          "npx agentskit add marketing-seo-brief"
        ]
      },
      "answer": {
        "markdown": "## SEO Brief\n\nKeywords/structure typed. Content without SEO intent. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add marketing-seo-brief`\n\nCategory: **marketing** · Status: **validated**\nCapabilities: `marketing`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/marketing-seo-brief)",
        "citations": [
          {
            "id": "agent:marketing-seo-brief",
            "title": "SEO Brief",
            "href": "https://registry.agentskit.io/agents/marketing-seo-brief"
          }
        ]
      }
    },
    {
      "id": "agent:marketing-social-publisher",
      "kind": "package",
      "label": "Social Publisher",
      "match": {
        "type": "exact",
        "values": [
          "marketing-social-publisher",
          "Social Publisher",
          "agent marketing-social-publisher",
          "install marketing-social-publisher",
          "add marketing-social-publisher",
          "npx agentskit add marketing-social-publisher"
        ]
      },
      "answer": {
        "markdown": "## Social Publisher\n\nFormats one approved copy variant per platform and DELIVERS it through caller-injected transports. Real delivery or honest failure (no faked sends), fail-closed HITL (nothing posts without explicit approval), typed result with the real provider id per platform.\n\nInstall: `npx agentskit add marketing-social-publisher`\n\nCategory: **marketing** · Status: **validated**\nCapabilities: `marketing`, `human-in-the-loop`, `delivery`\n\n[Open the agent page](https://registry.agentskit.io/agents/marketing-social-publisher)",
        "citations": [
          {
            "id": "agent:marketing-social-publisher",
            "title": "Social Publisher",
            "href": "https://registry.agentskit.io/agents/marketing-social-publisher"
          }
        ]
      }
    },
    {
      "id": "agent:marketing-utm-planner",
      "kind": "package",
      "label": "UTM Planner",
      "match": {
        "type": "exact",
        "values": [
          "marketing-utm-planner",
          "UTM Planner",
          "agent marketing-utm-planner",
          "install marketing-utm-planner",
          "add marketing-utm-planner",
          "npx agentskit add marketing-utm-planner"
        ]
      },
      "answer": {
        "markdown": "## UTM Planner\n\nCampaign map typed. UTM chaos. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add marketing-utm-planner`\n\nCategory: **marketing** · Status: **validated**\nCapabilities: `marketing`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/marketing-utm-planner)",
        "citations": [
          {
            "id": "agent:marketing-utm-planner",
            "title": "UTM Planner",
            "href": "https://registry.agentskit.io/agents/marketing-utm-planner"
          }
        ]
      }
    },
    {
      "id": "agent:marketing-webinar-script",
      "kind": "package",
      "label": "Webinar Script",
      "match": {
        "type": "exact",
        "values": [
          "marketing-webinar-script",
          "Webinar Script",
          "agent marketing-webinar-script",
          "install marketing-webinar-script",
          "add marketing-webinar-script",
          "npx agentskit add marketing-webinar-script"
        ]
      },
      "answer": {
        "markdown": "## Webinar Script\n\nScript + timing typed. Webinars unstructured. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add marketing-webinar-script`\n\nCategory: **marketing** · Status: **validated**\nCapabilities: `marketing`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/marketing-webinar-script)",
        "citations": [
          {
            "id": "agent:marketing-webinar-script",
            "title": "Webinar Script",
            "href": "https://registry.agentskit.io/agents/marketing-webinar-script"
          }
        ]
      }
    },
    {
      "id": "agent:ops-access-request-reviewer",
      "kind": "package",
      "label": "Access Request Reviewer",
      "match": {
        "type": "exact",
        "values": [
          "ops-access-request-reviewer",
          "Access Request Reviewer",
          "agent ops-access-request-reviewer",
          "install ops-access-request-reviewer",
          "add ops-access-request-reviewer",
          "npx agentskit add ops-access-request-reviewer"
        ]
      },
      "answer": {
        "markdown": "## Access Request Reviewer\n\nReview typed. Access grants risky. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ops-access-request-reviewer`\n\nCategory: **ops** · Status: **validated**\nCapabilities: `ops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ops-access-request-reviewer)",
        "citations": [
          {
            "id": "agent:ops-access-request-reviewer",
            "title": "Access Request Reviewer",
            "href": "https://registry.agentskit.io/agents/ops-access-request-reviewer"
          }
        ]
      }
    },
    {
      "id": "agent:ops-asset-inventory-reconciler",
      "kind": "package",
      "label": "Asset Inventory Reconciler",
      "match": {
        "type": "exact",
        "values": [
          "ops-asset-inventory-reconciler",
          "Asset Inventory Reconciler",
          "agent ops-asset-inventory-reconciler",
          "install ops-asset-inventory-reconciler",
          "add ops-asset-inventory-reconciler",
          "npx agentskit add ops-asset-inventory-reconciler"
        ]
      },
      "answer": {
        "markdown": "## Asset Inventory Reconciler\n\nDrift typed. Asset drift. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ops-asset-inventory-reconciler`\n\nCategory: **ops** · Status: **validated**\nCapabilities: `ops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ops-asset-inventory-reconciler)",
        "citations": [
          {
            "id": "agent:ops-asset-inventory-reconciler",
            "title": "Asset Inventory Reconciler",
            "href": "https://registry.agentskit.io/agents/ops-asset-inventory-reconciler"
          }
        ]
      }
    },
    {
      "id": "agent:ops-audit-evidence-collector",
      "kind": "package",
      "label": "Audit Evidence Collector",
      "match": {
        "type": "exact",
        "values": [
          "ops-audit-evidence-collector",
          "Audit Evidence Collector",
          "agent ops-audit-evidence-collector",
          "install ops-audit-evidence-collector",
          "add ops-audit-evidence-collector",
          "npx agentskit add ops-audit-evidence-collector"
        ]
      },
      "answer": {
        "markdown": "## Audit Evidence Collector\n\nEvidence map typed. Audit prep chaotic. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ops-audit-evidence-collector`\n\nCategory: **ops** · Status: **validated**\nCapabilities: `ops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ops-audit-evidence-collector)",
        "citations": [
          {
            "id": "agent:ops-audit-evidence-collector",
            "title": "Audit Evidence Collector",
            "href": "https://registry.agentskit.io/agents/ops-audit-evidence-collector"
          }
        ]
      }
    },
    {
      "id": "agent:ops-change-request-reviewer",
      "kind": "package",
      "label": "Change Request Reviewer",
      "match": {
        "type": "exact",
        "values": [
          "ops-change-request-reviewer",
          "Change Request Reviewer",
          "agent ops-change-request-reviewer",
          "install ops-change-request-reviewer",
          "add ops-change-request-reviewer",
          "npx agentskit add ops-change-request-reviewer"
        ]
      },
      "answer": {
        "markdown": "## Change Request Reviewer\n\nReview typed. Change risk unclear. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ops-change-request-reviewer`\n\nCategory: **ops** · Status: **validated**\nCapabilities: `ops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ops-change-request-reviewer)",
        "citations": [
          {
            "id": "agent:ops-change-request-reviewer",
            "title": "Change Request Reviewer",
            "href": "https://registry.agentskit.io/agents/ops-change-request-reviewer"
          }
        ]
      }
    },
    {
      "id": "agent:ops-compliance-checklist",
      "kind": "package",
      "label": "Compliance Checklist",
      "match": {
        "type": "exact",
        "values": [
          "ops-compliance-checklist",
          "Compliance Checklist",
          "agent ops-compliance-checklist",
          "install ops-compliance-checklist",
          "add ops-compliance-checklist",
          "npx agentskit add ops-compliance-checklist"
        ]
      },
      "answer": {
        "markdown": "## Compliance Checklist\n\nChecklist typed. Compliance ad-hoc. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ops-compliance-checklist`\n\nCategory: **ops** · Status: **validated**\nCapabilities: `ops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ops-compliance-checklist)",
        "citations": [
          {
            "id": "agent:ops-compliance-checklist",
            "title": "Compliance Checklist",
            "href": "https://registry.agentskit.io/agents/ops-compliance-checklist"
          }
        ]
      }
    },
    {
      "id": "agent:ops-incident-commander-aide",
      "kind": "package",
      "label": "Incident Commander Aide",
      "match": {
        "type": "exact",
        "values": [
          "ops-incident-commander-aide",
          "Incident Commander Aide",
          "agent ops-incident-commander-aide",
          "install ops-incident-commander-aide",
          "add ops-incident-commander-aide",
          "npx agentskit add ops-incident-commander-aide"
        ]
      },
      "answer": {
        "markdown": "## Incident Commander Aide\n\nStatus typed. IC overload. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ops-incident-commander-aide`\n\nCategory: **ops** · Status: **validated**\nCapabilities: `ops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ops-incident-commander-aide)",
        "citations": [
          {
            "id": "agent:ops-incident-commander-aide",
            "title": "Incident Commander Aide",
            "href": "https://registry.agentskit.io/agents/ops-incident-commander-aide"
          }
        ]
      }
    },
    {
      "id": "agent:ops-meeting-action-extractor",
      "kind": "package",
      "label": "Meeting Action Extractor",
      "match": {
        "type": "exact",
        "values": [
          "ops-meeting-action-extractor",
          "agent ops-meeting-action-extractor",
          "install ops-meeting-action-extractor",
          "add ops-meeting-action-extractor",
          "npx agentskit add ops-meeting-action-extractor"
        ]
      },
      "answer": {
        "markdown": "## Meeting Action Extractor\n\nActions typed. Actions lost in meetings. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ops-meeting-action-extractor`\n\nCategory: **ops** · Status: **validated**\nCapabilities: `ops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ops-meeting-action-extractor)",
        "citations": [
          {
            "id": "agent:ops-meeting-action-extractor",
            "title": "Meeting Action Extractor",
            "href": "https://registry.agentskit.io/agents/ops-meeting-action-extractor"
          }
        ]
      }
    },
    {
      "id": "agent:ops-onboarding-checklist",
      "kind": "package",
      "label": "Employee Onboarding Checklist",
      "match": {
        "type": "exact",
        "values": [
          "ops-onboarding-checklist",
          "Employee Onboarding Checklist",
          "agent ops-onboarding-checklist",
          "install ops-onboarding-checklist",
          "add ops-onboarding-checklist",
          "npx agentskit add ops-onboarding-checklist"
        ]
      },
      "answer": {
        "markdown": "## Employee Onboarding Checklist\n\nChecklist typed. Onboarding inconsistent. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ops-onboarding-checklist`\n\nCategory: **ops** · Status: **validated**\nCapabilities: `ops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ops-onboarding-checklist)",
        "citations": [
          {
            "id": "agent:ops-onboarding-checklist",
            "title": "Employee Onboarding Checklist",
            "href": "https://registry.agentskit.io/agents/ops-onboarding-checklist"
          }
        ]
      }
    },
    {
      "id": "agent:ops-postmortem-action-tracker",
      "kind": "package",
      "label": "Postmortem Action Tracker",
      "match": {
        "type": "exact",
        "values": [
          "ops-postmortem-action-tracker",
          "Postmortem Action Tracker",
          "agent ops-postmortem-action-tracker",
          "install ops-postmortem-action-tracker",
          "add ops-postmortem-action-tracker",
          "npx agentskit add ops-postmortem-action-tracker"
        ]
      },
      "answer": {
        "markdown": "## Postmortem Action Tracker\n\nTracker typed. PM actions not done. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ops-postmortem-action-tracker`\n\nCategory: **ops** · Status: **validated**\nCapabilities: `ops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ops-postmortem-action-tracker)",
        "citations": [
          {
            "id": "agent:ops-postmortem-action-tracker",
            "title": "Postmortem Action Tracker",
            "href": "https://registry.agentskit.io/agents/ops-postmortem-action-tracker"
          }
        ]
      }
    },
    {
      "id": "agent:ops-runbook-author",
      "kind": "package",
      "label": "Runbook Author",
      "match": {
        "type": "exact",
        "values": [
          "ops-runbook-author",
          "Runbook Author",
          "agent ops-runbook-author",
          "install ops-runbook-author",
          "add ops-runbook-author",
          "npx agentskit add ops-runbook-author"
        ]
      },
      "answer": {
        "markdown": "## Runbook Author\n\nRunbook typed. Missing runbooks. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ops-runbook-author`\n\nCategory: **ops** · Status: **validated**\nCapabilities: `ops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ops-runbook-author)",
        "citations": [
          {
            "id": "agent:ops-runbook-author",
            "title": "Runbook Author",
            "href": "https://registry.agentskit.io/agents/ops-runbook-author"
          }
        ]
      }
    },
    {
      "id": "agent:ops-sop-generator",
      "kind": "package",
      "label": "SOP Generator",
      "match": {
        "type": "exact",
        "values": [
          "ops-sop-generator",
          "SOP Generator",
          "agent ops-sop-generator",
          "install ops-sop-generator",
          "add ops-sop-generator",
          "npx agentskit add ops-sop-generator"
        ]
      },
      "answer": {
        "markdown": "## SOP Generator\n\nSOP typed. SOPs manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ops-sop-generator`\n\nCategory: **ops** · Status: **validated**\nCapabilities: `ops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ops-sop-generator)",
        "citations": [
          {
            "id": "agent:ops-sop-generator",
            "title": "SOP Generator",
            "href": "https://registry.agentskit.io/agents/ops-sop-generator"
          }
        ]
      }
    },
    {
      "id": "agent:ops-vendor-renewal-tracker",
      "kind": "package",
      "label": "Vendor Renewal Tracker",
      "match": {
        "type": "exact",
        "values": [
          "ops-vendor-renewal-tracker",
          "Vendor Renewal Tracker",
          "agent ops-vendor-renewal-tracker",
          "install ops-vendor-renewal-tracker",
          "add ops-vendor-renewal-tracker",
          "npx agentskit add ops-vendor-renewal-tracker"
        ]
      },
      "answer": {
        "markdown": "## Vendor Renewal Tracker\n\nTracker typed. Renewals missed. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add ops-vendor-renewal-tracker`\n\nCategory: **ops** · Status: **validated**\nCapabilities: `ops`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/ops-vendor-renewal-tracker)",
        "citations": [
          {
            "id": "agent:ops-vendor-renewal-tracker",
            "title": "Vendor Renewal Tracker",
            "href": "https://registry.agentskit.io/agents/ops-vendor-renewal-tracker"
          }
        ]
      }
    },
    {
      "id": "agent:product-api-product-brief",
      "kind": "package",
      "label": "API Product Brief",
      "match": {
        "type": "exact",
        "values": [
          "product-api-product-brief",
          "API Product Brief",
          "agent product-api-product-brief",
          "install product-api-product-brief",
          "add product-api-product-brief",
          "npx agentskit add product-api-product-brief"
        ]
      },
      "answer": {
        "markdown": "## API Product Brief\n\nBrief typed. API product specs. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add product-api-product-brief`\n\nCategory: **product** · Status: **validated**\nCapabilities: `product`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/product-api-product-brief)",
        "citations": [
          {
            "id": "agent:product-api-product-brief",
            "title": "API Product Brief",
            "href": "https://registry.agentskit.io/agents/product-api-product-brief"
          }
        ]
      }
    },
    {
      "id": "agent:product-beta-feedback-triage",
      "kind": "package",
      "label": "Beta Feedback Triage",
      "match": {
        "type": "exact",
        "values": [
          "product-beta-feedback-triage",
          "Beta Feedback Triage",
          "agent product-beta-feedback-triage",
          "install product-beta-feedback-triage",
          "add product-beta-feedback-triage",
          "npx agentskit add product-beta-feedback-triage"
        ]
      },
      "answer": {
        "markdown": "## Beta Feedback Triage\n\nTriage typed. Beta noise. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add product-beta-feedback-triage`\n\nCategory: **product** · Status: **validated**\nCapabilities: `product`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/product-beta-feedback-triage)",
        "citations": [
          {
            "id": "agent:product-beta-feedback-triage",
            "title": "Beta Feedback Triage",
            "href": "https://registry.agentskit.io/agents/product-beta-feedback-triage"
          }
        ]
      }
    },
    {
      "id": "agent:product-changelog-customer",
      "kind": "package",
      "label": "Customer Changelog",
      "match": {
        "type": "exact",
        "values": [
          "product-changelog-customer",
          "Customer Changelog",
          "agent product-changelog-customer",
          "install product-changelog-customer",
          "add product-changelog-customer",
          "npx agentskit add product-changelog-customer"
        ]
      },
      "answer": {
        "markdown": "## Customer Changelog\n\nChangelog typed. Customer-facing changelog. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add product-changelog-customer`\n\nCategory: **product** · Status: **validated**\nCapabilities: `product`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/product-changelog-customer)",
        "citations": [
          {
            "id": "agent:product-changelog-customer",
            "title": "Customer Changelog",
            "href": "https://registry.agentskit.io/agents/product-changelog-customer"
          }
        ]
      }
    },
    {
      "id": "agent:product-competitive-feature-gap",
      "kind": "package",
      "label": "Competitive Feature Gap",
      "match": {
        "type": "exact",
        "values": [
          "product-competitive-feature-gap",
          "Competitive Feature Gap",
          "agent product-competitive-feature-gap",
          "install product-competitive-feature-gap",
          "add product-competitive-feature-gap",
          "npx agentskit add product-competitive-feature-gap"
        ]
      },
      "answer": {
        "markdown": "## Competitive Feature Gap\n\nGap analysis typed. Feature gaps unclear. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add product-competitive-feature-gap`\n\nCategory: **product** · Status: **validated**\nCapabilities: `product`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/product-competitive-feature-gap)",
        "citations": [
          {
            "id": "agent:product-competitive-feature-gap",
            "title": "Competitive Feature Gap",
            "href": "https://registry.agentskit.io/agents/product-competitive-feature-gap"
          }
        ]
      }
    },
    {
      "id": "agent:product-experiment-designer",
      "kind": "package",
      "label": "Experiment Designer",
      "match": {
        "type": "exact",
        "values": [
          "product-experiment-designer",
          "Experiment Designer",
          "agent product-experiment-designer",
          "install product-experiment-designer",
          "add product-experiment-designer",
          "npx agentskit add product-experiment-designer"
        ]
      },
      "answer": {
        "markdown": "## Experiment Designer\n\nDesign typed. Experiments poorly designed. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add product-experiment-designer`\n\nCategory: **product** · Status: **validated**\nCapabilities: `product`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/product-experiment-designer)",
        "citations": [
          {
            "id": "agent:product-experiment-designer",
            "title": "Experiment Designer",
            "href": "https://registry.agentskit.io/agents/product-experiment-designer"
          }
        ]
      }
    },
    {
      "id": "agent:product-feedback-clusterer",
      "kind": "package",
      "label": "Feedback Clusterer",
      "match": {
        "type": "exact",
        "values": [
          "product-feedback-clusterer",
          "Feedback Clusterer",
          "agent product-feedback-clusterer",
          "install product-feedback-clusterer",
          "add product-feedback-clusterer",
          "npx agentskit add product-feedback-clusterer"
        ]
      },
      "answer": {
        "markdown": "## Feedback Clusterer\n\nClusters typed. Feedback scattered. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add product-feedback-clusterer`\n\nCategory: **product** · Status: **validated**\nCapabilities: `product`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/product-feedback-clusterer)",
        "citations": [
          {
            "id": "agent:product-feedback-clusterer",
            "title": "Feedback Clusterer",
            "href": "https://registry.agentskit.io/agents/product-feedback-clusterer"
          }
        ]
      }
    },
    {
      "id": "agent:product-metrics-tree-author",
      "kind": "package",
      "label": "Metrics Tree Author",
      "match": {
        "type": "exact",
        "values": [
          "product-metrics-tree-author",
          "Metrics Tree Author",
          "agent product-metrics-tree-author",
          "install product-metrics-tree-author",
          "add product-metrics-tree-author",
          "npx agentskit add product-metrics-tree-author"
        ]
      },
      "answer": {
        "markdown": "## Metrics Tree Author\n\nTree typed. Metrics trees ad-hoc. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add product-metrics-tree-author`\n\nCategory: **product** · Status: **validated**\nCapabilities: `product`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/product-metrics-tree-author)",
        "citations": [
          {
            "id": "agent:product-metrics-tree-author",
            "title": "Metrics Tree Author",
            "href": "https://registry.agentskit.io/agents/product-metrics-tree-author"
          }
        ]
      }
    },
    {
      "id": "agent:product-nps-analyzer",
      "kind": "package",
      "label": "NPS Analyzer",
      "match": {
        "type": "exact",
        "values": [
          "product-nps-analyzer",
          "NPS Analyzer",
          "agent product-nps-analyzer",
          "install product-nps-analyzer",
          "add product-nps-analyzer",
          "npx agentskit add product-nps-analyzer"
        ]
      },
      "answer": {
        "markdown": "## NPS Analyzer\n\nInsights typed. NPS insights slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add product-nps-analyzer`\n\nCategory: **product** · Status: **validated**\nCapabilities: `product`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/product-nps-analyzer)",
        "citations": [
          {
            "id": "agent:product-nps-analyzer",
            "title": "NPS Analyzer",
            "href": "https://registry.agentskit.io/agents/product-nps-analyzer"
          }
        ]
      }
    },
    {
      "id": "agent:product-prd-from-interviews",
      "kind": "package",
      "label": "PRD from Interviews",
      "match": {
        "type": "exact",
        "values": [
          "product-prd-from-interviews",
          "PRD from Interviews",
