{
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  "repo": "kris-hansen/comanda",
  "name": "comanda",
  "github_url": "https://github.com/kris-hansen/comanda",
  "homepage_url": "https://comanda.sh",
  "language": "Go",
  "license": "MIT",
  "project_kind": "project",
  "category": [
    "mcp_server"
  ],
  "tags": [
    "agents",
    "ai",
    "ai-agents",
    "anthropic",
    "automation",
    "claude",
    "cli",
    "codex",
    "command-line",
    "devops",
    "gemini",
    "google",
    "kimi",
    "llm",
    "mcp",
    "openai",
    "orchestration",
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    "workflow",
    "yaml"
  ],
  "description": "The CLI-native orchestrator for AI agent workflows. Run Claude Code, Codex, Gemini CLI & Kimi Code from declarative YAML. Because the terminal is where real work happens.",
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  "alternatives": [],
  "related": [
    {
      "repo": "mixpeek/amux",
      "reason": "Related to kris-hansen/comanda through mcp server category and local deployment."
    },
    {
      "repo": "automagik-dev/genie",
      "reason": "Related to kris-hansen/comanda through mcp server category and local deployment."
    },
    {
      "repo": "bagidea/bagidea-office",
      "reason": "Related to kris-hansen/comanda through mcp server category and local deployment."
    },
    {
      "repo": "Gitlawb/zero",
      "reason": "Related to kris-hansen/comanda through mcp server category and local deployment."
    },
    {
      "repo": "1jehuang/jcode",
      "reason": "Related to kris-hansen/comanda through mcp server category and local deployment."
    },
    {
      "repo": "danny-avila/LibreChat",
      "reason": "Related to kris-hansen/comanda through mcp server category and local deployment."
    },
    {
      "repo": "can1357/oh-my-pi",
      "reason": "Related to kris-hansen/comanda through mcp server category and local deployment."
    },
    {
      "repo": "cobusgreyling/loop-engineering",
      "reason": "Related to kris-hansen/comanda through mcp server category and local deployment."
    }
  ],
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    "MCP",
    "LLM provider"
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    "local",
    "cloud"
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  "cloudflare_ready": false,
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    "expose APIs through MCP",
    "bootstrap MCP integrations"
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    "edge-only Cloudflare Workers deployment without adaptation"
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      "evidence": [
        "Matched \"mcp\" in metadata."
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    },
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      "confidence": "medium",
      "evidence": [
        "Local usage is assumed for open source repositories unless contradicted."
      ]
    },
    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "Repository has under 10k stars, so complexity is treated conservatively."
      ]
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    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
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    "recent_commits": 31,
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    "issue_response_time_hours": null,
    "release_frequency_180d": 95
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    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
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  "agent_score": 63,
  "score": 82,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 48,
    "deployment": 70,
    "popularity": 50,
    "community": 53
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  "git_top_score_breakdown": {
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    "maintenance": 65,
    "documentation": 84,
    "stability": 100,
    "adoption": 69,
    "agent_readability": 90
  },
  "summary": {
    "tl_dr": "Use kris-hansen/comanda when the user needs a mcp server project with local, cloud deployment options.",
    "purpose": "Use kris-hansen/comanda when the user needs a mcp server project with local, cloud deployment options.",
    "install": "Run the MCP server following the repository's transport instructions.",
    "inputs": [
      "tool definitions",
      "resource config",
      "transport settings"
    ],
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      "MCP tools",
      "JSON-RPC responses",
      "server capabilities"
    ],
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      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations",
      "agent tool exposure",
      "MCP integrations",
      "tool servers"
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    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "front-end apps",
      "non-tooling backends"
    ],
    "deployment": [
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"mcp\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "medium",
        "evidence": [
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Repository has under 10k stars, so complexity is treated conservatively."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
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      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
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      "agent_card.classification",
      "metrics"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Partial or estimated quality signals: stars30dDelta."
    ],
    "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
    "last_verified_at": "2026-07-31T11:00:08.585Z"
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  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Partial or estimated quality signals: stars30dDelta."
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  "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
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  "knowledge": {
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    "source": "d1",
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