{
  "protocolVersion": "0.2.6",
  "name": "swarmlabs",
  "description": "SwarmLabs: calibrated uncertainty quantification for AI4S process verification. 95 scenarios across 10 disciplines with 95% conformal intervals, 73/95 REFUTED results honestly reported, and verifiable POST /v3/verify endpoints. Not a Benchling/LIMS replacement. Not a cross-domain general verifier.",
  "url": "https://swarmlabs.tools",
  "version": "3.3.0",
  "provider": {
    "organization": "SwarmLabs",
    "url": "https://swarmlabs.tools",
    "contactEmail": "contact@swarmlabs.tools"
  },
  "documentationUrl": "https://swarmlabs.tools/docs/api",
  "capabilities": {
    "streaming": false,
    "pushNotifications": false,
    "stateTransitionHistory": true,
    "extendedAgentCard": false
  },
  "skills": [
    {
      "id": "process-verification",
      "name": "Process Verification with Calibrated UQ",
      "description": "GP+UQ surrogate models with conformal prediction intervals (PICP≥0.90). Returns hard_verdict (PASS/MARGINAL/REFUTED), uncertainty budget, and next-experiment recommendation. 95 scenarios across 10 disciplines. Only supports interpolation within design domain (A15).",
      "type": "tool",
      "tags": ["microbiology", "chemical-engineering", "materials-science", "conformal-inference", "uq"],
      "inputModes": ["application/json"],
      "outputModes": ["application/json"],
      "endpoint": "https://swarmlabs.tools/v3/verify"
    },
    {
      "id": "scenario-listing",
      "name": "Scenario Registry",
      "description": "List all 95 verified scenarios with domain, verdict, and evidence grade. Returns JSON with scenario key, discipline, rubric score, and gate verdict.",
      "type": "tool",
      "tags": ["registry", "scenarios"],
      "inputModes": ["application/json"],
      "outputModes": ["application/json"],
      "endpoint": "https://swarmlabs.tools/v3/scenarios"
    },
    {
      "id": "confidence-profile",
      "name": "Confidence Profile",
      "description": "Compute calibrated confidence profile for a scenario: PICP, coverage, undercoverage rate, and evidence grade (validated/experimental).",
      "type": "tool",
      "tags": ["confidence", "uq", "conformal"],
      "inputModes": ["application/json"],
      "outputModes": ["application/json"],
      "endpoint": "https://swarmlabs.tools/v3/confidence"
    }
  ],
  "authentication": {
    "schemes": ["apiKey"],
    "securitySchemes": {
      "apiKey": {
        "type": "apiKey",
        "in": "header",
        "name": "Authorization",
        "description": "Bearer <token>. Free tier available; Pro ¥199/mo, Team ¥599/mo via swarmlabs.tools/pricing."
      }
    }
  },
  "defaultInputModes": ["application/json"],
  "defaultOutputModes": ["application/json"]
}