          "agent product-prd-from-interviews",
          "install product-prd-from-interviews",
          "add product-prd-from-interviews",
          "npx agentskit add product-prd-from-interviews"
        ]
      },
      "answer": {
        "markdown": "## PRD from Interviews\n\nPRD typed. Interview→PRD slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add product-prd-from-interviews`\n\nCategory: **product** · Status: **validated**\nCapabilities: `product`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/product-prd-from-interviews)",
        "citations": [
          {
            "id": "agent:product-prd-from-interviews",
            "title": "PRD from Interviews",
            "href": "https://registry.agentskit.io/agents/product-prd-from-interviews"
          }
        ]
      }
    },
    {
      "id": "agent:product-pricing-page-spec",
      "kind": "package",
      "label": "Pricing Page Spec",
      "match": {
        "type": "exact",
        "values": [
          "product-pricing-page-spec",
          "Pricing Page Spec",
          "agent product-pricing-page-spec",
          "install product-pricing-page-spec",
          "add product-pricing-page-spec",
          "npx agentskit add product-pricing-page-spec"
        ]
      },
      "answer": {
        "markdown": "## Pricing Page Spec\n\nSpec typed. Pricing pages vague. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add product-pricing-page-spec`\n\nCategory: **product** · Status: **validated**\nCapabilities: `product`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/product-pricing-page-spec)",
        "citations": [
          {
            "id": "agent:product-pricing-page-spec",
            "title": "Pricing Page Spec",
            "href": "https://registry.agentskit.io/agents/product-pricing-page-spec"
          }
        ]
      }
    },
    {
      "id": "agent:product-prioritization-rice",
      "kind": "package",
      "label": "RICE Prioritizer",
      "match": {
        "type": "exact",
        "values": [
          "product-prioritization-rice",
          "RICE Prioritizer",
          "agent product-prioritization-rice",
          "install product-prioritization-rice",
          "add product-prioritization-rice",
          "npx agentskit add product-prioritization-rice"
        ]
      },
      "answer": {
        "markdown": "## RICE Prioritizer\n\nScores typed. Prioritization subjective. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add product-prioritization-rice`\n\nCategory: **product** · Status: **validated**\nCapabilities: `product`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/product-prioritization-rice)",
        "citations": [
          {
            "id": "agent:product-prioritization-rice",
            "title": "RICE Prioritizer",
            "href": "https://registry.agentskit.io/agents/product-prioritization-rice"
          }
        ]
      }
    },
    {
      "id": "agent:product-release-risk",
      "kind": "package",
      "label": "Release Risk",
      "match": {
        "type": "exact",
        "values": [
          "product-release-risk",
          "Release Risk",
          "agent product-release-risk",
          "install product-release-risk",
          "add product-release-risk",
          "npx agentskit add product-release-risk"
        ]
      },
      "answer": {
        "markdown": "## Release Risk\n\nRisk typed. Release risk opaque. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add product-release-risk`\n\nCategory: **product** · Status: **validated**\nCapabilities: `product`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/product-release-risk)",
        "citations": [
          {
            "id": "agent:product-release-risk",
            "title": "Release Risk",
            "href": "https://registry.agentskit.io/agents/product-release-risk"
          }
        ]
      }
    },
    {
      "id": "agent:product-roadmap-narrator",
      "kind": "package",
      "label": "Roadmap Narrator",
      "match": {
        "type": "exact",
        "values": [
          "product-roadmap-narrator",
          "Roadmap Narrator",
          "agent product-roadmap-narrator",
          "install product-roadmap-narrator",
          "add product-roadmap-narrator",
          "npx agentskit add product-roadmap-narrator"
        ]
      },
      "answer": {
        "markdown": "## Roadmap Narrator\n\nNarrative typed. Roadmap communication. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add product-roadmap-narrator`\n\nCategory: **product** · Status: **validated**\nCapabilities: `product`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/product-roadmap-narrator)",
        "citations": [
          {
            "id": "agent:product-roadmap-narrator",
            "title": "Roadmap Narrator",
            "href": "https://registry.agentskit.io/agents/product-roadmap-narrator"
          }
        ]
      }
    },
    {
      "id": "agent:product-usage-insights",
      "kind": "package",
      "label": "Usage Insights",
      "match": {
        "type": "exact",
        "values": [
          "product-usage-insights",
          "Usage Insights",
          "agent product-usage-insights",
          "install product-usage-insights",
          "add product-usage-insights",
          "npx agentskit add product-usage-insights"
        ]
      },
      "answer": {
        "markdown": "## Usage Insights\n\nInsights typed. Usage data unread. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add product-usage-insights`\n\nCategory: **product** · Status: **validated**\nCapabilities: `product`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/product-usage-insights)",
        "citations": [
          {
            "id": "agent:product-usage-insights",
            "title": "Usage Insights",
            "href": "https://registry.agentskit.io/agents/product-usage-insights"
          }
        ]
      }
    },
    {
      "id": "agent:product-user-story-splitter",
      "kind": "package",
      "label": "User Story Splitter",
      "match": {
        "type": "exact",
        "values": [
          "product-user-story-splitter",
          "User Story Splitter",
          "agent product-user-story-splitter",
          "install product-user-story-splitter",
          "add product-user-story-splitter",
          "npx agentskit add product-user-story-splitter"
        ]
      },
      "answer": {
        "markdown": "## User Story Splitter\n\nStories typed. Stories too large. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add product-user-story-splitter`\n\nCategory: **product** · Status: **validated**\nCapabilities: `product`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/product-user-story-splitter)",
        "citations": [
          {
            "id": "agent:product-user-story-splitter",
            "title": "User Story Splitter",
            "href": "https://registry.agentskit.io/agents/product-user-story-splitter"
          }
        ]
      }
    },
    {
      "id": "agent:productivity-calendar-conflict-resolver",
      "kind": "package",
      "label": "Calendar Conflict Resolver",
      "match": {
        "type": "exact",
        "values": [
          "productivity-calendar-conflict-resolver",
          "Calendar Conflict Resolver",
          "agent productivity-calendar-conflict-resolver",
          "install productivity-calendar-conflict-resolver",
          "add productivity-calendar-conflict-resolver",
          "npx agentskit add productivity-calendar-conflict-resolver"
        ]
      },
      "answer": {
        "markdown": "## Calendar Conflict Resolver\n\nOptions typed. Scheduling conflicts. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add productivity-calendar-conflict-resolver`\n\nCategory: **productivity** · Status: **validated**\nCapabilities: `productivity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/productivity-calendar-conflict-resolver)",
        "citations": [
          {
            "id": "agent:productivity-calendar-conflict-resolver",
            "title": "Calendar Conflict Resolver",
            "href": "https://registry.agentskit.io/agents/productivity-calendar-conflict-resolver"
          }
        ]
      }
    },
    {
      "id": "agent:productivity-email-triage",
      "kind": "package",
      "label": "Email Triage",
      "match": {
        "type": "exact",
        "values": [
          "productivity-email-triage",
          "Email Triage",
          "agent productivity-email-triage",
          "install productivity-email-triage",
          "add productivity-email-triage",
          "npx agentskit add productivity-email-triage"
        ]
      },
      "answer": {
        "markdown": "## Email Triage\n\nClassification typed. Inbox overload. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add productivity-email-triage`\n\nCategory: **productivity** · Status: **validated**\nCapabilities: `productivity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/productivity-email-triage)",
        "citations": [
          {
            "id": "agent:productivity-email-triage",
            "title": "Email Triage",
            "href": "https://registry.agentskit.io/agents/productivity-email-triage"
          }
        ]
      }
    },
    {
      "id": "agent:productivity-meeting-action-extractor",
      "kind": "package",
      "label": "Meeting Action Extractor",
      "match": {
        "type": "exact",
        "values": [
          "productivity-meeting-action-extractor",
          "agent productivity-meeting-action-extractor",
          "install productivity-meeting-action-extractor",
          "add productivity-meeting-action-extractor",
          "npx agentskit add productivity-meeting-action-extractor"
        ]
      },
      "answer": {
        "markdown": "## Meeting Action Extractor\n\nActions typed. Meeting notes → actions. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add productivity-meeting-action-extractor`\n\nCategory: **productivity** · Status: **validated**\nCapabilities: `productivity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/productivity-meeting-action-extractor)",
        "citations": [
          {
            "id": "agent:productivity-meeting-action-extractor",
            "title": "Meeting Action Extractor",
            "href": "https://registry.agentskit.io/agents/productivity-meeting-action-extractor"
          }
        ]
      }
    },
    {
      "id": "agent:productivity-weekly-digest",
      "kind": "package",
      "label": "Weekly Digest",
      "match": {
        "type": "exact",
        "values": [
          "productivity-weekly-digest",
          "Weekly Digest",
          "agent productivity-weekly-digest",
          "install productivity-weekly-digest",
          "add productivity-weekly-digest",
          "npx agentskit add productivity-weekly-digest"
        ]
      },
      "answer": {
        "markdown": "## Weekly Digest\n\nDigest typed. Weekly review manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add productivity-weekly-digest`\n\nCategory: **productivity** · Status: **validated**\nCapabilities: `productivity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/productivity-weekly-digest)",
        "citations": [
          {
            "id": "agent:productivity-weekly-digest",
            "title": "Weekly Digest",
            "href": "https://registry.agentskit.io/agents/productivity-weekly-digest"
          }
        ]
      }
    },
    {
      "id": "agent:realestate-closing-checklist",
      "kind": "package",
      "label": "Closing Checklist",
      "match": {
        "type": "exact",
        "values": [
          "realestate-closing-checklist",
          "Closing Checklist",
          "agent realestate-closing-checklist",
          "install realestate-closing-checklist",
          "add realestate-closing-checklist",
          "npx agentskit add realestate-closing-checklist"
        ]
      },
      "answer": {
        "markdown": "## Closing Checklist\n\nChecklist typed. Closing items missed. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add realestate-closing-checklist`\n\nCategory: **realestate** · Status: **validated**\nCapabilities: `realestate`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/realestate-closing-checklist)",
        "citations": [
          {
            "id": "agent:realestate-closing-checklist",
            "title": "Closing Checklist",
            "href": "https://registry.agentskit.io/agents/realestate-closing-checklist"
          }
        ]
      }
    },
    {
      "id": "agent:realestate-cma-author",
      "kind": "package",
      "label": "CMA Author",
      "match": {
        "type": "exact",
        "values": [
          "realestate-cma-author",
          "CMA Author",
          "agent realestate-cma-author",
          "install realestate-cma-author",
          "add realestate-cma-author",
          "npx agentskit add realestate-cma-author"
        ]
      },
      "answer": {
        "markdown": "## CMA Author\n\nCMA typed. CMAs slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add realestate-cma-author`\n\nCategory: **realestate** · Status: **validated**\nCapabilities: `realestate`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/realestate-cma-author)",
        "citations": [
          {
            "id": "agent:realestate-cma-author",
            "title": "CMA Author",
            "href": "https://registry.agentskit.io/agents/realestate-cma-author"
          }
        ]
      }
    },
    {
      "id": "agent:realestate-comp-analyzer",
      "kind": "package",
      "label": "Comp Analyzer",
      "match": {
        "type": "exact",
        "values": [
          "realestate-comp-analyzer",
          "Comp Analyzer",
          "agent realestate-comp-analyzer",
          "install realestate-comp-analyzer",
          "add realestate-comp-analyzer",
          "npx agentskit add realestate-comp-analyzer"
        ]
      },
      "answer": {
        "markdown": "## Comp Analyzer\n\nComps typed. Comps manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add realestate-comp-analyzer`\n\nCategory: **realestate** · Status: **validated**\nCapabilities: `realestate`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/realestate-comp-analyzer)",
        "citations": [
          {
            "id": "agent:realestate-comp-analyzer",
            "title": "Comp Analyzer",
            "href": "https://registry.agentskit.io/agents/realestate-comp-analyzer"
          }
        ]
      }
    },
    {
      "id": "agent:realestate-disclosure-checklist",
      "kind": "package",
      "label": "Disclosure Checklist",
      "match": {
        "type": "exact",
        "values": [
          "realestate-disclosure-checklist",
          "Disclosure Checklist",
          "agent realestate-disclosure-checklist",
          "install realestate-disclosure-checklist",
          "add realestate-disclosure-checklist",
          "npx agentskit add realestate-disclosure-checklist"
        ]
      },
      "answer": {
        "markdown": "## Disclosure Checklist\n\nChecklist typed. Disclosures missed. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add realestate-disclosure-checklist`\n\nCategory: **realestate** · Status: **validated**\nCapabilities: `realestate`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/realestate-disclosure-checklist)",
        "citations": [
          {
            "id": "agent:realestate-disclosure-checklist",
            "title": "Disclosure Checklist",
            "href": "https://registry.agentskit.io/agents/realestate-disclosure-checklist"
          }
        ]
      }
    },
    {
      "id": "agent:realestate-hoa-document-summarizer",
      "kind": "package",
      "label": "HOA Document Summarizer",
      "match": {
        "type": "exact",
        "values": [
          "realestate-hoa-document-summarizer",
          "HOA Document Summarizer",
          "agent realestate-hoa-document-summarizer",
          "install realestate-hoa-document-summarizer",
          "add realestate-hoa-document-summarizer",
          "npx agentskit add realestate-hoa-document-summarizer"
        ]
      },
      "answer": {
        "markdown": "## HOA Document Summarizer\n\nSummary typed. HOA docs long. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add realestate-hoa-document-summarizer`\n\nCategory: **realestate** · Status: **validated**\nCapabilities: `realestate`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/realestate-hoa-document-summarizer)",
        "citations": [
          {
            "id": "agent:realestate-hoa-document-summarizer",
            "title": "HOA Document Summarizer",
            "href": "https://registry.agentskit.io/agents/realestate-hoa-document-summarizer"
          }
        ]
      }
    },
    {
      "id": "agent:realestate-inspection-report-summarizer",
      "kind": "package",
      "label": "Inspection Summarizer",
      "match": {
        "type": "exact",
        "values": [
          "realestate-inspection-report-summarizer",
          "Inspection Summarizer",
          "agent realestate-inspection-report-summarizer",
          "install realestate-inspection-report-summarizer",
          "add realestate-inspection-report-summarizer",
          "npx agentskit add realestate-inspection-report-summarizer"
        ]
      },
      "answer": {
        "markdown": "## Inspection Summarizer\n\nSummary typed. Inspection reports long. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add realestate-inspection-report-summarizer`\n\nCategory: **realestate** · Status: **validated**\nCapabilities: `realestate`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/realestate-inspection-report-summarizer)",
        "citations": [
          {
            "id": "agent:realestate-inspection-report-summarizer",
            "title": "Inspection Summarizer",
            "href": "https://registry.agentskit.io/agents/realestate-inspection-report-summarizer"
          }
        ]
      }
    },
    {
      "id": "agent:realestate-lease-reviewer",
      "kind": "package",
      "label": "Lease Reviewer",
      "match": {
        "type": "exact",
        "values": [
          "realestate-lease-reviewer",
          "Lease Reviewer",
          "agent realestate-lease-reviewer",
          "install realestate-lease-reviewer",
          "add realestate-lease-reviewer",
          "npx agentskit add realestate-lease-reviewer"
        ]
      },
      "answer": {
        "markdown": "## Lease Reviewer\n\nFindings typed. Lease review slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add realestate-lease-reviewer`\n\nCategory: **realestate** · Status: **validated**\nCapabilities: `realestate`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/realestate-lease-reviewer)",
        "citations": [
          {
            "id": "agent:realestate-lease-reviewer",
            "title": "Lease Reviewer",
            "href": "https://registry.agentskit.io/agents/realestate-lease-reviewer"
          }
        ]
      }
    },
    {
      "id": "agent:realestate-listing-author",
      "kind": "package",
      "label": "Listing Author",
      "match": {
        "type": "exact",
        "values": [
          "realestate-listing-author",
          "Listing Author",
          "agent realestate-listing-author",
          "install realestate-listing-author",
          "add realestate-listing-author",
          "npx agentskit add realestate-listing-author"
        ]
      },
      "answer": {
        "markdown": "## Listing Author\n\nListing typed. Listings weak. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add realestate-listing-author`\n\nCategory: **realestate** · Status: **validated**\nCapabilities: `realestate`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/realestate-listing-author)",
        "citations": [
          {
            "id": "agent:realestate-listing-author",
            "title": "Listing Author",
            "href": "https://registry.agentskit.io/agents/realestate-listing-author"
          }
        ]
      }
    },
    {
      "id": "agent:realestate-mortgage-prequal-memo",
      "kind": "package",
      "label": "Mortgage Prequal Memo",
      "match": {
        "type": "exact",
        "values": [
          "realestate-mortgage-prequal-memo",
          "Mortgage Prequal Memo",
          "agent realestate-mortgage-prequal-memo",
          "install realestate-mortgage-prequal-memo",
          "add realestate-mortgage-prequal-memo",
          "npx agentskit add realestate-mortgage-prequal-memo"
        ]
      },
      "answer": {
        "markdown": "## Mortgage Prequal Memo\n\nMemo typed. Prequal slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add realestate-mortgage-prequal-memo`\n\nCategory: **realestate** · Status: **validated**\nCapabilities: `realestate`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/realestate-mortgage-prequal-memo)",
        "citations": [
          {
            "id": "agent:realestate-mortgage-prequal-memo",
            "title": "Mortgage Prequal Memo",
            "href": "https://registry.agentskit.io/agents/realestate-mortgage-prequal-memo"
          }
        ]
      }
    },
    {
      "id": "agent:realestate-offer-letter-drafter",
      "kind": "package",
      "label": "Offer Letter Drafter",
      "match": {
        "type": "exact",
        "values": [
          "realestate-offer-letter-drafter",
          "agent realestate-offer-letter-drafter",
          "install realestate-offer-letter-drafter",
          "add realestate-offer-letter-drafter",
          "npx agentskit add realestate-offer-letter-drafter"
        ]
      },
      "answer": {
        "markdown": "## Offer Letter Drafter\n\nOffer typed. Offers manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add realestate-offer-letter-drafter`\n\nCategory: **realestate** · Status: **validated**\nCapabilities: `realestate`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/realestate-offer-letter-drafter)",
        "citations": [
          {
            "id": "agent:realestate-offer-letter-drafter",
            "title": "Offer Letter Drafter",
            "href": "https://registry.agentskit.io/agents/realestate-offer-letter-drafter"
          }
        ]
      }
    },
    {
      "id": "agent:realestate-property-description",
      "kind": "package",
      "label": "Property Description",
      "match": {
        "type": "exact",
        "values": [
          "realestate-property-description",
          "Property Description",
          "agent realestate-property-description",
          "install realestate-property-description",
          "add realestate-property-description",
          "npx agentskit add realestate-property-description"
        ]
      },
      "answer": {
        "markdown": "## Property Description\n\nDescription typed. Descriptions generic. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add realestate-property-description`\n\nCategory: **realestate** · Status: **validated**\nCapabilities: `realestate`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/realestate-property-description)",
        "citations": [
          {
            "id": "agent:realestate-property-description",
            "title": "Property Description",
            "href": "https://registry.agentskit.io/agents/realestate-property-description"
          }
        ]
      }
    },
    {
      "id": "agent:realestate-tenant-screening-memo",
      "kind": "package",
      "label": "Tenant Screening Memo",
      "match": {
        "type": "exact",
        "values": [
          "realestate-tenant-screening-memo",
          "Tenant Screening Memo",
          "agent realestate-tenant-screening-memo",
          "install realestate-tenant-screening-memo",
          "add realestate-tenant-screening-memo",
          "npx agentskit add realestate-tenant-screening-memo"
        ]
      },
      "answer": {
        "markdown": "## Tenant Screening Memo\n\nMemo typed. Screening slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add realestate-tenant-screening-memo`\n\nCategory: **realestate** · Status: **validated**\nCapabilities: `realestate`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/realestate-tenant-screening-memo)",
        "citations": [
          {
            "id": "agent:realestate-tenant-screening-memo",
            "title": "Tenant Screening Memo",
            "href": "https://registry.agentskit.io/agents/realestate-tenant-screening-memo"
          }
        ]
      }
    },
    {
      "id": "agent:research",
      "kind": "package",
      "label": "Research Agent",
      "match": {
        "type": "exact",
        "values": [
          "research",
          "Research Agent",
          "agent research",
          "install research",
          "add research",
          "npx agentskit add research"
        ]
      },
      "answer": {
        "markdown": "## Research Agent\n\nCitation-first research agent. Searches the web, reads sources, and answers with every claim anchored to a URL. Hardened: fetched pages are treated as attacker-controlled data (prompt-injection defense), never as instructions.\n\nInstall: `npx agentskit add research`\n\nCategory: **research** · Status: **validated**\nCapabilities: `research`, `web-search`, `citations`, `rag`, `prompt-injection-defense`\n\n[Open the agent page](https://registry.agentskit.io/agents/research)",
