{
  "generated_with": "culture-tools 0.6.0",
  "contract": "agentfront cli doctor --strict",
  "count": 3,
  "tools": [
    {
      "name": "agentfront",
      "pypi": "agentfront",
      "repo": "agentculture/agentfront",
      "homepage": "https://github.com/agentculture/agentfront",
      "version": "0.10.1",
      "summary": "Agent First Interface — scaffold CLI, MCP, and HTTP interfaces for agent-first tools.",
      "purpose": "Generate and verify agent-first interfaces for CLIs (and later MCP + HTTP).",
      "backend": "claude",
      "model": "unknown",
      "commands": [
        {
          "path": [
            "learn"
          ],
          "summary": "Self-teaching prompt."
        },
        {
          "path": [
            "explain"
          ],
          "summary": "Markdown docs by noun/verb path."
        },
        {
          "path": [
            "overview"
          ],
          "summary": "Rollup across interface surfaces."
        },
        {
          "path": [
            "doctor"
          ],
          "summary": "Self-diagnose agentfront's install or audit a target CLI; --fix applies auto-fixable remediations."
        },
        {
          "path": [
            "cli",
            "cite"
          ],
          "summary": "Emit CLI reference drop."
        },
        {
          "path": [
            "cli",
            "doctor"
          ],
          "summary": "Audit a CLI against the rubric (replaces `cli verify`)."
        },
        {
          "path": [
            "cli",
            "verify"
          ],
          "summary": "Deprecated alias for `cli doctor` (removed in v0.6.0)."
        },
        {
          "path": [
            "cli",
            "overview"
          ],
          "summary": "Read-only snapshot of a target CLI."
        }
      ],
      "install": "uv tool install agentfront",
      "conformant": true
    },
    {
      "name": "colleague",
      "pypi": "colleague",
      "repo": "agentculture/colleague",
      "homepage": "https://github.com/agentculture/colleague",
      "version": "1.22.1",
      "summary": "Colleague is a swappable coder-agent harness that turns different models into repo workers behind one shared task contract.",
      "purpose": "A swappable coder-agent harness you delegate scoped repo tasks to: it works a model backend through through a bounded tool-loop and returns a JSON run report. A different mind, not a stronger one — diversity is the point.",
      "backend": "claude",
      "model": "unknown",
      "commands": [
        {
          "path": [
            "work"
          ],
          "summary": "Run a repo task through a coder backend."
        },
        {
          "path": [
            "backends",
            "list"
          ],
          "summary": "List discovered backend plugins."
        },
        {
          "path": [
            "whoami"
          ],
          "summary": "Mesh identity + the live work engine/model."
        },
        {
          "path": [
            "feedback"
          ],
          "summary": "Grade a work item / read its ROI record."
        },
        {
          "path": [
            "skills",
            "list"
          ],
          "summary": "Show the skill docs resolved for a model."
        },
        {
          "path": [
            "agents",
            "list"
          ],
          "summary": "Show the AGENTS instructions resolved for a model."
        },
        {
          "path": [
            "learn"
          ],
          "summary": "Self-teaching prompt."
        },
        {
          "path": [
            "explain"
          ],
          "summary": "Markdown docs by path."
        },
        {
          "path": [
            "overview"
          ],
          "summary": "Descriptive snapshot of the agent."
        },
        {
          "path": [
            "doctor"
          ],
          "summary": "Check configuration readiness across all check-groups."
        },
        {
          "path": [
            "flight"
          ],
          "summary": "Pilot a running work item (watch/guide/stop a flight)."
        }
      ],
      "install": "uv tool install colleague",
      "conformant": true
    },
    {
      "name": "culture-tools",
      "pypi": "culture-tools",
      "repo": "agentculture/culture-tools",
      "homepage": "https://github.com/agentculture/culture-tools",
      "version": "0.6.0",
      "summary": "tools.culture.dev — the package index for agent-first CLI tools that conform to the agentfront contract.",
      "purpose": "Clonable scaffold for a new AgentCulture mesh agent.",
      "backend": "colleague",
      "model": "sakamakismile/Qwen3.6-27B-Text-NVFP4-MTP",
      "commands": [
        {
          "path": [
            "whoami"
          ],
          "summary": "Identity probe from culture.yaml."
        },
        {
          "path": [
            "learn"
          ],
          "summary": "Self-teaching prompt."
        },
        {
          "path": [
            "explain"
          ],
          "summary": "Markdown docs by path."
        },
        {
          "path": [
            "overview"
          ],
          "summary": "Descriptive snapshot of the agent."
        },
        {
          "path": [
            "doctor"
          ],
          "summary": "Check the agent-identity invariants."
        },
        {
          "path": [
            "cli",
            "overview"
          ],
          "summary": "Describe the CLI surface."
        },
        {
          "path": [
            "index",
            "check"
          ],
          "summary": "Run the AgentFront conformance gate."
        },
        {
          "path": [
            "index",
            "build"
          ],
          "summary": "Emit catalog.json + PEP 503 /simple/."
        },
        {
          "path": [
            "index",
            "overview"
          ],
          "summary": "Describe the index surface."
        }
      ],
      "install": "uv tool install culture-tools",
      "conformant": true
    }
  ],
  "excluded": [
    {
      "name": "agtag",
      "ran": true,
      "failing_bundles": [
        "doctor",
        "json",
        "overview"
      ],
      "error": ""
    },
    {
      "name": "auntiepypi",
      "ran": true,
      "failing_bundles": [
        "doctor",
        "json",
        "overview"
      ],
      "error": ""
    },
    {
      "name": "cultureflare",
      "ran": true,
      "failing_bundles": [
        "doctor",
        "explain",
        "json",
        "overview"
      ],
      "error": ""
    },
    {
      "name": "devex",
      "ran": true,
      "failing_bundles": [
        "doctor",
        "errors",
        "explain",
        "json",
        "learnability",
        "overview",
        "structure"
      ],
      "error": ""
    }
  ]
}