        "citations": [
          {
            "id": "agent:research",
            "title": "Research Agent",
            "href": "https://registry.agentskit.io/agents/research"
          }
        ]
      }
    },
    {
      "id": "agent:research-academic-synthesizer",
      "kind": "package",
      "label": "Academic Synthesizer",
      "match": {
        "type": "exact",
        "values": [
          "research-academic-synthesizer",
          "Academic Synthesizer",
          "agent research-academic-synthesizer",
          "install research-academic-synthesizer",
          "add research-academic-synthesizer",
          "npx agentskit add research-academic-synthesizer"
        ]
      },
      "answer": {
        "markdown": "## Academic Synthesizer\n\nClaims typed + DOI/URL. Paper overload. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add research-academic-synthesizer`\n\nCategory: **research** · Status: **validated**\nCapabilities: `research`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/research-academic-synthesizer)",
        "citations": [
          {
            "id": "agent:research-academic-synthesizer",
            "title": "Academic Synthesizer",
            "href": "https://registry.agentskit.io/agents/research-academic-synthesizer"
          }
        ]
      }
    },
    {
      "id": "agent:research-competitive-landscape",
      "kind": "package",
      "label": "Competitive Landscape",
      "match": {
        "type": "exact",
        "values": [
          "research-competitive-landscape",
          "Competitive Landscape",
          "agent research-competitive-landscape",
          "install research-competitive-landscape",
          "add research-competitive-landscape",
          "npx agentskit add research-competitive-landscape"
        ]
      },
      "answer": {
        "markdown": "## Competitive Landscape\n\nPlayers/moves typed + sources. Landscape maps stale. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add research-competitive-landscape`\n\nCategory: **research** · Status: **validated**\nCapabilities: `research`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/research-competitive-landscape)",
        "citations": [
          {
            "id": "agent:research-competitive-landscape",
            "title": "Competitive Landscape",
            "href": "https://registry.agentskit.io/agents/research-competitive-landscape"
          }
        ]
      }
    },
    {
      "id": "agent:research-due-diligence",
      "kind": "package",
      "label": "Due Diligence Pack",
      "match": {
        "type": "exact",
        "values": [
          "research-due-diligence",
          "Due Diligence Pack",
          "agent research-due-diligence",
          "install research-due-diligence",
          "add research-due-diligence",
          "npx agentskit add research-due-diligence"
        ]
      },
      "answer": {
        "markdown": "## Due Diligence Pack\n\nDD pack typed claim→URL. M&A/vendor DD manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add research-due-diligence`\n\nCategory: **research** · Status: **validated**\nCapabilities: `research`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/research-due-diligence)",
        "citations": [
          {
            "id": "agent:research-due-diligence",
            "title": "Due Diligence Pack",
            "href": "https://registry.agentskit.io/agents/research-due-diligence"
          }
        ]
      }
    },
    {
      "id": "agent:research-esg-reporter",
      "kind": "package",
      "label": "ESG Reporter",
      "match": {
        "type": "exact",
        "values": [
          "research-esg-reporter",
          "ESG Reporter",
          "agent research-esg-reporter",
          "install research-esg-reporter",
          "add research-esg-reporter",
          "npx agentskit add research-esg-reporter"
        ]
      },
      "answer": {
        "markdown": "## ESG Reporter\n\nReport draft typed. ESG disclosure manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add research-esg-reporter`\n\nCategory: **research** · Status: **validated**\nCapabilities: `research`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/research-esg-reporter)",
        "citations": [
          {
            "id": "agent:research-esg-reporter",
            "title": "ESG Reporter",
            "href": "https://registry.agentskit.io/agents/research-esg-reporter"
          }
        ]
      }
    },
    {
      "id": "agent:research-expert-interview-prep",
      "kind": "package",
      "label": "Expert Interview Prep",
      "match": {
        "type": "exact",
        "values": [
          "research-expert-interview-prep",
          "Expert Interview Prep",
          "agent research-expert-interview-prep",
          "install research-expert-interview-prep",
          "add research-expert-interview-prep",
          "npx agentskit add research-expert-interview-prep"
        ]
      },
      "answer": {
        "markdown": "## Expert Interview Prep\n\nQuestion bank typed. Unprepared interviews. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add research-expert-interview-prep`\n\nCategory: **research** · Status: **validated**\nCapabilities: `research`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/research-expert-interview-prep)",
        "citations": [
          {
            "id": "agent:research-expert-interview-prep",
            "title": "Expert Interview Prep",
            "href": "https://registry.agentskit.io/agents/research-expert-interview-prep"
          }
        ]
      }
    },
    {
      "id": "agent:research-grant-proposal-research",
      "kind": "package",
      "label": "Grant Proposal Research",
      "match": {
        "type": "exact",
        "values": [
          "research-grant-proposal-research",
          "Grant Proposal Research",
          "agent research-grant-proposal-research",
          "install research-grant-proposal-research",
          "add research-grant-proposal-research",
          "npx agentskit add research-grant-proposal-research"
        ]
      },
      "answer": {
        "markdown": "## Grant Proposal Research\n\nLiterature typed. Grant background slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add research-grant-proposal-research`\n\nCategory: **research** · Status: **validated**\nCapabilities: `research`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/research-grant-proposal-research)",
        "citations": [
          {
            "id": "agent:research-grant-proposal-research",
            "title": "Grant Proposal Research",
            "href": "https://registry.agentskit.io/agents/research-grant-proposal-research"
          }
        ]
      }
    },
    {
      "id": "agent:research-industry-benchmark",
      "kind": "package",
      "label": "Industry Benchmark",
      "match": {
        "type": "exact",
        "values": [
          "research-industry-benchmark",
          "Industry Benchmark",
          "agent research-industry-benchmark",
          "install research-industry-benchmark",
          "add research-industry-benchmark",
          "npx agentskit add research-industry-benchmark"
        ]
      },
      "answer": {
        "markdown": "## Industry Benchmark\n\nMetrics typed + source. Benchmark hunting. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add research-industry-benchmark`\n\nCategory: **research** · Status: **validated**\nCapabilities: `research`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/research-industry-benchmark)",
        "citations": [
          {
            "id": "agent:research-industry-benchmark",
            "title": "Industry Benchmark",
            "href": "https://registry.agentskit.io/agents/research-industry-benchmark"
          }
        ]
      }
    },
    {
      "id": "agent:research-legislative-bill-tracker",
      "kind": "package",
      "label": "Legislative Bill Tracker",
      "match": {
        "type": "exact",
        "values": [
          "research-legislative-bill-tracker",
          "Legislative Bill Tracker",
          "agent research-legislative-bill-tracker",
          "install research-legislative-bill-tracker",
          "add research-legislative-bill-tracker",
          "npx agentskit add research-legislative-bill-tracker"
        ]
      },
      "answer": {
        "markdown": "## Legislative Bill Tracker\n\nStatus typed + bill ref. Bill status tracking. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add research-legislative-bill-tracker`\n\nCategory: **research** · Status: **validated**\nCapabilities: `research`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/research-legislative-bill-tracker)",
        "citations": [
          {
            "id": "agent:research-legislative-bill-tracker",
            "title": "Legislative Bill Tracker",
            "href": "https://registry.agentskit.io/agents/research-legislative-bill-tracker"
          }
        ]
      }
    },
    {
      "id": "agent:research-market-sizing",
      "kind": "package",
      "label": "Market Sizing",
      "match": {
        "type": "exact",
        "values": [
          "research-market-sizing",
          "Market Sizing",
          "agent research-market-sizing",
          "install research-market-sizing",
          "add research-market-sizing",
          "npx agentskit add research-market-sizing"
        ]
      },
      "answer": {
        "markdown": "## Market Sizing\n\nSizing typed + explicit assumptions. TAM/SAM/SOM guesses. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add research-market-sizing`\n\nCategory: **research** · Status: **validated**\nCapabilities: `research`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/research-market-sizing)",
        "citations": [
          {
            "id": "agent:research-market-sizing",
            "title": "Market Sizing",
            "href": "https://registry.agentskit.io/agents/research-market-sizing"
          }
        ]
      }
    },
    {
      "id": "agent:research-news-monitor",
      "kind": "package",
      "label": "News Monitor",
      "match": {
        "type": "exact",
        "values": [
          "research-news-monitor",
          "News Monitor",
          "agent research-news-monitor",
          "install research-news-monitor",
          "add research-news-monitor",
          "npx agentskit add research-news-monitor"
        ]
      },
      "answer": {
        "markdown": "## News Monitor\n\nDigest typed + URLs. Topic monitoring. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add research-news-monitor`\n\nCategory: **research** · Status: **validated**\nCapabilities: `research`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/research-news-monitor)",
        "citations": [
          {
            "id": "agent:research-news-monitor",
            "title": "News Monitor",
            "href": "https://registry.agentskit.io/agents/research-news-monitor"
          }
        ]
      }
    },
    {
      "id": "agent:research-patent-prior-art",
      "kind": "package",
      "label": "Patent Prior Art",
      "match": {
        "type": "exact",
        "values": [
          "research-patent-prior-art",
          "Patent Prior Art",
          "agent research-patent-prior-art",
          "install research-patent-prior-art",
          "add research-patent-prior-art",
          "npx agentskit add research-patent-prior-art"
        ]
      },
      "answer": {
        "markdown": "## Patent Prior Art\n\nResults typed + citations. Prior art search slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add research-patent-prior-art`\n\nCategory: **research** · Status: **validated**\nCapabilities: `research`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/research-patent-prior-art)",
        "citations": [
          {
            "id": "agent:research-patent-prior-art",
            "title": "Patent Prior Art",
            "href": "https://registry.agentskit.io/agents/research-patent-prior-art"
          }
        ]
      }
    },
    {
      "id": "agent:research-policy-brief",
      "kind": "package",
      "label": "Policy Brief",
      "match": {
        "type": "exact",
        "values": [
          "research-policy-brief",
          "Policy Brief",
          "agent research-policy-brief",
          "install research-policy-brief",
          "add research-policy-brief",
          "npx agentskit add research-policy-brief"
        ]
      },
      "answer": {
        "markdown": "## Policy Brief\n\nNeutral brief typed. Policy research scattered. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add research-policy-brief`\n\nCategory: **research** · Status: **validated**\nCapabilities: `research`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/research-policy-brief)",
        "citations": [
          {
            "id": "agent:research-policy-brief",
            "title": "Policy Brief",
            "href": "https://registry.agentskit.io/agents/research-policy-brief"
          }
        ]
      }
    },
    {
      "id": "agent:research-regulatory-tracker",
      "kind": "package",
      "label": "Regulatory Tracker",
      "match": {
        "type": "exact",
        "values": [
          "research-regulatory-tracker",
          "Regulatory Tracker",
          "agent research-regulatory-tracker",
          "install research-regulatory-tracker",
          "add research-regulatory-tracker",
          "npx agentskit add research-regulatory-tracker"
        ]
      },
      "answer": {
        "markdown": "## Regulatory Tracker\n\nDelta report typed + sources. Reg changes missed. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add research-regulatory-tracker`\n\nCategory: **research** · Status: **validated**\nCapabilities: `research`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/research-regulatory-tracker)",
        "citations": [
          {
            "id": "agent:research-regulatory-tracker",
            "title": "Regulatory Tracker",
            "href": "https://registry.agentskit.io/agents/research-regulatory-tracker"
          }
        ]
      }
    },
    {
      "id": "agent:research-vendor-evaluation",
      "kind": "package",
      "label": "Vendor Evaluation",
      "match": {
        "type": "exact",
        "values": [
          "research-vendor-evaluation",
          "Vendor Evaluation",
          "agent research-vendor-evaluation",
          "install research-vendor-evaluation",
          "add research-vendor-evaluation",
          "npx agentskit add research-vendor-evaluation"
        ]
      },
      "answer": {
        "markdown": "## Vendor Evaluation\n\nScorecard typed + evidence. Vendor selection subjective. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add research-vendor-evaluation`\n\nCategory: **research** · Status: **validated**\nCapabilities: `research`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/research-vendor-evaluation)",
        "citations": [
          {
            "id": "agent:research-vendor-evaluation",
            "title": "Vendor Evaluation",
            "href": "https://registry.agentskit.io/agents/research-vendor-evaluation"
          }
        ]
      }
    },
    {
      "id": "agent:sales-account-plan-author",
      "kind": "package",
      "label": "Account Plan Author",
      "match": {
        "type": "exact",
        "values": [
          "sales-account-plan-author",
          "Account Plan Author",
          "agent sales-account-plan-author",
          "install sales-account-plan-author",
          "add sales-account-plan-author",
          "npx agentskit add sales-account-plan-author"
        ]
      },
      "answer": {
        "markdown": "## Account Plan Author\n\nPlan typed. Account plans manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-account-plan-author`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-account-plan-author)",
        "citations": [
          {
            "id": "agent:sales-account-plan-author",
            "title": "Account Plan Author",
            "href": "https://registry.agentskit.io/agents/sales-account-plan-author"
          }
        ]
      }
    },
    {
      "id": "agent:sales-call-debrief",
      "kind": "package",
      "label": "Call Debrief",
      "match": {
        "type": "exact",
        "values": [
          "sales-call-debrief",
          "Call Debrief",
          "agent sales-call-debrief",
          "install sales-call-debrief",
          "add sales-call-debrief",
          "npx agentskit add sales-call-debrief"
        ]
      },
      "answer": {
        "markdown": "## Call Debrief\n\nDebrief typed. Call notes unstructured. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-call-debrief`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-call-debrief)",
        "citations": [
          {
            "id": "agent:sales-call-debrief",
            "title": "Call Debrief",
            "href": "https://registry.agentskit.io/agents/sales-call-debrief"
          }
        ]
      }
    },
    {
      "id": "agent:sales-call-prep-brief",
      "kind": "package",
      "label": "Call Prep Brief",
      "match": {
        "type": "exact",
        "values": [
          "sales-call-prep-brief",
          "Call Prep Brief",
          "agent sales-call-prep-brief",
          "install sales-call-prep-brief",
          "add sales-call-prep-brief",
          "npx agentskit add sales-call-prep-brief"
        ]
      },
      "answer": {
        "markdown": "## Call Prep Brief\n\nBrief typed. Unprepared calls. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-call-prep-brief`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-call-prep-brief)",
        "citations": [
          {
            "id": "agent:sales-call-prep-brief",
            "title": "Call Prep Brief",
            "href": "https://registry.agentskit.io/agents/sales-call-prep-brief"
          }
        ]
      }
    },
    {
      "id": "agent:sales-churn-save-playbook",
      "kind": "package",
      "label": "Churn Save Playbook",
      "match": {
        "type": "exact",
        "values": [
          "sales-churn-save-playbook",
          "Churn Save Playbook",
          "agent sales-churn-save-playbook",
          "install sales-churn-save-playbook",
          "add sales-churn-save-playbook",
          "npx agentskit add sales-churn-save-playbook"
        ]
      },
      "answer": {
        "markdown": "## Churn Save Playbook\n\nPlaybook typed. Save plays inconsistent. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-churn-save-playbook`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-churn-save-playbook)",
        "citations": [
          {
            "id": "agent:sales-churn-save-playbook",
            "title": "Churn Save Playbook",
            "href": "https://registry.agentskit.io/agents/sales-churn-save-playbook"
          }
        ]
      }
    },
    {
      "id": "agent:sales-commission-dispute",
      "kind": "package",
      "label": "Commission Dispute",
      "match": {
        "type": "exact",
        "values": [
          "sales-commission-dispute",
          "Commission Dispute",
          "agent sales-commission-dispute",
          "install sales-commission-dispute",
          "add sales-commission-dispute",
          "npx agentskit add sales-commission-dispute"
        ]
      },
      "answer": {
        "markdown": "## Commission Dispute\n\nResolution typed. Commission conflicts. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-commission-dispute`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-commission-dispute)",
        "citations": [
          {
            "id": "agent:sales-commission-dispute",
            "title": "Commission Dispute",
            "href": "https://registry.agentskit.io/agents/sales-commission-dispute"
          }
        ]
      }
    },
    {
      "id": "agent:sales-competitor-battlecard",
      "kind": "package",
      "label": "Competitor Battlecard",
      "match": {
        "type": "exact",
        "values": [
          "sales-competitor-battlecard",
          "Competitor Battlecard",
          "agent sales-competitor-battlecard",
          "install sales-competitor-battlecard",
          "add sales-competitor-battlecard",
          "npx agentskit add sales-competitor-battlecard"
        ]
      },
      "answer": {
        "markdown": "## Competitor Battlecard\n\nCard typed. Battlecards stale. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-competitor-battlecard`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-competitor-battlecard)",
        "citations": [
          {
            "id": "agent:sales-competitor-battlecard",
            "title": "Competitor Battlecard",
            "href": "https://registry.agentskit.io/agents/sales-competitor-battlecard"
          }
        ]
      }
    },
    {
      "id": "agent:sales-demo-script-author",
      "kind": "package",
      "label": "Demo Script Author",
      "match": {
        "type": "exact",
        "values": [
          "sales-demo-script-author",
          "Demo Script Author",
          "agent sales-demo-script-author",
          "install sales-demo-script-author",
          "add sales-demo-script-author",
          "npx agentskit add sales-demo-script-author"
        ]
      },
      "answer": {
        "markdown": "## Demo Script Author\n\nScript typed. Demos unstructured. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-demo-script-author`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-demo-script-author)",
        "citations": [
          {
            "id": "agent:sales-demo-script-author",
            "title": "Demo Script Author",
            "href": "https://registry.agentskit.io/agents/sales-demo-script-author"
          }
        ]
      }
    },
    {
      "id": "agent:sales-email-personalizer",
      "kind": "package",
      "label": "Email Personalizer",
      "match": {
        "type": "exact",
        "values": [
          "sales-email-personalizer",
          "Email Personalizer",
          "agent sales-email-personalizer",
          "install sales-email-personalizer",
          "add sales-email-personalizer",
          "npx agentskit add sales-email-personalizer"
        ]
      },
      "answer": {
        "markdown": "## Email Personalizer\n\nEmails typed. Generic outreach. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-email-personalizer`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-email-personalizer)",
        "citations": [
          {
            "id": "agent:sales-email-personalizer",
            "title": "Email Personalizer",
            "href": "https://registry.agentskit.io/agents/sales-email-personalizer"
          }
        ]
      }
    },
    {
      "id": "agent:sales-expansion-opportunity",
      "kind": "package",
      "label": "Expansion Opportunity",
      "match": {
        "type": "exact",
        "values": [
          "sales-expansion-opportunity",
          "Expansion Opportunity",
          "agent sales-expansion-opportunity",
          "install sales-expansion-opportunity",
          "add sales-expansion-opportunity",
          "npx agentskit add sales-expansion-opportunity"
        ]
      },
      "answer": {
        "markdown": "## Expansion Opportunity\n\nOpportunities typed. Upsell missed. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-expansion-opportunity`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-expansion-opportunity)",
        "citations": [
          {
            "id": "agent:sales-expansion-opportunity",
            "title": "Expansion Opportunity",
            "href": "https://registry.agentskit.io/agents/sales-expansion-opportunity"
          }
        ]
      }
    },
    {
      "id": "agent:sales-forecast-interpreter",
      "kind": "package",
      "label": "Forecast Interpreter",
      "match": {
        "type": "exact",
        "values": [
          "sales-forecast-interpreter",
          "Forecast Interpreter",
          "agent sales-forecast-interpreter",
          "install sales-forecast-interpreter",
          "add sales-forecast-interpreter",
          "npx agentskit add sales-forecast-interpreter"
        ]
      },
      "answer": {
        "markdown": "## Forecast Interpreter\n\nInsights typed. Forecast opaque. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-forecast-interpreter`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-forecast-interpreter)",
        "citations": [
          {
            "id": "agent:sales-forecast-interpreter",
            "title": "Forecast Interpreter",
            "href": "https://registry.agentskit.io/agents/sales-forecast-interpreter"
          }
        ]
      }
    },
    {
      "id": "agent:sales-handoff-to-cs",
      "kind": "package",
      "label": "Sales to CS Handoff",
      "match": {
        "type": "exact",
        "values": [
          "sales-handoff-to-cs",
          "Sales to CS Handoff",
          "agent sales-handoff-to-cs",
          "install sales-handoff-to-cs",
          "add sales-handoff-to-cs",
          "npx agentskit add sales-handoff-to-cs"
        ]
      },
      "answer": {
        "markdown": "## Sales to CS Handoff\n\nHandoff typed. Sales→CS context loss. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-handoff-to-cs`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-handoff-to-cs)",
        "citations": [
          {
            "id": "agent:sales-handoff-to-cs",
            "title": "Sales to CS Handoff",
            "href": "https://registry.agentskit.io/agents/sales-handoff-to-cs"
          }
        ]
      }
    },
    {
      "id": "agent:sales-lead-scorer",
      "kind": "package",
      "label": "Lead Scorer",
      "match": {
        "type": "exact",
        "values": [
          "sales-lead-scorer",
          "Lead Scorer",
          "agent sales-lead-scorer",
          "install sales-lead-scorer",
          "add sales-lead-scorer",
          "npx agentskit add sales-lead-scorer"
        ]
      },
      "answer": {
        "markdown": "## Lead Scorer\n\nScore typed. Lead qual inconsistent. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-lead-scorer`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-lead-scorer)",
        "citations": [
          {
            "id": "agent:sales-lead-scorer",
            "title": "Lead Scorer",
            "href": "https://registry.agentskit.io/agents/sales-lead-scorer"
          }
        ]
      }
    },
    {
      "id": "agent:sales-mutual-action-plan",
      "kind": "package",
      "label": "Mutual Action Plan",
      "match": {
        "type": "exact",
        "values": [
          "sales-mutual-action-plan",
          "Mutual Action Plan",
          "agent sales-mutual-action-plan",
          "install sales-mutual-action-plan",
          "add sales-mutual-action-plan",
          "npx agentskit add sales-mutual-action-plan"
        ]
      },
      "answer": {
        "markdown": "## Mutual Action Plan\n\nPlan typed. MAPs manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-mutual-action-plan`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-mutual-action-plan)",
        "citations": [
          {
            "id": "agent:sales-mutual-action-plan",
            "title": "Mutual Action Plan",
            "href": "https://registry.agentskit.io/agents/sales-mutual-action-plan"
          }
        ]
      }
    },
    {
      "id": "agent:sales-objection-handler",
      "kind": "package",
      "label": "Objection Handler",
      "match": {
        "type": "exact",
        "values": [
          "sales-objection-handler",
          "Objection Handler",
          "agent sales-objection-handler",
          "install sales-objection-handler",
          "add sales-objection-handler",
          "npx agentskit add sales-objection-handler"
        ]
      },
      "answer": {
        "markdown": "## Objection Handler\n\nResponses typed. Objections ad-hoc. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-objection-handler`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-objection-handler)",
        "citations": [
          {
            "id": "agent:sales-objection-handler",
            "title": "Objection Handler",
            "href": "https://registry.agentskit.io/agents/sales-objection-handler"
          }
        ]
      }
    },
    {
      "id": "agent:sales-outbound-sequence-author",
      "kind": "package",
      "label": "Outbound Sequence Author",
      "match": {
        "type": "exact",
        "values": [
          "sales-outbound-sequence-author",
          "Outbound Sequence Author",
          "agent sales-outbound-sequence-author",
          "install sales-outbound-sequence-author",
          "add sales-outbound-sequence-author",
          "npx agentskit add sales-outbound-sequence-author"
        ]
      },
      "answer": {
        "markdown": "## Outbound Sequence Author\n\nSequence typed. Cold outreach manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-outbound-sequence-author`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-outbound-sequence-author)",
        "citations": [
          {
            "id": "agent:sales-outbound-sequence-author",
            "title": "Outbound Sequence Author",
            "href": "https://registry.agentskit.io/agents/sales-outbound-sequence-author"
          }
        ]
      }
    },
    {
      "id": "agent:sales-partner-deal-desk",
      "kind": "package",
      "label": "Partner Deal Desk",
      "match": {
        "type": "exact",
        "values": [
          "sales-partner-deal-desk",
          "Partner Deal Desk",
          "agent sales-partner-deal-desk",
          "install sales-partner-deal-desk",
          "add sales-partner-deal-desk",
          "npx agentskit add sales-partner-deal-desk"
        ]
      },
      "answer": {
        "markdown": "## Partner Deal Desk\n\nReview typed. Partner deals complex. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-partner-deal-desk`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-partner-deal-desk)",
        "citations": [
          {
            "id": "agent:sales-partner-deal-desk",
            "title": "Partner Deal Desk",
            "href": "https://registry.agentskit.io/agents/sales-partner-deal-desk"
          }
        ]
      }
    },
    {
      "id": "agent:sales-pipeline-hygiene",
      "kind": "package",
      "label": "Pipeline Hygiene",
      "match": {
        "type": "exact",
        "values": [
          "sales-pipeline-hygiene",
          "Pipeline Hygiene",
          "agent sales-pipeline-hygiene",
          "install sales-pipeline-hygiene",
          "add sales-pipeline-hygiene",
          "npx agentskit add sales-pipeline-hygiene"
        ]
      },
      "answer": {
        "markdown": "## Pipeline Hygiene\n\nIssues typed. Dirty CRM. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-pipeline-hygiene`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-pipeline-hygiene)",
        "citations": [
          {
            "id": "agent:sales-pipeline-hygiene",
            "title": "Pipeline Hygiene",
            "href": "https://registry.agentskit.io/agents/sales-pipeline-hygiene"
          }
        ]
      }
    },
    {
      "id": "agent:sales-pricing-calculator-memo",
      "kind": "package",
      "label": "Pricing Calculator Memo",
      "match": {
        "type": "exact",
        "values": [
          "sales-pricing-calculator-memo",
          "Pricing Calculator Memo",
          "agent sales-pricing-calculator-memo",
          "install sales-pricing-calculator-memo",
          "add sales-pricing-calculator-memo",
          "npx agentskit add sales-pricing-calculator-memo"
        ]
      },
      "answer": {
        "markdown": "## Pricing Calculator Memo\n\nMemo typed. Pricing opaque. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-pricing-calculator-memo`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-pricing-calculator-memo)",
        "citations": [
          {
            "id": "agent:sales-pricing-calculator-memo",
            "title": "Pricing Calculator Memo",
            "href": "https://registry.agentskit.io/agents/sales-pricing-calculator-memo"
          }
        ]
      }
    },
    {
      "id": "agent:sales-proposal-drafter",
      "kind": "package",
      "label": "Proposal Drafter",
      "match": {
        "type": "exact",
        "values": [
          "sales-proposal-drafter",
          "Proposal Drafter",
          "agent sales-proposal-drafter",
          "install sales-proposal-drafter",
          "add sales-proposal-drafter",
          "npx agentskit add sales-proposal-drafter"
        ]
      },
      "answer": {
        "markdown": "## Proposal Drafter\n\nProposal typed. Proposals slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-proposal-drafter`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-proposal-drafter)",
        "citations": [
          {
            "id": "agent:sales-proposal-drafter",
            "title": "Proposal Drafter",
            "href": "https://registry.agentskit.io/agents/sales-proposal-drafter"
          }
        ]
      }
    },
    {
      "id": "agent:sales-qbr-deck-builder",
      "kind": "package",
      "label": "QBR Deck Builder",
      "match": {
        "type": "exact",
        "values": [
          "sales-qbr-deck-builder",
          "QBR Deck Builder",
          "agent sales-qbr-deck-builder",
          "install sales-qbr-deck-builder",
          "add sales-qbr-deck-builder",
          "npx agentskit add sales-qbr-deck-builder"
        ]
      },
      "answer": {
        "markdown": "## QBR Deck Builder\n\nDeck typed. QBR decks slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-qbr-deck-builder`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-qbr-deck-builder)",
        "citations": [
          {
            "id": "agent:sales-qbr-deck-builder",
            "title": "QBR Deck Builder",
            "href": "https://registry.agentskit.io/agents/sales-qbr-deck-builder"
          }
        ]
      }
    },
    {
      "id": "agent:sales-renewal-risk-scorer",
      "kind": "package",
      "label": "Renewal Risk Scorer",
      "match": {
        "type": "exact",
        "values": [
          "sales-renewal-risk-scorer",
          "Renewal Risk Scorer",
          "agent sales-renewal-risk-scorer",
          "install sales-renewal-risk-scorer",
          "add sales-renewal-risk-scorer",
          "npx agentskit add sales-renewal-risk-scorer"
        ]
      },
      "answer": {
        "markdown": "## Renewal Risk Scorer\n\nScore typed. Renewal risk hidden. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-renewal-risk-scorer`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-renewal-risk-scorer)",
        "citations": [
          {
            "id": "agent:sales-renewal-risk-scorer",
            "title": "Renewal Risk Scorer",
            "href": "https://registry.agentskit.io/agents/sales-renewal-risk-scorer"
          }
        ]
      }
    },
    {
      "id": "agent:sales-rfp-responder",
      "kind": "package",
      "label": "RFP Responder",
      "match": {
        "type": "exact",
        "values": [
          "sales-rfp-responder",
          "RFP Responder",
          "agent sales-rfp-responder",
          "install sales-rfp-responder",
          "add sales-rfp-responder",
          "npx agentskit add sales-rfp-responder"
        ]
      },
      "answer": {
        "markdown": "## RFP Responder\n\nResponse typed. RFP responses slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-rfp-responder`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-rfp-responder)",
        "citations": [
          {
            "id": "agent:sales-rfp-responder",
            "title": "RFP Responder",
            "href": "https://registry.agentskit.io/agents/sales-rfp-responder"
          }
        ]
      }
    },
    {
      "id": "agent:sales-sow-from-deal",
      "kind": "package",
      "label": "SOW from Deal",
      "match": {
        "type": "exact",
        "values": [
          "sales-sow-from-deal",
          "SOW from Deal",
          "agent sales-sow-from-deal",
          "install sales-sow-from-deal",
          "add sales-sow-from-deal",
          "npx agentskit add sales-sow-from-deal"
        ]
      },
      "answer": {
        "markdown": "## SOW from Deal\n\nSOW typed. SOW from CRM slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-sow-from-deal`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-sow-from-deal)",
        "citations": [
          {
            "id": "agent:sales-sow-from-deal",
            "title": "SOW from Deal",
            "href": "https://registry.agentskit.io/agents/sales-sow-from-deal"
          }
        ]
      }
    },
    {
      "id": "agent:sales-territory-planner",
      "kind": "package",
      "label": "Territory Planner",
      "match": {
        "type": "exact",
        "values": [
          "sales-territory-planner",
          "Territory Planner",
          "agent sales-territory-planner",
          "install sales-territory-planner",
          "add sales-territory-planner",
          "npx agentskit add sales-territory-planner"
        ]
      },
      "answer": {
        "markdown": "## Territory Planner\n\nPlan typed. Territory planning. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-territory-planner`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-territory-planner)",
        "citations": [
          {
            "id": "agent:sales-territory-planner",
            "title": "Territory Planner",
            "href": "https://registry.agentskit.io/agents/sales-territory-planner"
          }
        ]
      }
    },
    {
      "id": "agent:sales-win-loss-analyzer",
      "kind": "package",
      "label": "Win/Loss Analyzer",
      "match": {
        "type": "exact",
        "values": [
          "sales-win-loss-analyzer",
          "Win/Loss Analyzer",
          "agent sales-win-loss-analyzer",
          "install sales-win-loss-analyzer",
          "add sales-win-loss-analyzer",
          "npx agentskit add sales-win-loss-analyzer"
        ]
      },
      "answer": {
        "markdown": "## Win/Loss Analyzer\n\nAnalysis typed. Win/loss insights missing. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add sales-win-loss-analyzer`\n\nCategory: **sales** · Status: **validated**\nCapabilities: `sales`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/sales-win-loss-analyzer)",
        "citations": [
          {
            "id": "agent:sales-win-loss-analyzer",
            "title": "Win/Loss Analyzer",
            "href": "https://registry.agentskit.io/agents/sales-win-loss-analyzer"
          }
        ]
      }
    },
    {
      "id": "agent:security-access-review",
      "kind": "package",
      "label": "Access Review",
      "match": {
        "type": "exact",
        "values": [
          "security-access-review",
          "Access Review",
          "agent security-access-review",
          "install security-access-review",
          "add security-access-review",
          "npx agentskit add security-access-review"
        ]
      },
      "answer": {
        "markdown": "## Access Review\n\nReview typed. Access reviews slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add security-access-review`\n\nCategory: **cybersecurity** · Status: **validated**\nCapabilities: `cybersecurity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/security-access-review)",
        "citations": [
          {
            "id": "agent:security-access-review",
            "title": "Access Review",
            "href": "https://registry.agentskit.io/agents/security-access-review"
          }
        ]
      }
    },
    {
      "id": "agent:security-breach-notification-drafter",
      "kind": "package",
      "label": "Breach Notification Drafter",
      "match": {
        "type": "exact",
        "values": [
          "security-breach-notification-drafter",
          "Breach Notification Drafter",
          "agent security-breach-notification-drafter",
          "install security-breach-notification-drafter",
          "add security-breach-notification-drafter",
          "npx agentskit add security-breach-notification-drafter"
        ]
      },
      "answer": {
        "markdown": "## Breach Notification Drafter\n\nNotice typed. Breach notices. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add security-breach-notification-drafter`\n\nCategory: **cybersecurity** · Status: **validated**\nCapabilities: `cybersecurity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/security-breach-notification-drafter)",
        "citations": [
          {
            "id": "agent:security-breach-notification-drafter",
            "title": "Breach Notification Drafter",
            "href": "https://registry.agentskit.io/agents/security-breach-notification-drafter"
          }
        ]
      }
    },
    {
      "id": "agent:security-compliance-gap-nist",
      "kind": "package",
      "label": "NIST Compliance Gap",
      "match": {
        "type": "exact",
        "values": [
          "security-compliance-gap-nist",
          "NIST Compliance Gap",
          "agent security-compliance-gap-nist",
          "install security-compliance-gap-nist",
          "add security-compliance-gap-nist",
          "npx agentskit add security-compliance-gap-nist"
        ]
      },
      "answer": {
        "markdown": "## NIST Compliance Gap\n\nGaps typed. NIST gaps. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add security-compliance-gap-nist`\n\nCategory: **cybersecurity** · Status: **validated**\nCapabilities: `cybersecurity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/security-compliance-gap-nist)",
        "citations": [
          {
            "id": "agent:security-compliance-gap-nist",
            "title": "NIST Compliance Gap",
            "href": "https://registry.agentskit.io/agents/security-compliance-gap-nist"
          }
        ]
      }
    },
    {
      "id": "agent:security-cve-impact",
      "kind": "package",
      "label": "CVE Impact",
      "match": {
        "type": "exact",
        "values": [
          "security-cve-impact",
          "CVE Impact",
          "agent security-cve-impact",
          "install security-cve-impact",
          "add security-cve-impact",
          "npx agentskit add security-cve-impact"
        ]
      },
      "answer": {
        "markdown": "## CVE Impact\n\nImpact typed. CVE impact unclear. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add security-cve-impact`\n\nCategory: **cybersecurity** · Status: **validated**\nCapabilities: `cybersecurity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/security-cve-impact)",
        "citations": [
          {
            "id": "agent:security-cve-impact",
            "title": "CVE Impact",
            "href": "https://registry.agentskit.io/agents/security-cve-impact"
          }
        ]
      }
    },
    {
      "id": "agent:security-incident-timeline",
      "kind": "package",
      "label": "Incident Timeline",
      "match": {
        "type": "exact",
        "values": [
          "security-incident-timeline",
          "Incident Timeline",
          "agent security-incident-timeline",
          "install security-incident-timeline",
          "add security-incident-timeline",
          "npx agentskit add security-incident-timeline"
        ]
      },
      "answer": {
        "markdown": "## Incident Timeline\n\nTimeline typed. IR timelines manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add security-incident-timeline`\n\nCategory: **cybersecurity** · Status: **validated**\nCapabilities: `cybersecurity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/security-incident-timeline)",
        "citations": [
          {
            "id": "agent:security-incident-timeline",
            "title": "Incident Timeline",
            "href": "https://registry.agentskit.io/agents/security-incident-timeline"
          }
        ]
      }
    },
    {
      "id": "agent:security-log-anomaly",
      "kind": "package",
      "label": "Log Anomaly",
      "match": {
        "type": "exact",
        "values": [
          "security-log-anomaly",
          "Log Anomaly",
          "agent security-log-anomaly",
          "install security-log-anomaly",
          "add security-log-anomaly",
          "npx agentskit add security-log-anomaly"
        ]
      },
      "answer": {
        "markdown": "## Log Anomaly\n\nAnomalies typed. Log anomalies. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add security-log-anomaly`\n\nCategory: **cybersecurity** · Status: **validated**\nCapabilities: `cybersecurity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/security-log-anomaly)",
        "citations": [
          {
            "id": "agent:security-log-anomaly",
            "title": "Log Anomaly",
            "href": "https://registry.agentskit.io/agents/security-log-anomaly"
          }
        ]
      }
    },
    {
      "id": "agent:security-malware-report-interpreter",
      "kind": "package",
      "label": "Malware Report Interpreter",
      "match": {
        "type": "exact",
        "values": [
          "security-malware-report-interpreter",
          "Malware Report Interpreter",
          "agent security-malware-report-interpreter",
          "install security-malware-report-interpreter",
          "add security-malware-report-interpreter",
          "npx agentskit add security-malware-report-interpreter"
        ]
      },
      "answer": {
        "markdown": "## Malware Report Interpreter\n\nSummary typed. Malware reports opaque. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add security-malware-report-interpreter`\n\nCategory: **cybersecurity** · Status: **validated**\nCapabilities: `cybersecurity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/security-malware-report-interpreter)",
        "citations": [
          {
            "id": "agent:security-malware-report-interpreter",
            "title": "Malware Report Interpreter",
            "href": "https://registry.agentskit.io/agents/security-malware-report-interpreter"
          }
        ]
      }
    },
    {
      "id": "agent:security-pentest-finding-triage",
      "kind": "package",
      "label": "Pentest Finding Triage",
      "match": {
        "type": "exact",
        "values": [
          "security-pentest-finding-triage",
          "Pentest Finding Triage",
          "agent security-pentest-finding-triage",
          "install security-pentest-finding-triage",
          "add security-pentest-finding-triage",
          "npx agentskit add security-pentest-finding-triage"
        ]
      },
      "answer": {
        "markdown": "## Pentest Finding Triage\n\nTriage typed. Pentest noise. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add security-pentest-finding-triage`\n\nCategory: **cybersecurity** · Status: **validated**\nCapabilities: `cybersecurity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/security-pentest-finding-triage)",
        "citations": [
          {
            "id": "agent:security-pentest-finding-triage",
            "title": "Pentest Finding Triage",
            "href": "https://registry.agentskit.io/agents/security-pentest-finding-triage"
          }
        ]
      }
    },
    {
      "id": "agent:security-phishing-triage",
      "kind": "package",
      "label": "Phishing Triage",
      "match": {
        "type": "exact",
        "values": [
          "security-phishing-triage",
          "Phishing Triage",
          "agent security-phishing-triage",
          "install security-phishing-triage",
          "add security-phishing-triage",
          "npx agentskit add security-phishing-triage"
        ]
      },
      "answer": {
        "markdown": "## Phishing Triage\n\nTriage typed. Phishing reports. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add security-phishing-triage`\n\nCategory: **cybersecurity** · Status: **validated**\nCapabilities: `cybersecurity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/security-phishing-triage)",
        "citations": [
          {
            "id": "agent:security-phishing-triage",
            "title": "Phishing Triage",
            "href": "https://registry.agentskit.io/agents/security-phishing-triage"
          }
        ]
      }
    },
    {
      "id": "agent:security-policy-drafter",
      "kind": "package",
      "label": "Security Policy Drafter",
      "match": {
        "type": "exact",
        "values": [
          "security-policy-drafter",
          "Security Policy Drafter",
          "agent security-policy-drafter",
          "install security-policy-drafter",
          "add security-policy-drafter",
          "npx agentskit add security-policy-drafter"
        ]
      },
      "answer": {
        "markdown": "## Security Policy Drafter\n\nPolicy typed. Policies manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add security-policy-drafter`\n\nCategory: **cybersecurity** · Status: **validated**\nCapabilities: `cybersecurity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/security-policy-drafter)",
        "citations": [
          {
            "id": "agent:security-policy-drafter",
            "title": "Security Policy Drafter",
            "href": "https://registry.agentskit.io/agents/security-policy-drafter"
          }
        ]
      }
    },
    {
      "id": "agent:security-red-team-debrief",
      "kind": "package",
      "label": "Red Team Debrief",
      "match": {
        "type": "exact",
        "values": [
          "security-red-team-debrief",
          "Red Team Debrief",
          "agent security-red-team-debrief",
          "install security-red-team-debrief",
          "add security-red-team-debrief",
          "npx agentskit add security-red-team-debrief"
        ]
      },
      "answer": {
        "markdown": "## Red Team Debrief\n\nDebrief typed. Red team debriefs. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add security-red-team-debrief`\n\nCategory: **cybersecurity** · Status: **validated**\nCapabilities: `cybersecurity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/security-red-team-debrief)",
        "citations": [
          {
            "id": "agent:security-red-team-debrief",
            "title": "Red Team Debrief",
            "href": "https://registry.agentskit.io/agents/security-red-team-debrief"
          }
        ]
      }
    },
    {
      "id": "agent:security-siem-alert-grouper",
      "kind": "package",
      "label": "SIEM Alert Grouper",
      "match": {
        "type": "exact",
        "values": [
          "security-siem-alert-grouper",
          "SIEM Alert Grouper",
          "agent security-siem-alert-grouper",
          "install security-siem-alert-grouper",
          "add security-siem-alert-grouper",
          "npx agentskit add security-siem-alert-grouper"
        ]
      },
      "answer": {
        "markdown": "## SIEM Alert Grouper\n\nGroups typed. Alert noise. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add security-siem-alert-grouper`\n\nCategory: **cybersecurity** · Status: **validated**\nCapabilities: `cybersecurity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/security-siem-alert-grouper)",
        "citations": [
          {
            "id": "agent:security-siem-alert-grouper",
            "title": "SIEM Alert Grouper",
            "href": "https://registry.agentskit.io/agents/security-siem-alert-grouper"
          }
        ]
      }
    },
    {
      "id": "agent:security-third-party-risk",
      "kind": "package",
      "label": "Third-party Risk",
      "match": {
        "type": "exact",
        "values": [
          "security-third-party-risk",
          "Third-party Risk",
          "agent security-third-party-risk",
          "install security-third-party-risk",
          "add security-third-party-risk",
          "npx agentskit add security-third-party-risk"
        ]
      },
      "answer": {
        "markdown": "## Third-party Risk\n\nAssessment typed. Vendor risk. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add security-third-party-risk`\n\nCategory: **cybersecurity** · Status: **validated**\nCapabilities: `cybersecurity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/security-third-party-risk)",
        "citations": [
          {
            "id": "agent:security-third-party-risk",
            "title": "Third-party Risk",
            "href": "https://registry.agentskit.io/agents/security-third-party-risk"
          }
        ]
      }
    },
    {
      "id": "agent:security-threat-intel-brief",
      "kind": "package",
      "label": "Threat Intel Brief",
      "match": {
        "type": "exact",
        "values": [
          "security-threat-intel-brief",
          "Threat Intel Brief",
          "agent security-threat-intel-brief",
          "install security-threat-intel-brief",
          "add security-threat-intel-brief",
          "npx agentskit add security-threat-intel-brief"
        ]
      },
      "answer": {
        "markdown": "## Threat Intel Brief\n\nBrief typed. Threat intel scattered. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add security-threat-intel-brief`\n\nCategory: **cybersecurity** · Status: **validated**\nCapabilities: `cybersecurity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/security-threat-intel-brief)",
        "citations": [
          {
            "id": "agent:security-threat-intel-brief",
            "title": "Threat Intel Brief",
            "href": "https://registry.agentskit.io/agents/security-threat-intel-brief"
          }
        ]
      }
    },
    {
      "id": "agent:security-vuln-prioritizer",
      "kind": "package",
      "label": "Vuln Prioritizer",
      "match": {
        "type": "exact",
        "values": [
          "security-vuln-prioritizer",
          "Vuln Prioritizer",
          "agent security-vuln-prioritizer",
          "install security-vuln-prioritizer",
          "add security-vuln-prioritizer",
          "npx agentskit add security-vuln-prioritizer"
        ]
      },
      "answer": {
        "markdown": "## Vuln Prioritizer\n\nPriority typed. Vuln backlog. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add security-vuln-prioritizer`\n\nCategory: **cybersecurity** · Status: **validated**\nCapabilities: `cybersecurity`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/security-vuln-prioritizer)",
        "citations": [
          {
            "id": "agent:security-vuln-prioritizer",
            "title": "Vuln Prioritizer",
            "href": "https://registry.agentskit.io/agents/security-vuln-prioritizer"
          }
        ]
      }
    },
    {
      "id": "agent:support-bug-repro-guide",
      "kind": "package",
      "label": "Bug Repro Guide",
      "match": {
        "type": "exact",
        "values": [
          "support-bug-repro-guide",
          "Bug Repro Guide",
          "agent support-bug-repro-guide",
          "install support-bug-repro-guide",
          "add support-bug-repro-guide",
          "npx agentskit add support-bug-repro-guide"
        ]
      },
      "answer": {
        "markdown": "## Bug Repro Guide\n\nRepro steps typed. Bugs without repro. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add support-bug-repro-guide`\n\nCategory: **support** · Status: **validated**\nCapabilities: `support`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/support-bug-repro-guide)",
        "citations": [
          {
            "id": "agent:support-bug-repro-guide",
            "title": "Bug Repro Guide",
            "href": "https://registry.agentskit.io/agents/support-bug-repro-guide"
          }
        ]
      }
    },
    {
      "id": "agent:support-churn-risk-scorer",
      "kind": "package",
      "label": "Churn Risk Scorer",
      "match": {
        "type": "exact",
        "values": [
          "support-churn-risk-scorer",
          "Churn Risk Scorer",
          "agent support-churn-risk-scorer",
          "install support-churn-risk-scorer",
          "add support-churn-risk-scorer",
          "npx agentskit add support-churn-risk-scorer"
        ]
      },
      "answer": {
        "markdown": "## Churn Risk Scorer\n\nRisk score typed. Silent churn. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add support-churn-risk-scorer`\n\nCategory: **support** · Status: **validated**\nCapabilities: `support`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/support-churn-risk-scorer)",
        "citations": [
          {
            "id": "agent:support-churn-risk-scorer",
            "title": "Churn Risk Scorer",
            "href": "https://registry.agentskit.io/agents/support-churn-risk-scorer"
          }
        ]
      }
    },
    {
      "id": "agent:support-csat-response-drafter",
      "kind": "package",
      "label": "CSAT Response Drafter",
      "match": {
        "type": "exact",
        "values": [
          "support-csat-response-drafter",
          "CSAT Response Drafter",
          "agent support-csat-response-drafter",
          "install support-csat-response-drafter",
          "add support-csat-response-drafter",
          "npx agentskit add support-csat-response-drafter"
        ]
      },
      "answer": {
        "markdown": "## CSAT Response Drafter\n\nResponse draft typed. Negative CSAT slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add support-csat-response-drafter`\n\nCategory: **support** · Status: **validated**\nCapabilities: `support`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/support-csat-response-drafter)",
        "citations": [
          {
            "id": "agent:support-csat-response-drafter",
            "title": "CSAT Response Drafter",
            "href": "https://registry.agentskit.io/agents/support-csat-response-drafter"
          }
        ]
      }
    },
    {
      "id": "agent:support-escalation-drafter",
      "kind": "package",
      "label": "Escalation Drafter",
      "match": {
        "type": "exact",
        "values": [
          "support-escalation-drafter",
          "Escalation Drafter",
          "agent support-escalation-drafter",
          "install support-escalation-drafter",
          "add support-escalation-drafter",
          "npx agentskit add support-escalation-drafter"
        ]
      },
      "answer": {
        "markdown": "## Escalation Drafter\n\nTurns a ticket + agent notes into a TYPED internal escalation draft (impact / tried / need / SLA). A deterministic PII backstop re-scans every field and strips raw email / phone / ids the model leaked; always a draft for the agent to review before posting.\n\nInstall: `npx agentskit add support-escalation-drafter`\n\nCategory: **support** · Status: **validated**\nCapabilities: `support`, `pii-redaction`, `human-in-the-loop`\n\n[Open the agent page](https://registry.agentskit.io/agents/support-escalation-drafter)",
        "citations": [
          {
            "id": "agent:support-escalation-drafter",
            "title": "Escalation Drafter",
            "href": "https://registry.agentskit.io/agents/support-escalation-drafter"
          }
        ]
      }
    },
    {
      "id": "agent:support-feature-clusterer",
      "kind": "package",
      "label": "Feature Request Clusterer",
      "match": {
        "type": "exact",
        "values": [
          "support-feature-clusterer",
          "Feature Request Clusterer",
          "agent support-feature-clusterer",
          "install support-feature-clusterer",
          "add support-feature-clusterer",
          "npx agentskit add support-feature-clusterer"
        ]
      },
      "answer": {
        "markdown": "## Feature Request Clusterer\n\nClusters typed. FRs scattered. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add support-feature-clusterer`\n\nCategory: **support** · Status: **validated**\nCapabilities: `support`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/support-feature-clusterer)",
        "citations": [
          {
            "id": "agent:support-feature-clusterer",
            "title": "Feature Request Clusterer",
            "href": "https://registry.agentskit.io/agents/support-feature-clusterer"
          }
        ]
      }
    },
    {
      "id": "agent:support-health-summary",
      "kind": "package",
      "label": "Account Health Summary",
      "match": {
        "type": "exact",
        "values": [
          "support-health-summary",
          "Account Health Summary",
          "agent support-health-summary",
          "install support-health-summary",
          "add support-health-summary",
          "npx agentskit add support-health-summary"
        ]
      },
      "answer": {
        "markdown": "## Account Health Summary\n\nHealth summary typed. Account reviews manual. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add support-health-summary`\n\nCategory: **support** · Status: **validated**\nCapabilities: `support`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/support-health-summary)",
        "citations": [
          {
            "id": "agent:support-health-summary",
            "title": "Account Health Summary",
            "href": "https://registry.agentskit.io/agents/support-health-summary"
          }
        ]
      }
    },
    {
      "id": "agent:support-kb-searcher",
      "kind": "package",
      "label": "KB Searcher",
      "match": {
        "type": "exact",
        "values": [
          "support-kb-searcher",
          "KB Searcher",
          "agent support-kb-searcher",
          "install support-kb-searcher",
          "add support-kb-searcher",
          "npx agentskit add support-kb-searcher"
        ]
      },
      "answer": {
        "markdown": "## KB Searcher\n\nMatches a support ticket to the top knowledge-base articles as TYPED hits with a 1-5 confidence score. Optional retriever grounds answers in YOUR corpus — only retrieved candidates can be cited; never invents an article (returns noMatch + a suggested topic instead).\n\nInstall: `npx agentskit add support-kb-searcher`\n\nCategory: **support** · Status: **validated**\nCapabilities: `support`, `rag`, `grounding`\n\n[Open the agent page](https://registry.agentskit.io/agents/support-kb-searcher)",
        "citations": [
          {
            "id": "agent:support-kb-searcher",
            "title": "KB Searcher",
            "href": "https://registry.agentskit.io/agents/support-kb-searcher"
          }
        ]
      }
    },
    {
      "id": "agent:support-macro-suggester",
      "kind": "package",
      "label": "Macro Suggester",
      "match": {
        "type": "exact",
        "values": [
          "support-macro-suggester",
          "Macro Suggester",
          "agent support-macro-suggester",
          "install support-macro-suggester",
          "add support-macro-suggester",
          "npx agentskit add support-macro-suggester"
        ]
      },
      "answer": {
        "markdown": "## Macro Suggester\n\nMacro draft typed. Repetitive replies. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add support-macro-suggester`\n\nCategory: **support** · Status: **validated**\nCapabilities: `support`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/support-macro-suggester)",
        "citations": [
          {
            "id": "agent:support-macro-suggester",
            "title": "Macro Suggester",
            "href": "https://registry.agentskit.io/agents/support-macro-suggester"
          }
        ]
      }
    },
    {
      "id": "agent:support-multilang-reply-drafter",
      "kind": "package",
      "label": "Multilingual Reply Drafter",
      "match": {
        "type": "exact",
        "values": [
          "support-multilang-reply-drafter",
          "Multilingual Reply Drafter",
          "agent support-multilang-reply-drafter",
          "install support-multilang-reply-drafter",
          "add support-multilang-reply-drafter",
          "npx agentskit add support-multilang-reply-drafter"
        ]
      },
      "answer": {
        "markdown": "## Multilingual Reply Drafter\n\nReply draft typed. i18n support slow. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add support-multilang-reply-drafter`\n\nCategory: **support** · Status: **validated**\nCapabilities: `support`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/support-multilang-reply-drafter)",
        "citations": [
          {
            "id": "agent:support-multilang-reply-drafter",
            "title": "Multilingual Reply Drafter",
            "href": "https://registry.agentskit.io/agents/support-multilang-reply-drafter"
          }
        ]
      }
    },
    {
      "id": "agent:support-onboarding-gap-finder",
      "kind": "package",
      "label": "Onboarding Gap Finder",
      "match": {
        "type": "exact",
        "values": [
          "support-onboarding-gap-finder",
          "Onboarding Gap Finder",
          "agent support-onboarding-gap-finder",
          "install support-onboarding-gap-finder",
          "add support-onboarding-gap-finder",
          "npx agentskit add support-onboarding-gap-finder"
        ]
      },
      "answer": {
        "markdown": "## Onboarding Gap Finder\n\nGaps typed. Onboarding failures. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add support-onboarding-gap-finder`\n\nCategory: **support** · Status: **validated**\nCapabilities: `support`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/support-onboarding-gap-finder)",
        "citations": [
          {
            "id": "agent:support-onboarding-gap-finder",
            "title": "Onboarding Gap Finder",
            "href": "https://registry.agentskit.io/agents/support-onboarding-gap-finder"
          }
        ]
      }
    },
    {
      "id": "agent:support-refund-evaluator",
      "kind": "package",
      "label": "Refund Evaluator",
      "match": {
        "type": "exact",
        "values": [
          "support-refund-evaluator",
          "Refund Evaluator",
          "agent support-refund-evaluator",
          "install support-refund-evaluator",
          "add support-refund-evaluator",
          "npx agentskit add support-refund-evaluator"
        ]
      },
      "answer": {
        "markdown": "## Refund Evaluator\n\nDecision + rationale typed. Refund decisions inconsistent. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add support-refund-evaluator`\n\nCategory: **support** · Status: **validated**\nCapabilities: `support`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/support-refund-evaluator)",
        "citations": [
          {
            "id": "agent:support-refund-evaluator",
            "title": "Refund Evaluator",
            "href": "https://registry.agentskit.io/agents/support-refund-evaluator"
          }
        ]
      }
    },
    {
      "id": "agent:support-sla-breach-alerter",
      "kind": "package",
      "label": "SLA Breach Alerter",
      "match": {
        "type": "exact",
        "values": [
          "support-sla-breach-alerter",
          "SLA Breach Alerter",
          "agent support-sla-breach-alerter",
          "install support-sla-breach-alerter",
          "add support-sla-breach-alerter",
          "npx agentskit add support-sla-breach-alerter"
        ]
      },
      "answer": {
        "markdown": "## SLA Breach Alerter\n\nAlert typed. SLA misses late. Typed v1 agent with eval coverage.\n\nInstall: `npx agentskit add support-sla-breach-alerter`\n\nCategory: **support** · Status: **validated**\nCapabilities: `support`, `structured-output`, `v1`\n\n[Open the agent page](https://registry.agentskit.io/agents/support-sla-breach-alerter)",
        "citations": [
          {
            "id": "agent:support-sla-breach-alerter",
            "title": "SLA Breach Alerter",
            "href": "https://registry.agentskit.io/agents/support-sla-breach-alerter"
          }
        ]
      }
    },
    {
      "id": "agent:support-triage-bot",
      "kind": "package",
      "label": "Triage Bot",
      "match": {
        "type": "exact",
        "values": [
          "support-triage-bot",
          "Triage Bot",
          "agent support-triage-bot",
          "install support-triage-bot",
          "add support-triage-bot",
          "npx agentskit add support-triage-bot"
        ]
      },
      "answer": {
        "markdown": "## Triage Bot\n\nClassifies an inbound support ticket by topic + severity (P1-P4) + queue with TYPED output, and a deterministic red-flag net that forces P1 on outage / data-loss / security language (the model can only raise severity, never bury a P1).\n\nInstall: `npx agentskit add support-triage-bot`\n\nCategory: **support** · Status: **validated**\nCapabilities: `support`, `classification`, `safety-net`\n\n[Open the agent page](https://registry.agentskit.io/agents/support-triage-bot)",
        "citations": [
          {
            "id": "agent:support-triage-bot",
            "title": "Triage Bot",
            "href": "https://registry.agentskit.io/agents/support-triage-bot"
          }
        ]
      }
    },
    {
      "id": "category:agency",
      "kind": "navigation",
      "label": "agency agents",
      "match": {
        "type": "exact",
        "values": [
          "agency",
          "category agency",
          "agency agents",
          "agents for agency"
        ]
      },
      "answer": {
        "markdown": "## 12 agency agents\n\n- [Brief Generator](https://registry.agentskit.io/agents/agency-brief-generator) — `agency-brief-generator`\n- [Client Status Report](https://registry.agentskit.io/agents/agency-client-status-report) — `agency-client-status-report`\n- [Copy Reviewer](https://registry.agentskit.io/agents/agency-copy-reviewer) — `agency-copy-reviewer`\n- [Creative QA Checklist](https://registry.agentskit.io/agents/agency-creative-qa-checklist) — `agency-creative-qa-checklist`\n- [Deck Builder](https://registry.agentskit.io/agents/agency-deck-builder) — `agency-deck-builder`\n- [Media Plan Builder](https://registry.agentskit.io/agents/agency-media-plan-builder) — `agency-media-plan-builder`\n- [Production Timeline](https://registry.agentskit.io/agents/agency-production-timeline) — `agency-production-timeline`\n- [Revision Tracker](https://registry.agentskit.io/agents/agency-revision-tracker) — `agency-revision-tracker`\n- [View all 12 matches](https://registry.agentskit.io/categories/agency)",
        "citations": [
          {
            "id": "category:agency",
            "title": "agency agents",
            "href": "https://registry.agentskit.io/categories/agency"
          }
        ]
      }
    },
    {
      "id": "category:clinical",
      "kind": "navigation",
      "label": "clinical agents",
      "match": {
        "type": "exact",
        "values": [
          "clinical",
          "category clinical",
          "clinical agents",
          "agents for clinical"
        ]
      },
      "answer": {
        "markdown": "## 15 clinical agents\n\n- [Adverse Event Reporter](https://registry.agentskit.io/agents/clinical-adverse-event-reporter) — `clinical-adverse-event-reporter`\n- [Billing Code Suggester](https://registry.agentskit.io/agents/clinical-billing-code-suggester) — `clinical-billing-code-suggester`\n- [Care Plan Author](https://registry.agentskit.io/agents/clinical-care-plan-author) — `clinical-care-plan-author`\n- [Chart Redactor](https://registry.agentskit.io/agents/clinical-chart-redactor) — `clinical-chart-redactor`\n- [Discharge Summary](https://registry.agentskit.io/agents/clinical-discharge-summary) — `clinical-discharge-summary`\n- [Formulary Checker](https://registry.agentskit.io/agents/clinical-formulary-checker) — `clinical-formulary-checker`\n- [Intake Triage](https://registry.agentskit.io/agents/clinical-intake-triage) — `clinical-intake-triage`\n- [Lab Interpreter](https://registry.agentskit.io/agents/clinical-lab-interpreter) — `clinical-lab-interpreter`\n- [View all 15 matches](https://registry.agentskit.io/categories/clinical)",
        "citations": [
          {
            "id": "category:clinical",
            "title": "clinical agents",
            "href": "https://registry.agentskit.io/categories/clinical"
          }
        ]
      }
    },
    {
      "id": "category:coding",
      "kind": "navigation",
      "label": "coding agents",
      "match": {
        "type": "exact",
        "values": [
          "coding",
          "category coding",
          "coding agents",
          "agents for coding"
        ]
      },
      "answer": {
        "markdown": "## 26 coding agents\n\n- [Code Review](https://registry.agentskit.io/agents/code-review) — `code-review`\n- [Accessibility Auditor](https://registry.agentskit.io/agents/coding-accessibility-auditor) — `coding-accessibility-auditor`\n- [API Contract Reviewer](https://registry.agentskit.io/agents/coding-api-contract-reviewer) — `coding-api-contract-reviewer`\n- [Changelog from Commits](https://registry.agentskit.io/agents/coding-changelog-from-commits) — `coding-changelog-from-commits`\n- [Code QA](https://registry.agentskit.io/agents/coding-code-qa) — `coding-code-qa`\n- [Database Query Reviewer](https://registry.agentskit.io/agents/coding-database-query-reviewer) — `coding-database-query-reviewer`\n- [Dependency Auditor](https://registry.agentskit.io/agents/coding-dependency-auditor) — `coding-dependency-auditor`\n- [Dev Implementer](https://registry.agentskit.io/agents/coding-dev-implementer) — `coding-dev-implementer`\n- [View all 26 matches](https://registry.agentskit.io/categories/coding)",
        "citations": [
          {
            "id": "category:coding",
            "title": "coding agents",
            "href": "https://registry.agentskit.io/categories/coding"
          }
        ]
      }
    },
    {
      "id": "category:compliance",
      "kind": "navigation",
      "label": "compliance agents",
      "match": {
        "type": "exact",
        "values": [
          "compliance",
          "category compliance",
          "compliance agents",
          "agents for compliance"
        ]
      },
      "answer": {
        "markdown": "## 8 compliance agents\n\n- [Breach Notification BR](https://registry.agentskit.io/agents/compliance-breach-notification-br) — `compliance-breach-notification-br`\n- [Consent Record Auditor](https://registry.agentskit.io/agents/compliance-consent-record-auditor) — `compliance-consent-record-auditor`\n- [Cookie Policy Auditor](https://registry.agentskit.io/agents/compliance-cookie-policy-auditor) — `compliance-cookie-policy-auditor`\n- [Cross-border Transfer Memo](https://registry.agentskit.io/agents/compliance-cross-border-transfer-memo) — `compliance-cross-border-transfer-memo`\n- [Data Retention Planner](https://registry.agentskit.io/agents/compliance-data-retention-planner) — `compliance-data-retention-planner`\n- [GDPR DPIA Drafter](https://registry.agentskit.io/agents/compliance-gdpr-dpia-drafter) — `compliance-gdpr-dpia-drafter`\n- [LGPD Assessor](https://registry.agentskit.io/agents/compliance-lgpd-assessor) — `compliance-lgpd-assessor`\n- [LGPD DPA Reviewer](https://registry.agentskit.io/agents/compliance-lgpd-dpa-reviewer) — `compliance-lgpd-dpa-reviewer`",
        "citations": [
          {
            "id": "category:compliance",
            "title": "compliance agents",
            "href": "https://registry.agentskit.io/categories/compliance"
          }
        ]
      }
    },
    {
      "id": "category:content",
      "kind": "navigation",
      "label": "content agents",
      "match": {
        "type": "exact",
        "values": [
          "content",
          "category content",
          "content agents",
          "agents for content"
        ]
      },
      "answer": {
        "markdown": "## 12 content agents\n\n- [Blog Outline](https://registry.agentskit.io/agents/content-blog-outline) — `content-blog-outline`\n- [Evergreen Refresher](https://registry.agentskit.io/agents/content-evergreen-refresher) — `content-evergreen-refresher`\n- [Fact Checker](https://registry.agentskit.io/agents/content-fact-checker) — `content-fact-checker`\n- [Glossary Builder](https://registry.agentskit.io/agents/content-glossary-builder) — `content-glossary-builder`\n- [Internal Link Planner](https://registry.agentskit.io/agents/content-internal-link-planner) — `content-internal-link-planner`\n- [Newsletter Author](https://registry.agentskit.io/agents/content-newsletter-author) — `content-newsletter-author`\n- [Podcast Show Notes](https://registry.agentskit.io/agents/content-podcast-show-notes) — `content-podcast-show-notes`\n- [Repurpose Matrix](https://registry.agentskit.io/agents/content-repurpose-matrix) — `content-repurpose-matrix`\n- [View all 12 matches](https://registry.agentskit.io/categories/content)",
        "citations": [
          {
            "id": "category:content",
            "title": "content agents",
            "href": "https://registry.agentskit.io/categories/content"
          }
        ]
      }
    },
    {
      "id": "category:cybersecurity",
      "kind": "navigation",
      "label": "cybersecurity agents",
      "match": {
        "type": "exact",
        "values": [
          "cybersecurity",
          "category cybersecurity",
          "cybersecurity agents",
          "agents for cybersecurity"
        ]
      },
      "answer": {
        "markdown": "## 15 cybersecurity agents\n\n- [Access Review](https://registry.agentskit.io/agents/security-access-review) — `security-access-review`\n- [Breach Notification Drafter](https://registry.agentskit.io/agents/security-breach-notification-drafter) — `security-breach-notification-drafter`\n- [NIST Compliance Gap](https://registry.agentskit.io/agents/security-compliance-gap-nist) — `security-compliance-gap-nist`\n- [CVE Impact](https://registry.agentskit.io/agents/security-cve-impact) — `security-cve-impact`\n- [Incident Timeline](https://registry.agentskit.io/agents/security-incident-timeline) — `security-incident-timeline`\n- [Log Anomaly](https://registry.agentskit.io/agents/security-log-anomaly) — `security-log-anomaly`\n- [Malware Report Interpreter](https://registry.agentskit.io/agents/security-malware-report-interpreter) — `security-malware-report-interpreter`\n- [Pentest Finding Triage](https://registry.agentskit.io/agents/security-pentest-finding-triage) — `security-pentest-finding-triage`\n- [View all 15 matches](https://registry.agentskit.io/categories/cybersecurity)",
        "citations": [
          {
            "id": "category:cybersecurity",
            "title": "cybersecurity agents",
            "href": "https://registry.agentskit.io/categories/cybersecurity"
          }
        ]
      }
    },
    {
      "id": "category:data",
      "kind": "navigation",
      "label": "data agents",
      "match": {
        "type": "exact",
        "values": [
          "data",
          "category data",
          "data agents",
          "agents for data"
        ]
      },
      "answer": {
        "markdown": "## 20 data agents\n\n- [A/B Test Interpreter](https://registry.agentskit.io/agents/data-ab-test-interpreter) — `data-ab-test-interpreter`\n- [Anomaly Explainer](https://registry.agentskit.io/agents/data-anomaly-explainer) — `data-anomaly-explainer`\n- [Cohort Analyzer](https://registry.agentskit.io/agents/data-cohort-analyzer) — `data-cohort-analyzer`\n- [Data Contract Validator](https://registry.agentskit.io/agents/data-contract-validator) — `data-contract-validator`\n- [Dashboard Spec Author](https://registry.agentskit.io/agents/data-dashboard-spec-author) — `data-dashboard-spec-author`\n- [dbt Model Reviewer](https://registry.agentskit.io/agents/data-dbt-model-reviewer) — `data-dbt-model-reviewer`\n- [ETL Failure Diagnoser](https://registry.agentskit.io/agents/data-etl-failure-diagnoser) — `data-etl-failure-diagnoser`\n- [Feature Store Documenter](https://registry.agentskit.io/agents/data-feature-store-documenter) — `data-feature-store-documenter`\n- [View all 20 matches](https://registry.agentskit.io/categories/data)",
        "citations": [
          {
            "id": "category:data",
            "title": "data agents",
            "href": "https://registry.agentskit.io/categories/data"
          }
        ]
      }
    },
    {
      "id": "category:devops",
      "kind": "navigation",
      "label": "devops agents",
      "match": {
        "type": "exact",
        "values": [
          "devops",
          "category devops",
          "devops agents",
          "agents for devops"
        ]
      },
      "answer": {
        "markdown": "## 20 devops agents\n\n- [Backup Restore Verifier](https://registry.agentskit.io/agents/devops-backup-restore-verifier) — `devops-backup-restore-verifier`\n- [Capacity Forecaster](https://registry.agentskit.io/agents/devops-capacity-forecaster) — `devops-capacity-forecaster`\n- [Change Advisory](https://registry.agentskit.io/agents/devops-change-advisory) — `devops-change-advisory`\n- [CI Failure Grouper](https://registry.agentskit.io/agents/devops-ci-failure-grouper) — `devops-ci-failure-grouper`\n- [Compliance Evidence](https://registry.agentskit.io/agents/devops-compliance-evidence) — `devops-compliance-evidence`\n- [Cost Anomaly](https://registry.agentskit.io/agents/devops-cost-anomaly) — `devops-cost-anomaly`\n- [Deploy Risk Reviewer](https://registry.agentskit.io/agents/devops-deploy-risk-reviewer) — `devops-deploy-risk-reviewer`\n- [DNS Cutover Planner](https://registry.agentskit.io/agents/devops-dns-cutover-planner) — `devops-dns-cutover-planner`\n- [View all 20 matches](https://registry.agentskit.io/categories/devops)",
        "citations": [
          {
            "id": "category:devops",
            "title": "devops agents",
            "href": "https://registry.agentskit.io/categories/devops"
          }
        ]
      }
    },
    {
      "id": "category:ecommerce",
      "kind": "navigation",
      "label": "ecommerce agents",
      "match": {
        "type": "exact",
        "values": [
          "ecommerce",
          "category ecommerce",
          "ecommerce agents",
          "agents for ecommerce"
        ]
      },
      "answer": {
        "markdown": "## 18 ecommerce agents\n\n- [Abandoned Cart Copy](https://registry.agentskit.io/agents/ecommerce-abandoned-cart-copy) — `ecommerce-abandoned-cart-copy`\n- [Bundle Suggester](https://registry.agentskit.io/agents/ecommerce-bundle-suggester) — `ecommerce-bundle-suggester`\n- [Catalog Enricher](https://registry.agentskit.io/agents/ecommerce-catalog-enricher) — `ecommerce-catalog-enricher`\n- [Chargeback Responder](https://registry.agentskit.io/agents/ecommerce-chargeback-responder) — `ecommerce-chargeback-responder`\n- [Competitor Price Monitor](https://registry.agentskit.io/agents/ecommerce-competitor-price-monitor) — `ecommerce-competitor-price-monitor`\n- [Fraud Order Scorer](https://registry.agentskit.io/agents/ecommerce-fraud-order-scorer) — `ecommerce-fraud-order-scorer`\n- [Fulfillment SLA Monitor](https://registry.agentskit.io/agents/ecommerce-fulfillment-sla-monitor) — `ecommerce-fulfillment-sla-monitor`\n- [Inventory Reorder](https://registry.agentskit.io/agents/ecommerce-inventory-reorder) — `ecommerce-inventory-reorder`\n- [View all 18 matches](https://registry.agentskit.io/categories/ecommerce)",
        "citations": [
          {
            "id": "category:ecommerce",
            "title": "ecommerce agents",
            "href": "https://registry.agentskit.io/categories/ecommerce"
          }
        ]
      }
    },
    {
      "id": "category:ecosystem",
      "kind": "navigation",
      "label": "ecosystem agents",
      "match": {
        "type": "exact",
        "values": [
          "ecosystem",
          "category ecosystem",
          "ecosystem agents",
          "agents for ecosystem"
        ]
      },
      "answer": {
        "markdown": "## 10 ecosystem agents\n\n- [Ecosystem Changelog](https://registry.agentskit.io/agents/ecosystem-changelog-ecosystem) — `ecosystem-changelog-ecosystem`\n- [Doc-bridge Corpus Scanner](https://registry.agentskit.io/agents/ecosystem-doc-bridge-corpus-scanner) — `ecosystem-doc-bridge-corpus-scanner`\n- [Doc-bridge Handoff Author](https://registry.agentskit.io/agents/ecosystem-doc-bridge-handoff-author) — `ecosystem-doc-bridge-handoff-author`\n- [Doc-bridge Memory Classifier](https://registry.agentskit.io/agents/ecosystem-doc-bridge-memory-classifier) — `ecosystem-doc-bridge-memory-classifier`\n- [Integration Mapper](https://registry.agentskit.io/agents/ecosystem-integration-mapper) — `ecosystem-integration-mapper`\n- [llms.txt Optimizer](https://registry.agentskit.io/agents/ecosystem-llms-txt-optimizer) — `ecosystem-llms-txt-optimizer`\n- [Playbook Alignment Auditor](https://registry.agentskit.io/agents/ecosystem-playbook-alignment-auditor) — `ecosystem-playbook-alignment-auditor`\n- [Registry Agent Spec Author](https://registry.agentskit.io/agents/ecosystem-registry-agent-spec-author) — `ecosystem-registry-agent-spec-author`\n- [View all 10 matches](https://registry.agentskit.io/categories/ecosystem)",
        "citations": [
          {
            "id": "category:ecosystem",
            "title": "ecosystem agents",
            "href": "https://registry.agentskit.io/categories/ecosystem"
          }
        ]
      }
    },
    {
      "id": "category:education",
      "kind": "navigation",
      "label": "education agents",
      "match": {
        "type": "exact",
        "values": [
          "education",
          "category education",
          "education agents",
          "agents for education"
        ]
      },
      "answer": {
        "markdown": "## 12 education agents\n\n- [Accommodation Evaluator](https://registry.agentskit.io/agents/education-accommodation-evaluator) — `education-accommodation-evaluator`\n- [Accreditation Evidence](https://registry.agentskit.io/agents/education-accreditation-evidence) — `education-accreditation-evidence`\n- [Curriculum Mapper](https://registry.agentskit.io/agents/education-curriculum-mapper) — `education-curriculum-mapper`\n- [Essay Feedback](https://registry.agentskit.io/agents/education-essay-feedback) — `education-essay-feedback`\n- [IEP Drafter](https://registry.agentskit.io/agents/education-iep-drafter) — `education-iep-drafter`\n- [Lesson Plan Author](https://registry.agentskit.io/agents/education-lesson-plan-author) — `education-lesson-plan-author`\n- [LMS Content Optimizer](https://registry.agentskit.io/agents/education-lms-content-optimizer) — `education-lms-content-optimizer`\n- [Parent Communication](https://registry.agentskit.io/agents/education-parent-communication) — `education-parent-communication`\n- [View all 12 matches](https://registry.agentskit.io/categories/education)",
        "citations": [
          {
            "id": "category:education",
            "title": "education agents",
            "href": "https://registry.agentskit.io/categories/education"
          }
        ]
      }
    },
    {
      "id": "category:fintech",
      "kind": "navigation",
      "label": "fintech agents",
      "match": {
        "type": "exact",
        "values": [
          "fintech",
          "category fintech",
          "fintech agents",
          "agents for fintech"
        ]
      },
      "answer": {
        "markdown": "## 13 fintech agents\n\n- [Covenant Monitor](https://registry.agentskit.io/agents/fintech-covenant-monitor) — `fintech-covenant-monitor`\n- [Credit Memo](https://registry.agentskit.io/agents/fintech-credit-memo) — `fintech-credit-memo`\n- [Expense Policy Auditor](https://registry.agentskit.io/agents/fintech-expense-policy-auditor) — `fintech-expense-policy-auditor`\n- [Insurance Claim Triage](https://registry.agentskit.io/agents/fintech-insurance-claim-triage) — `fintech-insurance-claim-triage`\n- [Invoice Fraud Detector](https://registry.agentskit.io/agents/fintech-invoice-fraud-detector) — `fintech-invoice-fraud-detector`\n- [KYC Screener](https://registry.agentskit.io/agents/fintech-kyc-screener) — `fintech-kyc-screener`\n- [Payment Dispute Investigator](https://registry.agentskit.io/agents/fintech-payment-dispute-investigator) — `fintech-payment-dispute-investigator`\n- [Portfolio Risk Digest](https://registry.agentskit.io/agents/fintech-portfolio-risk-digest) — `fintech-portfolio-risk-digest`\n- [View all 13 matches](https://registry.agentskit.io/categories/fintech)",
        "citations": [
          {
            "id": "category:fintech",
            "title": "fintech agents",
            "href": "https://registry.agentskit.io/categories/fintech"
          }
        ]
      }
    },
    {
      "id": "category:hr",
      "kind": "navigation",
      "label": "hr agents",
      "match": {
        "type": "exact",
        "values": [
          "hr",
          "category hr",
          "hr agents",
          "agents for hr"
        ]
      },
      "answer": {
        "markdown": "## 20 hr agents\n\n- [Benefits FAQ](https://registry.agentskit.io/agents/hr-benefits-faq-bot) — `hr-benefits-faq-bot`\n- [Compensation Benchmark](https://registry.agentskit.io/agents/hr-compensation-benchmark) — `hr-compensation-benchmark`\n- [HR Compliance Checklist](https://registry.agentskit.io/agents/hr-compliance-checklist) — `hr-compliance-checklist`\n- [Culture Survey Analyzer](https://registry.agentskit.io/agents/hr-culture-survey-analyzer) — `hr-culture-survey-analyzer`\n- [Handbook Updater](https://registry.agentskit.io/agents/hr-employee-handbook-updater) — `hr-employee-handbook-updater`\n- [Exit Interview Synthesizer](https://registry.agentskit.io/agents/hr-exit-interview-synthesizer) — `hr-exit-interview-synthesizer`\n- [Internal Mobility Matcher](https://registry.agentskit.io/agents/hr-internal-mobility-matcher) — `hr-internal-mobility-matcher`\n- [Interview Debrief](https://registry.agentskit.io/agents/hr-interview-debrief) — `hr-interview-debrief`\n- [View all 20 matches](https://registry.agentskit.io/categories/hr)",
        "citations": [
          {
            "id": "category:hr",
            "title": "hr agents",
            "href": "https://registry.agentskit.io/categories/hr"
          }
        ]
      }
    },
    {
      "id": "category:insurance",
      "kind": "navigation",
      "label": "insurance agents",
      "match": {
        "type": "exact",
        "values": [
          "insurance",
          "category insurance",
          "insurance agents",
          "agents for insurance"
        ]
      },
      "answer": {
        "markdown": "## 15 insurance agents\n\n- [Actuarial Report Narrator](https://registry.agentskit.io/agents/insurance-actuarial-report-narrator) — `insurance-actuarial-report-narrator`\n- [Agent Commission Audit](https://registry.agentskit.io/agents/insurance-agent-commission-audit) — `insurance-agent-commission-audit`\n- [Beneficiary Verifier](https://registry.agentskit.io/agents/insurance-beneficiary-verifier) — `insurance-beneficiary-verifier`\n- [Catastrophe Triage](https://registry.agentskit.io/agents/insurance-catastrophe-triage) — `insurance-catastrophe-triage`\n- [Claim Intake](https://registry.agentskit.io/agents/insurance-claim-intake) — `insurance-claim-intake`\n- [Coverage Gap](https://registry.agentskit.io/agents/insurance-coverage-gap) — `insurance-coverage-gap`\n- [Denial Letter Drafter](https://registry.agentskit.io/agents/insurance-denial-letter-drafter) — `insurance-denial-letter-drafter`\n- [Fraud Scorer](https://registry.agentskit.io/agents/insurance-fraud-scorer) — `insurance-fraud-scorer`\n- [View all 15 matches](https://registry.agentskit.io/categories/insurance)",
        "citations": [
          {
            "id": "category:insurance",
            "title": "insurance agents",
            "href": "https://registry.agentskit.io/categories/insurance"
          }
        ]
      }
    },
    {
      "id": "category:legal",
      "kind": "navigation",
      "label": "legal agents",
      "match": {
        "type": "exact",
        "values": [
          "legal",
          "category legal",
          "legal agents",
          "agents for legal"
        ]
      },
      "answer": {
        "markdown": "## 15 legal agents\n\n- [Case Analyst](https://registry.agentskit.io/agents/legal-case-analyst) — `legal-case-analyst`\n- [Case Summariser](https://registry.agentskit.io/agents/legal-case-summariser) — `legal-case-summariser`\n- [Clause Comparator](https://registry.agentskit.io/agents/legal-clause-comparator) — `legal-clause-comparator`\n- [Deposition Prep](https://registry.agentskit.io/agents/legal-deposition-prep) — `legal-deposition-prep`\n- [Doc Drafter](https://registry.agentskit.io/agents/legal-doc-drafter) — `legal-doc-drafter`\n- [Legal Doc Reviewer](https://registry.agentskit.io/agents/legal-doc-reviewer) — `legal-doc-reviewer`\n- [eDiscovery Privilege Log](https://registry.agentskit.io/agents/legal-ediscovery-privilege-log) — `legal-ediscovery-privilege-log`\n- [Exhibit Indexer](https://registry.agentskit.io/agents/legal-exhibit-indexer) — `legal-exhibit-indexer`\n- [View all 15 matches](https://registry.agentskit.io/categories/legal)",
        "citations": [
          {
            "id": "category:legal",
            "title": "legal agents",
            "href": "https://registry.agentskit.io/categories/legal"
          }
        ]
      }
    },
    {
      "id": "category:marketing",
      "kind": "navigation",
      "label": "marketing agents",
      "match": {
        "type": "exact",
        "values": [
          "marketing",
          "category marketing",
          "marketing agents",
          "agents for marketing"
        ]
      },
      "answer": {
        "markdown": "## 17 marketing agents\n\n- [Attribution Interpreter](https://registry.agentskit.io/agents/marketing-attribution-interpreter) — `marketing-attribution-interpreter`\n- [Brand Compliance](https://registry.agentskit.io/agents/marketing-brand-compliance) — `marketing-brand-compliance`\n- [Brief Analyst](https://registry.agentskit.io/agents/marketing-brief-analyst) — `marketing-brief-analyst`\n- [Calendar Digest Author](https://registry.agentskit.io/agents/marketing-calendar-digest-author) — `marketing-calendar-digest-author`\n- [Competitor Researcher](https://registry.agentskit.io/agents/marketing-competitor-researcher) — `marketing-competitor-researcher`\n- [Copy Author](https://registry.agentskit.io/agents/marketing-copy-author) — `marketing-copy-author`\n- [Email Sequence Author](https://registry.agentskit.io/agents/marketing-email-sequence-author) — `marketing-email-sequence-author`\n- [Google Ad Copy](https://registry.agentskit.io/agents/marketing-google-ad-copy) — `marketing-google-ad-copy`\n- [View all 17 matches](https://registry.agentskit.io/categories/marketing)",
        "citations": [
          {
            "id": "category:marketing",
            "title": "marketing agents",
            "href": "https://registry.agentskit.io/categories/marketing"
          }
        ]
      }
    },
    {
      "id": "category:ops",
      "kind": "navigation",
      "label": "ops agents",
      "match": {
        "type": "exact",
        "values": [
          "ops",
          "category ops",
          "ops agents",
          "agents for ops"
        ]
      },
      "answer": {
        "markdown": "## 13 ops agents\n\n- [Knowledge Promoter Agent](https://registry.agentskit.io/agents/knowledge-promoter) — `knowledge-promoter`\n- [Access Request Reviewer](https://registry.agentskit.io/agents/ops-access-request-reviewer) — `ops-access-request-reviewer`\n- [Asset Inventory Reconciler](https://registry.agentskit.io/agents/ops-asset-inventory-reconciler) — `ops-asset-inventory-reconciler`\n- [Audit Evidence Collector](https://registry.agentskit.io/agents/ops-audit-evidence-collector) — `ops-audit-evidence-collector`\n- [Change Request Reviewer](https://registry.agentskit.io/agents/ops-change-request-reviewer) — `ops-change-request-reviewer`\n- [Compliance Checklist](https://registry.agentskit.io/agents/ops-compliance-checklist) — `ops-compliance-checklist`\n- [Incident Commander Aide](https://registry.agentskit.io/agents/ops-incident-commander-aide) — `ops-incident-commander-aide`\n- [Meeting Action Extractor](https://registry.agentskit.io/agents/ops-meeting-action-extractor) — `ops-meeting-action-extractor`\n- [View all 13 matches](https://registry.agentskit.io/categories/ops)",
        "citations": [
          {
            "id": "category:ops",
            "title": "ops agents",
            "href": "https://registry.agentskit.io/categories/ops"
          }
        ]
      }
    },
    {
      "id": "category:product",
      "kind": "navigation",
      "label": "product agents",
      "match": {
        "type": "exact",
        "values": [
          "product",
          "category product",
          "product agents",
          "agents for product"
        ]
      },
      "answer": {
        "markdown": "## 15 product agents\n\n- [API Product Brief](https://registry.agentskit.io/agents/product-api-product-brief) — `product-api-product-brief`\n- [Beta Feedback Triage](https://registry.agentskit.io/agents/product-beta-feedback-triage) — `product-beta-feedback-triage`\n- [Customer Changelog](https://registry.agentskit.io/agents/product-changelog-customer) — `product-changelog-customer`\n- [Competitive Feature Gap](https://registry.agentskit.io/agents/product-competitive-feature-gap) — `product-competitive-feature-gap`\n- [Experiment Designer](https://registry.agentskit.io/agents/product-experiment-designer) — `product-experiment-designer`\n- [Feedback Clusterer](https://registry.agentskit.io/agents/product-feedback-clusterer) — `product-feedback-clusterer`\n- [Metrics Tree Author](https://registry.agentskit.io/agents/product-metrics-tree-author) — `product-metrics-tree-author`\n- [NPS Analyzer](https://registry.agentskit.io/agents/product-nps-analyzer) — `product-nps-analyzer`\n- [View all 15 matches](https://registry.agentskit.io/categories/product)",
        "citations": [
          {
            "id": "category:product",
            "title": "product agents",
            "href": "https://registry.agentskit.io/categories/product"
          }
        ]
      }
    },
    {
      "id": "category:productivity",
      "kind": "navigation",
      "label": "productivity agents",
      "match": {
        "type": "exact",
        "values": [
          "productivity",
          "category productivity",
          "productivity agents",
          "agents for productivity"
        ]
      },
      "answer": {
        "markdown": "## 5 productivity agents\n\n- [Docs Chat](https://registry.agentskit.io/agents/docs-chat) — `docs-chat`\n- [Calendar Conflict Resolver](https://registry.agentskit.io/agents/productivity-calendar-conflict-resolver) — `productivity-calendar-conflict-resolver`\n- [Email Triage](https://registry.agentskit.io/agents/productivity-email-triage) — `productivity-email-triage`\n- [Meeting Action Extractor](https://registry.agentskit.io/agents/productivity-meeting-action-extractor) — `productivity-meeting-action-extractor`\n- [Weekly Digest](https://registry.agentskit.io/agents/productivity-weekly-digest) — `productivity-weekly-digest`",
        "citations": [
          {
            "id": "category:productivity",
            "title": "productivity agents",
            "href": "https://registry.agentskit.io/categories/productivity"
          }
        ]
      }
    },
    {
      "id": "category:realestate",
      "kind": "navigation",
      "label": "realestate agents",
      "match": {
        "type": "exact",
        "values": [
          "realestate",
          "category realestate",
          "realestate agents",
          "agents for realestate"
        ]
      },
      "answer": {
        "markdown": "## 12 realestate agents\n\n- [Closing Checklist](https://registry.agentskit.io/agents/realestate-closing-checklist) — `realestate-closing-checklist`\n- [CMA Author](https://registry.agentskit.io/agents/realestate-cma-author) — `realestate-cma-author`\n- [Comp Analyzer](https://registry.agentskit.io/agents/realestate-comp-analyzer) — `realestate-comp-analyzer`\n- [Disclosure Checklist](https://registry.agentskit.io/agents/realestate-disclosure-checklist) — `realestate-disclosure-checklist`\n- [HOA Document Summarizer](https://registry.agentskit.io/agents/realestate-hoa-document-summarizer) — `realestate-hoa-document-summarizer`\n- [Inspection Summarizer](https://registry.agentskit.io/agents/realestate-inspection-report-summarizer) — `realestate-inspection-report-summarizer`\n- [Lease Reviewer](https://registry.agentskit.io/agents/realestate-lease-reviewer) — `realestate-lease-reviewer`\n- [Listing Author](https://registry.agentskit.io/agents/realestate-listing-author) — `realestate-listing-author`\n- [View all 12 matches](https://registry.agentskit.io/categories/realestate)",
        "citations": [
          {
            "id": "category:realestate",
            "title": "realestate agents",
            "href": "https://registry.agentskit.io/categories/realestate"
          }
        ]
      }
    },
    {
      "id": "category:research",
      "kind": "navigation",
      "label": "research agents",
      "match": {
        "type": "exact",
        "values": [
          "category research",
          "research agents",
          "agents for research"
        ]
      },
      "answer": {
        "markdown": "## 15 research agents\n\n- [Research Agent](https://registry.agentskit.io/agents/research) — `research`\n- [Academic Synthesizer](https://registry.agentskit.io/agents/research-academic-synthesizer) — `research-academic-synthesizer`\n- [Competitive Landscape](https://registry.agentskit.io/agents/research-competitive-landscape) — `research-competitive-landscape`\n- [Due Diligence Pack](https://registry.agentskit.io/agents/research-due-diligence) — `research-due-diligence`\n- [ESG Reporter](https://registry.agentskit.io/agents/research-esg-reporter) — `research-esg-reporter`\n- [Expert Interview Prep](https://registry.agentskit.io/agents/research-expert-interview-prep) — `research-expert-interview-prep`\n- [Grant Proposal Research](https://registry.agentskit.io/agents/research-grant-proposal-research) — `research-grant-proposal-research`\n- [Industry Benchmark](https://registry.agentskit.io/agents/research-industry-benchmark) — `research-industry-benchmark`\n- [View all 15 matches](https://registry.agentskit.io/categories/research)",
        "citations": [
          {
            "id": "category:research",
            "title": "research agents",
            "href": "https://registry.agentskit.io/categories/research"
          }
        ]
      }
    },
    {
      "id": "category:sales",
      "kind": "navigation",
      "label": "sales agents",
      "match": {
        "type": "exact",
        "values": [
          "sales",
          "category sales",
          "sales agents",
          "agents for sales"
        ]
      },
      "answer": {
        "markdown": "## 25 sales agents\n\n- [Account Plan Author](https://registry.agentskit.io/agents/sales-account-plan-author) — `sales-account-plan-author`\n- [Call Debrief](https://registry.agentskit.io/agents/sales-call-debrief) — `sales-call-debrief`\n- [Call Prep Brief](https://registry.agentskit.io/agents/sales-call-prep-brief) — `sales-call-prep-brief`\n- [Churn Save Playbook](https://registry.agentskit.io/agents/sales-churn-save-playbook) — `sales-churn-save-playbook`\n- [Commission Dispute](https://registry.agentskit.io/agents/sales-commission-dispute) — `sales-commission-dispute`\n- [Competitor Battlecard](https://registry.agentskit.io/agents/sales-competitor-battlecard) — `sales-competitor-battlecard`\n- [Demo Script Author](https://registry.agentskit.io/agents/sales-demo-script-author) — `sales-demo-script-author`\n- [Email Personalizer](https://registry.agentskit.io/agents/sales-email-personalizer) — `sales-email-personalizer`\n- [View all 25 matches](https://registry.agentskit.io/categories/sales)",
        "citations": [
          {
            "id": "category:sales",
            "title": "sales agents",
            "href": "https://registry.agentskit.io/categories/sales"
          }
        ]
      }
    },
    {
      "id": "category:support",
      "kind": "navigation",
      "label": "support agents",
      "match": {
        "type": "exact",
        "values": [
          "support",
          "category support",
          "support agents",
          "agents for support"
        ]
      },
      "answer": {
        "markdown": "## 13 support agents\n\n- [Bug Repro Guide](https://registry.agentskit.io/agents/support-bug-repro-guide) — `support-bug-repro-guide`\n- [Churn Risk Scorer](https://registry.agentskit.io/agents/support-churn-risk-scorer) — `support-churn-risk-scorer`\n- [CSAT Response Drafter](https://registry.agentskit.io/agents/support-csat-response-drafter) — `support-csat-response-drafter`\n- [Escalation Drafter](https://registry.agentskit.io/agents/support-escalation-drafter) — `support-escalation-drafter`\n- [Feature Request Clusterer](https://registry.agentskit.io/agents/support-feature-clusterer) — `support-feature-clusterer`\n- [Account Health Summary](https://registry.agentskit.io/agents/support-health-summary) — `support-health-summary`\n- [KB Searcher](https://registry.agentskit.io/agents/support-kb-searcher) — `support-kb-searcher`\n- [Macro Suggester](https://registry.agentskit.io/agents/support-macro-suggester) — `support-macro-suggester`\n- [View all 13 matches](https://registry.agentskit.io/categories/support)",
        "citations": [
          {
            "id": "category:support",
            "title": "support agents",
            "href": "https://registry.agentskit.io/categories/support"
          }
        ]
      }
    },
    {
      "id": "capability:agentskit",
      "kind": "navigation",
      "label": "agentskit capability",
      "match": {
        "type": "exact",
        "values": [
          "capability agentskit",
          "agentskit capability",
          "agents with agentskit"
        ]
      },
      "answer": {
        "markdown": "## 2 agents with agentskit\n\n- [Integration Mapper](https://registry.agentskit.io/agents/ecosystem-integration-mapper) — `ecosystem-integration-mapper`\n- [RFC Author](https://registry.agentskit.io/agents/ecosystem-rfc-author) — `ecosystem-rfc-author`",
        "citations": [
          {
            "id": "capability:agentskit",
            "title": "agentskit agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:aml",
      "kind": "navigation",
      "label": "aml capability",
      "match": {
        "type": "exact",
        "values": [
          "aml",
          "capability aml",
          "aml capability",
          "agents with aml"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with aml\n\n- [Transaction Investigator](https://registry.agentskit.io/agents/fintech-transaction-investigator) — `fintech-transaction-investigator`",
        "citations": [
          {
            "id": "capability:aml",
            "title": "aml agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:chat",
      "kind": "navigation",
      "label": "chat capability",
      "match": {
        "type": "exact",
        "values": [
          "chat",
          "capability chat",
          "chat capability",
          "agents with chat"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with chat\n\n- [Docs Chat](https://registry.agentskit.io/agents/docs-chat) — `docs-chat`",
        "citations": [
          {
            "id": "capability:chat",
            "title": "chat agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:ci",
      "kind": "navigation",
      "label": "ci capability",
      "match": {
        "type": "exact",
        "values": [
          "ci",
          "capability ci",
          "ci capability",
          "agents with ci"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with ci\n\n- [Code Review](https://registry.agentskit.io/agents/code-review) — `code-review`",
        "citations": [
          {
            "id": "capability:ci",
            "title": "ci agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:citations",
      "kind": "navigation",
      "label": "citations capability",
      "match": {
        "type": "exact",
        "values": [
          "citations",
          "capability citations",
          "citations capability",
          "agents with citations"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with citations\n\n- [Research Agent](https://registry.agentskit.io/agents/research) — `research`",
        "citations": [
          {
            "id": "capability:citations",
            "title": "citations agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:classification",
      "kind": "navigation",
      "label": "classification capability",
      "match": {
        "type": "exact",
        "values": [
          "classification",
          "capability classification",
          "classification capability",
          "agents with classification"
        ]
      },
      "answer": {
        "markdown": "## 3 agents with classification\n\n- [Intake Triage](https://registry.agentskit.io/agents/clinical-intake-triage) — `clinical-intake-triage`\n- [Referral Router](https://registry.agentskit.io/agents/clinical-referral-router) — `clinical-referral-router`\n- [Triage Bot](https://registry.agentskit.io/agents/support-triage-bot) — `support-triage-bot`",
        "citations": [
          {
            "id": "capability:classification",
            "title": "classification agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:code-review",
      "kind": "navigation",
      "label": "code-review capability",
      "match": {
        "type": "exact",
        "values": [
          "capability code-review",
          "capability code review",
          "code review capability",
          "agents with code review"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with code-review\n\n- [Code Review](https://registry.agentskit.io/agents/code-review) — `code-review`",
        "citations": [
          {
            "id": "capability:code-review",
            "title": "code-review agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:contract-review",
      "kind": "navigation",
      "label": "contract-review capability",
      "match": {
        "type": "exact",
        "values": [
          "contract-review",
          "contract review",
          "capability contract-review",
          "capability contract review",
          "contract review capability",
          "agents with contract review"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with contract-review\n\n- [Legal Doc Reviewer](https://registry.agentskit.io/agents/legal-doc-reviewer) — `legal-doc-reviewer`",
        "citations": [
          {
            "id": "capability:contract-review",
            "title": "contract-review agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:copywriting",
      "kind": "navigation",
      "label": "copywriting capability",
      "match": {
        "type": "exact",
        "values": [
          "copywriting",
          "capability copywriting",
          "copywriting capability",
          "agents with copywriting"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with copywriting\n\n- [Copy Author](https://registry.agentskit.io/agents/marketing-copy-author) — `marketing-copy-author`",
        "citations": [
          {
            "id": "capability:copywriting",
            "title": "copywriting agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:delivery",
      "kind": "navigation",
      "label": "delivery capability",
      "match": {
        "type": "exact",
        "values": [
          "delivery",
          "capability delivery",
          "delivery capability",
          "agents with delivery"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with delivery\n\n- [Social Publisher](https://registry.agentskit.io/agents/marketing-social-publisher) — `marketing-social-publisher`",
        "citations": [
          {
            "id": "capability:delivery",
            "title": "delivery agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:deterministic-gate",
      "kind": "navigation",
      "label": "deterministic-gate capability",
      "match": {
        "type": "exact",
        "values": [
          "deterministic-gate",
          "deterministic gate",
          "capability deterministic-gate",
          "capability deterministic gate",
          "deterministic gate capability",
          "agents with deterministic gate"
        ]
      },
      "answer": {
        "markdown": "## 5 agents with deterministic-gate\n\n- [Chart Redactor](https://registry.agentskit.io/agents/clinical-chart-redactor) — `clinical-chart-redactor`\n- [Doc-bridge Memory Classifier](https://registry.agentskit.io/agents/ecosystem-doc-bridge-memory-classifier) — `ecosystem-doc-bridge-memory-classifier`\n- [KYC Screener](https://registry.agentskit.io/agents/fintech-kyc-screener) — `fintech-kyc-screener`\n- [Sanctions Screener](https://registry.agentskit.io/agents/fintech-sanctions-screener) — `fintech-sanctions-screener`\n- [Redaction Bot](https://registry.agentskit.io/agents/legal-redaction-bot) — `legal-redaction-bot`",
        "citations": [
          {
            "id": "capability:deterministic-gate",
            "title": "deterministic-gate agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:discovery",
      "kind": "navigation",
      "label": "discovery capability",
      "match": {
        "type": "exact",
        "values": [
          "discovery",
          "capability discovery",
          "discovery capability",
          "agents with discovery"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with discovery\n\n- [Legal Doc Reviewer](https://registry.agentskit.io/agents/legal-doc-reviewer) — `legal-doc-reviewer`",
        "citations": [
          {
            "id": "capability:discovery",
            "title": "discovery agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:doc-bridge",
      "kind": "navigation",
      "label": "doc-bridge capability",
      "match": {
        "type": "exact",
        "values": [
          "capability doc-bridge",
          "capability doc bridge",
          "doc bridge capability",
          "agents with doc bridge"
        ]
      },
      "answer": {
        "markdown": "## 3 agents with doc-bridge\n\n- [Doc-bridge Corpus Scanner](https://registry.agentskit.io/agents/ecosystem-doc-bridge-corpus-scanner) — `ecosystem-doc-bridge-corpus-scanner`\n- [Doc-bridge Handoff Author](https://registry.agentskit.io/agents/ecosystem-doc-bridge-handoff-author) — `ecosystem-doc-bridge-handoff-author`\n- [Doc-bridge Memory Classifier](https://registry.agentskit.io/agents/ecosystem-doc-bridge-memory-classifier) — `ecosystem-doc-bridge-memory-classifier`",
        "citations": [
          {
            "id": "capability:doc-bridge",
            "title": "doc-bridge agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:docs",
      "kind": "navigation",
      "label": "docs capability",
      "match": {
        "type": "exact",
        "values": [
          "docs",
          "capability docs",
          "docs capability",
          "agents with docs"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with docs\n\n- [Docs Chat](https://registry.agentskit.io/agents/docs-chat) — `docs-chat`",
        "citations": [
          {
            "id": "capability:docs",
            "title": "docs agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:documentation",
      "kind": "navigation",
      "label": "documentation capability",
      "match": {
        "type": "exact",
        "values": [
          "documentation",
          "capability documentation",
          "documentation capability",
          "agents with documentation"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with documentation\n\n- [Knowledge Promoter Agent](https://registry.agentskit.io/agents/knowledge-promoter) — `knowledge-promoter`",
        "citations": [
          {
            "id": "capability:documentation",
            "title": "documentation agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:dogfood",
      "kind": "navigation",
      "label": "dogfood capability",
      "match": {
        "type": "exact",
        "values": [
          "dogfood",
          "capability dogfood",
          "dogfood capability",
          "agents with dogfood"
        ]
      },
      "answer": {
        "markdown": "## 10 agents with dogfood\n\n- [Ecosystem Changelog](https://registry.agentskit.io/agents/ecosystem-changelog-ecosystem) — `ecosystem-changelog-ecosystem`\n- [Doc-bridge Corpus Scanner](https://registry.agentskit.io/agents/ecosystem-doc-bridge-corpus-scanner) — `ecosystem-doc-bridge-corpus-scanner`\n- [Doc-bridge Handoff Author](https://registry.agentskit.io/agents/ecosystem-doc-bridge-handoff-author) — `ecosystem-doc-bridge-handoff-author`\n- [Doc-bridge Memory Classifier](https://registry.agentskit.io/agents/ecosystem-doc-bridge-memory-classifier) — `ecosystem-doc-bridge-memory-classifier`\n- [Integration Mapper](https://registry.agentskit.io/agents/ecosystem-integration-mapper) — `ecosystem-integration-mapper`\n- [llms.txt Optimizer](https://registry.agentskit.io/agents/ecosystem-llms-txt-optimizer) — `ecosystem-llms-txt-optimizer`\n- [Playbook Alignment Auditor](https://registry.agentskit.io/agents/ecosystem-playbook-alignment-auditor) — `ecosystem-playbook-alignment-auditor`\n- [Registry Agent Spec Author](https://registry.agentskit.io/agents/ecosystem-registry-agent-spec-author) — `ecosystem-registry-agent-spec-author`\n- [Browse the full catalog](https://registry.agentskit.io/#agents)",
        "citations": [
          {
            "id": "capability:dogfood",
            "title": "dogfood agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:drafting",
      "kind": "navigation",
      "label": "drafting capability",
      "match": {
        "type": "exact",
        "values": [
          "drafting",
          "capability drafting",
          "drafting capability",
          "agents with drafting"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with drafting\n\n- [Doc Drafter](https://registry.agentskit.io/agents/legal-doc-drafter) — `legal-doc-drafter`",
        "citations": [
          {
            "id": "capability:drafting",
            "title": "drafting agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:fraud",
      "kind": "navigation",
      "label": "fraud capability",
      "match": {
        "type": "exact",
        "values": [
          "fraud",
          "capability fraud",
          "fraud capability",
          "agents with fraud"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with fraud\n\n- [Transaction Investigator](https://registry.agentskit.io/agents/fintech-transaction-investigator) — `fintech-transaction-investigator`",
        "citations": [
          {
            "id": "capability:fraud",
            "title": "fraud agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:github",
      "kind": "navigation",
      "label": "github capability",
      "match": {
        "type": "exact",
        "values": [
          "github",
          "capability github",
          "github capability",
          "agents with github"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with github\n\n- [Issue Creator](https://registry.agentskit.io/agents/coding-issue-creator) — `coding-issue-creator`",
        "citations": [
          {
            "id": "capability:github",
            "title": "github agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:grounded",
      "kind": "navigation",
      "label": "grounded capability",
      "match": {
        "type": "exact",
        "values": [
          "grounded",
          "capability grounded",
          "grounded capability",
          "agents with grounded"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with grounded\n\n- [Docs Chat](https://registry.agentskit.io/agents/docs-chat) — `docs-chat`",
        "citations": [
          {
            "id": "capability:grounded",
            "title": "grounded agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:grounding",
      "kind": "navigation",
      "label": "grounding capability",
      "match": {
        "type": "exact",
        "values": [
          "grounding",
          "capability grounding",
          "grounding capability",
          "agents with grounding"
        ]
      },
      "answer": {
        "markdown": "## 2 agents with grounding\n\n- [Deck Builder](https://registry.agentskit.io/agents/agency-deck-builder) — `agency-deck-builder`\n- [KB Searcher](https://registry.agentskit.io/agents/support-kb-searcher) — `support-kb-searcher`",
        "citations": [
          {
            "id": "capability:grounding",
            "title": "grounding agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:hipaa",
      "kind": "navigation",
      "label": "hipaa capability",
      "match": {
        "type": "exact",
        "values": [
          "hipaa",
          "capability hipaa",
          "hipaa capability",
          "agents with hipaa"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with hipaa\n\n- [Chart Redactor](https://registry.agentskit.io/agents/clinical-chart-redactor) — `clinical-chart-redactor`",
        "citations": [
          {
            "id": "capability:hipaa",
            "title": "hipaa agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:human-in-the-loop",
      "kind": "navigation",
      "label": "human-in-the-loop capability",
      "match": {
        "type": "exact",
        "values": [
          "human-in-the-loop",
          "human in the loop",
          "capability human-in-the-loop",
          "capability human in the loop",
          "human in the loop capability",
          "agents with human in the loop"
        ]
      },
      "answer": {
        "markdown": "## 22 agents with human-in-the-loop\n\n- [Brief Generator](https://registry.agentskit.io/agents/agency-brief-generator) — `agency-brief-generator`\n- [Copy Reviewer](https://registry.agentskit.io/agents/agency-copy-reviewer) — `agency-copy-reviewer`\n- [Schedule Planner](https://registry.agentskit.io/agents/agency-schedule-planner) — `agency-schedule-planner`\n- [Intake Triage](https://registry.agentskit.io/agents/clinical-intake-triage) — `clinical-intake-triage`\n- [SOAP Generator](https://registry.agentskit.io/agents/clinical-note-summariser) — `clinical-note-summariser`\n- [Patient Summary](https://registry.agentskit.io/agents/clinical-patient-summary) — `clinical-patient-summary`\n- [Referral Router](https://registry.agentskit.io/agents/clinical-referral-router) — `clinical-referral-router`\n- [Code Review](https://registry.agentskit.io/agents/code-review) — `code-review`\n- [Browse the full catalog](https://registry.agentskit.io/#agents)",
        "citations": [
          {
            "id": "capability:human-in-the-loop",
            "title": "human-in-the-loop agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:intake",
      "kind": "navigation",
      "label": "intake capability",
      "match": {
        "type": "exact",
        "values": [
          "intake",
          "capability intake",
          "intake capability",
          "agents with intake"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with intake\n\n- [Brief Analyst](https://registry.agentskit.io/agents/marketing-brief-analyst) — `marketing-brief-analyst`",
        "citations": [
          {
            "id": "capability:intake",
            "title": "intake agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:knowledge",
      "kind": "navigation",
      "label": "knowledge capability",
      "match": {
        "type": "exact",
        "values": [
          "knowledge",
          "capability knowledge",
          "knowledge capability",
          "agents with knowledge"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with knowledge\n\n- [Knowledge Promoter Agent](https://registry.agentskit.io/agents/knowledge-promoter) — `knowledge-promoter`",
        "citations": [
          {
            "id": "capability:knowledge",
            "title": "knowledge agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:kyc",
      "kind": "navigation",
      "label": "kyc capability",
      "match": {
        "type": "exact",
        "values": [
          "kyc",
          "capability kyc",
          "kyc capability",
          "agents with kyc"
        ]
      },
      "answer": {
        "markdown": "## 2 agents with kyc\n\n- [KYC Screener](https://registry.agentskit.io/agents/fintech-kyc-screener) — `fintech-kyc-screener`\n- [Sanctions Screener](https://registry.agentskit.io/agents/fintech-sanctions-screener) — `fintech-sanctions-screener`",
        "citations": [
          {
            "id": "capability:kyc",
            "title": "kyc agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:leak-prevention",
      "kind": "navigation",
      "label": "leak-prevention capability",
      "match": {
        "type": "exact",
        "values": [
          "leak-prevention",
          "leak prevention",
          "capability leak-prevention",
          "capability leak prevention",
          "leak prevention capability",
          "agents with leak prevention"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with leak-prevention\n\n- [Knowledge Promoter Agent](https://registry.agentskit.io/agents/knowledge-promoter) — `knowledge-promoter`",
        "citations": [
          {
            "id": "capability:leak-prevention",
            "title": "leak-prevention agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:okf",
      "kind": "navigation",
      "label": "okf capability",
      "match": {
        "type": "exact",
        "values": [
          "okf",
          "capability okf",
          "okf capability",
          "agents with okf"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with okf\n\n- [Knowledge Promoter Agent](https://registry.agentskit.io/agents/knowledge-promoter) — `knowledge-promoter`",
        "citations": [
          {
            "id": "capability:okf",
            "title": "okf agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:pep",
      "kind": "navigation",
      "label": "pep capability",
      "match": {
        "type": "exact",
        "values": [
          "pep",
          "capability pep",
          "pep capability",
          "agents with pep"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with pep\n\n- [KYC Screener](https://registry.agentskit.io/agents/fintech-kyc-screener) — `fintech-kyc-screener`",
        "citations": [
          {
            "id": "capability:pep",
            "title": "pep agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:phi",
      "kind": "navigation",
      "label": "phi capability",
      "match": {
        "type": "exact",
        "values": [
          "phi",
          "capability phi",
          "phi capability",
          "agents with phi"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with phi\n\n- [Chart Redactor](https://registry.agentskit.io/agents/clinical-chart-redactor) — `clinical-chart-redactor`",
        "citations": [
          {
            "id": "capability:phi",
            "title": "phi agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:pii-redaction",
      "kind": "navigation",
      "label": "pii-redaction capability",
      "match": {
        "type": "exact",
        "values": [
          "pii-redaction",
          "pii redaction",
          "capability pii-redaction",
          "capability pii redaction",
          "pii redaction capability",
          "agents with pii redaction"
        ]
      },
      "answer": {
        "markdown": "## 3 agents with pii-redaction\n\n- [Chart Redactor](https://registry.agentskit.io/agents/clinical-chart-redactor) — `clinical-chart-redactor`\n- [Redaction Bot](https://registry.agentskit.io/agents/legal-redaction-bot) — `legal-redaction-bot`\n- [Escalation Drafter](https://registry.agentskit.io/agents/support-escalation-drafter) — `support-escalation-drafter`",
        "citations": [
          {
            "id": "capability:pii-redaction",
            "title": "pii-redaction agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:pipeline",
      "kind": "navigation",
      "label": "pipeline capability",
      "match": {
        "type": "exact",
        "values": [
          "pipeline",
          "capability pipeline",
          "pipeline capability",
          "agents with pipeline"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with pipeline\n\n- [Knowledge Promoter Agent](https://registry.agentskit.io/agents/knowledge-promoter) — `knowledge-promoter`",
        "citations": [
          {
            "id": "capability:pipeline",
            "title": "pipeline agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:planning",
      "kind": "navigation",
      "label": "planning capability",
      "match": {
        "type": "exact",
        "values": [
          "planning",
          "capability planning",
          "planning capability",
          "agents with planning"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with planning\n\n- [PRD Author](https://registry.agentskit.io/agents/coding-prd-author) — `coding-prd-author`",
        "citations": [
          {
            "id": "capability:planning",
            "title": "planning agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:playbook",
      "kind": "navigation",
      "label": "playbook capability",
      "match": {
        "type": "exact",
        "values": [
          "capability playbook",
          "playbook capability",
          "agents with playbook"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with playbook\n\n- [Playbook Alignment Auditor](https://registry.agentskit.io/agents/ecosystem-playbook-alignment-auditor) — `ecosystem-playbook-alignment-auditor`",
        "citations": [
          {
            "id": "capability:playbook",
            "title": "playbook agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:privilege",
      "kind": "navigation",
      "label": "privilege capability",
      "match": {
        "type": "exact",
        "values": [
          "privilege",
          "capability privilege",
          "privilege capability",
          "agents with privilege"
        ]
      },
      "answer": {
        "markdown": "## 2 agents with privilege\n\n- [Legal Doc Reviewer](https://registry.agentskit.io/agents/legal-doc-reviewer) — `legal-doc-reviewer`\n- [Redaction Bot](https://registry.agentskit.io/agents/legal-redaction-bot) — `legal-redaction-bot`",
        "citations": [
          {
            "id": "capability:privilege",
            "title": "privilege agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:prompt-injection-defense",
      "kind": "navigation",
      "label": "prompt-injection-defense capability",
      "match": {
        "type": "exact",
        "values": [
          "prompt-injection-defense",
          "prompt injection defense",
          "capability prompt-injection-defense",
          "capability prompt injection defense",
          "prompt injection defense capability",
          "agents with prompt injection defense"
        ]
      },
      "answer": {
        "markdown": "## 3 agents with prompt-injection-defense\n\n- [Docs Chat](https://registry.agentskit.io/agents/docs-chat) — `docs-chat`\n- [Competitor Researcher](https://registry.agentskit.io/agents/marketing-competitor-researcher) — `marketing-competitor-researcher`\n- [Research Agent](https://registry.agentskit.io/agents/research) — `research`",
        "citations": [
          {
            "id": "capability:prompt-injection-defense",
            "title": "prompt-injection-defense agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:pull-request",
      "kind": "navigation",
      "label": "pull-request capability",
      "match": {
        "type": "exact",
        "values": [
          "pull-request",
          "pull request",
          "capability pull-request",
          "capability pull request",
          "pull request capability",
          "agents with pull request"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with pull-request\n\n- [Code Review](https://registry.agentskit.io/agents/code-review) — `code-review`",
        "citations": [
          {
            "id": "capability:pull-request",
            "title": "pull-request agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:quality",
      "kind": "navigation",
      "label": "quality capability",
      "match": {
        "type": "exact",
        "values": [
          "quality",
          "capability quality",
          "quality capability",
          "agents with quality"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with quality\n\n- [Code Review](https://registry.agentskit.io/agents/code-review) — `code-review`",
        "citations": [
          {
            "id": "capability:quality",
            "title": "quality agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:rag",
      "kind": "navigation",
      "label": "rag capability",
      "match": {
        "type": "exact",
        "values": [
          "rag",
          "capability rag",
          "rag capability",
          "agents with rag"
        ]
      },
      "answer": {
        "markdown": "## 3 agents with rag\n\n- [Docs Chat](https://registry.agentskit.io/agents/docs-chat) — `docs-chat`\n- [Research Agent](https://registry.agentskit.io/agents/research) — `research`\n- [KB Searcher](https://registry.agentskit.io/agents/support-kb-searcher) — `support-kb-searcher`",
        "citations": [
          {
            "id": "capability:rag",
            "title": "rag agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:registry",
      "kind": "navigation",
      "label": "registry capability",
      "match": {
        "type": "exact",
        "values": [
          "registry",
          "capability registry",
          "registry capability",
          "agents with registry"
        ]
      },
      "answer": {
        "markdown": "## 2 agents with registry\n\n- [Registry Agent Spec Author](https://registry.agentskit.io/agents/ecosystem-registry-agent-spec-author) — `ecosystem-registry-agent-spec-author`\n- [Registry Eval Author](https://registry.agentskit.io/agents/ecosystem-registry-eval-author) — `ecosystem-registry-eval-author`",
        "citations": [
          {
            "id": "capability:registry",
            "title": "registry agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:release",
      "kind": "navigation",
      "label": "release capability",
      "match": {
        "type": "exact",
        "values": [
          "release",
          "capability release",
          "release capability",
          "agents with release"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with release\n\n- [Release Notes Drafter](https://registry.agentskit.io/agents/coding-release-notes-drafter) — `coding-release-notes-drafter`",
        "citations": [
          {
            "id": "capability:release",
            "title": "release agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:retrieval",
      "kind": "navigation",
      "label": "retrieval capability",
      "match": {
        "type": "exact",
        "values": [
          "retrieval",
          "capability retrieval",
          "retrieval capability",
          "agents with retrieval"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with retrieval\n\n- [Docs Chat](https://registry.agentskit.io/agents/docs-chat) — `docs-chat`",
        "citations": [
          {
            "id": "capability:retrieval",
            "title": "retrieval agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:review",
      "kind": "navigation",
      "label": "review capability",
      "match": {
        "type": "exact",
        "values": [
          "review",
          "capability review",
          "review capability",
          "agents with review"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with review\n\n- [Copy Reviewer](https://registry.agentskit.io/agents/agency-copy-reviewer) — `agency-copy-reviewer`",
        "citations": [
          {
            "id": "capability:review",
            "title": "review agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:routing",
      "kind": "navigation",
      "label": "routing capability",
      "match": {
        "type": "exact",
        "values": [
          "routing",
          "capability routing",
          "routing capability",
          "agents with routing"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with routing\n\n- [Referral Router](https://registry.agentskit.io/agents/clinical-referral-router) — `clinical-referral-router`",
        "citations": [
          {
            "id": "capability:routing",
            "title": "routing agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:safety-net",
      "kind": "navigation",
      "label": "safety-net capability",
      "match": {
        "type": "exact",
        "values": [
          "safety-net",
          "safety net",
          "capability safety-net",
          "capability safety net",
          "safety net capability",
          "agents with safety net"
        ]
      },
      "answer": {
        "markdown": "## 2 agents with safety-net\n\n- [Intake Triage](https://registry.agentskit.io/agents/clinical-intake-triage) — `clinical-intake-triage`\n- [Triage Bot](https://registry.agentskit.io/agents/support-triage-bot) — `support-triage-bot`",
        "citations": [
          {
            "id": "capability:safety-net",
            "title": "safety-net agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:sanctions",
      "kind": "navigation",
      "label": "sanctions capability",
      "match": {
        "type": "exact",
        "values": [
          "sanctions",
          "capability sanctions",
          "sanctions capability",
          "agents with sanctions"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with sanctions\n\n- [Sanctions Screener](https://registry.agentskit.io/agents/fintech-sanctions-screener) — `fintech-sanctions-screener`",
        "citations": [
          {
            "id": "capability:sanctions",
            "title": "sanctions agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:scheduling",
      "kind": "navigation",
      "label": "scheduling capability",
      "match": {
        "type": "exact",
        "values": [
          "scheduling",
          "capability scheduling",
          "scheduling capability",
          "agents with scheduling"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with scheduling\n\n- [Schedule Planner](https://registry.agentskit.io/agents/agency-schedule-planner) — `agency-schedule-planner`",
        "citations": [
          {
            "id": "capability:scheduling",
            "title": "scheduling agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:security",
      "kind": "navigation",
      "label": "security capability",
      "match": {
        "type": "exact",
        "values": [
          "security",
          "capability security",
          "security capability",
          "agents with security"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with security\n\n- [Code Review](https://registry.agentskit.io/agents/code-review) — `code-review`",
        "citations": [
          {
            "id": "capability:security",
            "title": "security agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:soap",
      "kind": "navigation",
      "label": "soap capability",
      "match": {
        "type": "exact",
        "values": [
          "soap",
          "capability soap",
          "soap capability",
          "agents with soap"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with soap\n\n- [SOAP Generator](https://registry.agentskit.io/agents/clinical-note-summariser) — `clinical-note-summariser`",
        "citations": [
          {
            "id": "capability:soap",
            "title": "soap agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:static-analysis",
      "kind": "navigation",
      "label": "static-analysis capability",
      "match": {
        "type": "exact",
        "values": [
          "static-analysis",
          "static analysis",
          "capability static-analysis",
          "capability static analysis",
          "static analysis capability",
          "agents with static analysis"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with static-analysis\n\n- [Code Review](https://registry.agentskit.io/agents/code-review) — `code-review`",
        "citations": [
          {
            "id": "capability:static-analysis",
            "title": "static-analysis agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:structured-output",
      "kind": "navigation",
      "label": "structured-output capability",
      "match": {
        "type": "exact",
        "values": [
          "structured-output",
          "structured output",
          "capability structured-output",
          "capability structured output",
          "structured output capability",
          "agents with structured output"
        ]
      },
      "answer": {
        "markdown": "## 321 agents with structured-output\n\n- [Brief Generator](https://registry.agentskit.io/agents/agency-brief-generator) — `agency-brief-generator`\n- [Client Status Report](https://registry.agentskit.io/agents/agency-client-status-report) — `agency-client-status-report`\n- [Creative QA Checklist](https://registry.agentskit.io/agents/agency-creative-qa-checklist) — `agency-creative-qa-checklist`\n- [Deck Builder](https://registry.agentskit.io/agents/agency-deck-builder) — `agency-deck-builder`\n- [Media Plan Builder](https://registry.agentskit.io/agents/agency-media-plan-builder) — `agency-media-plan-builder`\n- [Production Timeline](https://registry.agentskit.io/agents/agency-production-timeline) — `agency-production-timeline`\n- [Revision Tracker](https://registry.agentskit.io/agents/agency-revision-tracker) — `agency-revision-tracker`\n- [Scope Creep Detector](https://registry.agentskit.io/agents/agency-scope-creep-detector) — `agency-scope-creep-detector`\n- [Browse the full catalog](https://registry.agentskit.io/#agents)",
        "citations": [
          {
            "id": "capability:structured-output",
            "title": "structured-output agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:summarization",
      "kind": "navigation",
      "label": "summarization capability",
      "match": {
        "type": "exact",
        "values": [
          "summarization",
          "capability summarization",
          "summarization capability",
          "agents with summarization"
        ]
      },
      "answer": {
        "markdown": "## 4 agents with summarization\n\n- [SOAP Generator](https://registry.agentskit.io/agents/clinical-note-summariser) — `clinical-note-summariser`\n- [Patient Summary](https://registry.agentskit.io/agents/clinical-patient-summary) — `clinical-patient-summary`\n- [Case Summariser](https://registry.agentskit.io/agents/legal-case-summariser) — `legal-case-summariser`\n- [Calendar Digest Author](https://registry.agentskit.io/agents/marketing-calendar-digest-author) — `marketing-calendar-digest-author`",
        "citations": [
          {
            "id": "capability:summarization",
            "title": "summarization agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:testing",
      "kind": "navigation",
      "label": "testing capability",
      "match": {
        "type": "exact",
        "values": [
          "testing",
          "capability testing",
          "testing capability",
          "agents with testing"
        ]
      },
      "answer": {
        "markdown": "## 3 agents with testing\n\n- [Code QA](https://registry.agentskit.io/agents/coding-code-qa) — `coding-code-qa`\n- [QA Author](https://registry.agentskit.io/agents/coding-qa-author) — `coding-qa-author`\n- [Test Runner](https://registry.agentskit.io/agents/coding-test-runner) — `coding-test-runner`",
        "citations": [
          {
            "id": "capability:testing",
            "title": "testing agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:triage",
      "kind": "navigation",
      "label": "triage capability",
      "match": {
        "type": "exact",
        "values": [
          "triage",
          "capability triage",
          "triage capability",
          "agents with triage"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with triage\n\n- [Intake Triage](https://registry.agentskit.io/agents/clinical-intake-triage) — `clinical-intake-triage`",
        "citations": [
          {
            "id": "capability:triage",
            "title": "triage agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:v1",
      "kind": "navigation",
      "label": "v1 capability",
      "match": {
        "type": "exact",
        "values": [
          "v1",
          "capability v1",
          "v1 capability",
          "agents with v1"
        ]
      },
      "answer": {
        "markdown": "## 309 agents with v1\n\n- [Client Status Report](https://registry.agentskit.io/agents/agency-client-status-report) — `agency-client-status-report`\n- [Creative QA Checklist](https://registry.agentskit.io/agents/agency-creative-qa-checklist) — `agency-creative-qa-checklist`\n- [Media Plan Builder](https://registry.agentskit.io/agents/agency-media-plan-builder) — `agency-media-plan-builder`\n- [Production Timeline](https://registry.agentskit.io/agents/agency-production-timeline) — `agency-production-timeline`\n- [Revision Tracker](https://registry.agentskit.io/agents/agency-revision-tracker) — `agency-revision-tracker`\n- [Scope Creep Detector](https://registry.agentskit.io/agents/agency-scope-creep-detector) — `agency-scope-creep-detector`\n- [SOW Drafter](https://registry.agentskit.io/agents/agency-sow-drafter) — `agency-sow-drafter`\n- [Vendor RFP Scorer](https://registry.agentskit.io/agents/agency-vendor-rfp-scorer) — `agency-vendor-rfp-scorer`\n- [Browse the full catalog](https://registry.agentskit.io/#agents)",
        "citations": [
          {
            "id": "capability:v1",
            "title": "v1 agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "capability:web-search",
      "kind": "navigation",
      "label": "web-search capability",
      "match": {
        "type": "exact",
        "values": [
          "web-search",
          "web search",
          "capability web-search",
          "capability web search",
          "web search capability",
          "agents with web search"
        ]
      },
      "answer": {
        "markdown": "## 1 agents with web-search\n\n- [Research Agent](https://registry.agentskit.io/agents/research) — `research`",
        "citations": [
          {
            "id": "capability:web-search",
            "title": "web-search agents",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "command:add",
      "kind": "command",
      "label": "Install an agent",
      "match": {
        "type": "exact",
        "values": [
          "install an agent",
          "add an agent",
          "agentskit add",
          "registry install command"
        ]
      },
      "answer": {
        "markdown": "Install any Registry agent with `npx agentskit add <agent-id>`. The CLI copies readable source into your project, so you own and can edit it.",
        "citations": [
          {
            "id": "command:add",
            "title": "Install from AgentsKit Registry",
            "href": "https://registry.agentskit.io/docs/quick-start"
          }
        ]
      }
    },
    {
      "id": "nav:catalog",
      "kind": "navigation",
      "label": "Browse all agents",
      "match": {
        "type": "exact",
        "values": [
          "browse agents",
          "all agents",
          "agent catalog",
          "registry catalog"
        ]
      },
      "answer": {
        "markdown": "Browse all 346 validated agents by category and capability.",
        "citations": [
          {
            "id": "nav:catalog",
            "title": "AgentsKit Registry catalog",
            "href": "https://registry.agentskit.io/#agents"
          }
        ]
      }
    },
    {
      "id": "nav:contribute",
      "kind": "contribution",
      "label": "Contribute an agent",
      "match": {
        "type": "exact",
        "values": [
          "contribute",
          "contribute an agent",
          "registry contribution",
          "add an agent to registry"
        ]
      },
      "answer": {
        "markdown": "Contributions are welcome. Start from the contribution guide, follow the agent structure and validation bar, then open a pull request.",
        "citations": [
          {
            "id": "nav:contribute",
            "title": "Contribute to AgentsKit Registry",
            "href": "https://github.com/AgentsKit-io/agentskit-registry/blob/main/CONTRIBUTING.md"
          }
        ]
      }
    },
    {
      "id": "ecosystem:agentskit",
      "kind": "ecosystem",
      "label": "AgentsKit framework",
      "match": {
        "type": "exact",
        "values": [
          "agentskit",
          "agentskit framework",
          "framework"
        ]
      },
      "answer": {
        "markdown": "AgentsKit is the parent framework. Registry agents compose its published runtime, adapters, skills, tools, memory, and RAG packages.",
        "citations": [
          {
            "id": "ecosystem:agentskit",
            "title": "AgentsKit documentation",
            "href": "https://www.agentskit.io/docs"
          }
        ]
      }
    },
    {
      "id": "ecosystem:playbook",
      "kind": "ecosystem",
      "label": "Agents Playbook",
      "match": {
        "type": "exact",
        "values": [
          "agents playbook",
          "playbook",
          "agent engineering playbook"
        ]
      },
      "answer": {
        "markdown": "Use the Agents Playbook for production engineering practices, review discipline, safety gates, and contribution recipes.",
        "citations": [
          {
            "id": "ecosystem:playbook",
            "title": "Agents Playbook",
            "href": "https://playbook.agentskit.io/docs"
          }
        ]
      }
    },
    {
      "id": "ecosystem:chat",
      "kind": "ecosystem",
      "label": "AgentsKit Chat",
      "match": {
        "type": "exact",
        "values": [
          "agentskit chat",
          "agentschat",
          "chat framework"
        ]
      },
      "answer": {
        "markdown": "AgentsKit Chat turns one AgentsKit behavior definition into native interactive experiences across React, React Native, Ink, Vue, Svelte, Solid, and Angular.",
        "citations": [
          {
            "id": "ecosystem:chat",
            "title": "AgentsKit Chat",
            "href": "https://github.com/AgentsKit-io/agentskit-chat"
          }
        ]
      }
    },
    {
      "id": "ecosystem:doc-bridge",
      "kind": "ecosystem",
      "label": "Doc Bridge",
      "match": {
        "type": "exact",
        "values": [
          "doc bridge",
          "doc-bridge",
          "documentation bridge"
        ]
      },
      "answer": {
        "markdown": "Doc Bridge turns repository documentation into validated indexes, machine-readable context, and precise handoffs for coding agents.",
        "citations": [
          {
            "id": "ecosystem:doc-bridge",
            "title": "Doc Bridge",
            "href": "https://github.com/AgentsKit-io/doc-bridge"
          }
        ]
      }
    }
  ]
}
