{
  "project_id": "kris-hansen/comanda",
  "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",
    "terminal",
    "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.",
  "overview": "Use kris-hansen/comanda when the user needs a mcp server project with local, cloud deployment options.",
  "alternatives": [
    {
      "repo": "BerriAI/litellm",
      "reason": "Same mcp server intent with mcp overlap."
    },
    {
      "repo": "can1357/oh-my-pi",
      "reason": "Same mcp server intent with mcp overlap."
    },
    {
      "repo": "t8y2/dbx",
      "reason": "Same mcp server intent with mcp overlap."
    }
  ],
  "related": [
    {
      "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": "mixpeek/amux",
      "reason": "Related to kris-hansen/comanda through mcp server category and local deployment."
    },
    {
      "repo": "Deuz-AI/Deuz-SDK",
      "reason": "Related to kris-hansen/comanda through mcp server category and local deployment."
    },
    {
      "repo": "LibreChat-AI/LibreChat",
      "reason": "Related to kris-hansen/comanda through mcp server category and local deployment."
    },
    {
      "repo": "aeonfun/aeon",
      "reason": "Related to kris-hansen/comanda through mcp server category and local deployment."
    }
  ],
  "dependencies": [
    "MCP",
    "LLM provider"
  ],
  "deployments": [
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "connect agents to tools",
    "expose APIs through MCP",
    "bootstrap MCP integrations"
  ],
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    "edge-only Cloudflare Workers deployment without adaptation"
  ],
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    "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": [
        "Runtime blocker: postgres.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 324,
    "recent_commits": 36,
    "contributors": 9,
    "issue_response_time_hours": null,
    "release_frequency_180d": 77
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 34,
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 24,
  "agent_score": 63,
  "score": 85,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 49,
    "deployment": 70,
    "popularity": 50,
    "community": 54
  },
  "git_top_score": 85,
  "git_top_score_breakdown": {
    "community": 94,
    "maintenance": 65,
    "documentation": 84,
    "stability": 100,
    "adoption": 69,
    "agent_readability": 100
  },
  "verification": {
    "schema_version": "git-top.verification.v1",
    "overall_status": "partial",
    "observed_at": "2026-09-25T20:31:05.499Z",
    "signals": {
      "activity": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.pushed_at",
          "metrics.recent_push_days"
        ]
      },
      "license": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.license"
        ]
      },
      "documentation": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.description"
        ]
      },
      "runtime": {
        "status": "inferred",
        "source": "git_top_heuristic",
        "evidence": [
          "agent_card.deployment",
          "agent_card.cloudflare_ready"
        ]
      },
      "install": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "installation/build probe is not enabled"
        ]
      },
      "security": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "dependency/security scan is not enabled"
        ]
      },
      "mcp": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "MCP liveness and tool-call probe is not enabled"
        ]
      }
    },
    "coverage": {
      "observed": 3,
      "inferred": 1,
      "not_run": 3,
      "unknown": 0
    },
    "next_steps": [
      "Run an installation/build probe before production adoption.",
      "Run a dependency and security scan before treating the score as a trust claim.",
      "Run MCP initialize, tools/list, first-call, and error probes before relying on this server."
    ]
  },
  "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"
    ],
    "outputs": [
      "MCP tools",
      "JSON-RPC responses",
      "server capabilities"
    ],
    "good_for": [
      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations",
      "agent tool exposure",
      "MCP integrations",
      "tool servers"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "front-end apps",
      "non-tooling backends"
    ],
    "deployment": [
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "BerriAI/litellm",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "can1357/oh-my-pi",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "t8y2/dbx",
        "reason": "Same mcp server intent with mcp overlap."
      }
    ]
  },
  "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": [
          "Runtime blocker: postgres.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 34,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-25T20:31:05.499Z",
      "signals": {
        "activity": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.pushed_at",
            "metrics.recent_push_days"
          ]
        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
          ]
        },
        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
          ]
        },
        "install": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "installation/build probe is not enabled"
          ]
        },
        "security": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "dependency/security scan is not enabled"
          ]
        },
        "mcp": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "MCP liveness and tool-call probe is not enabled"
          ]
        }
      },
      "coverage": {
        "observed": 3,
        "inferred": 1,
        "not_run": 3,
        "unknown": 0
      },
      "next_steps": [
        "Run an installation/build probe before production adoption.",
        "Run a dependency and security scan before treating the score as a trust claim.",
        "Run MCP initialize, tools/list, first-call, and error probes before relying on this server."
      ]
    },
    "source_fields": [
      "project.description",
      "project.topics",
      "project.language",
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      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics",
      "verification.signals"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
    "last_verified_at": "2026-09-25T20:31:05.499Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
  "source_fields": [
    "project.description",
    "project.topics",
    "project.language",
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  ],
  "last_verified_at": "2026-09-25T20:31:05.499Z",
  "knowledge": {
    "project": {
      "id": "kris-hansen/comanda",
      "owner": "kris-hansen",
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      "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.",
      "language": "Go",
      "topics": [
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        "command-line",
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      "created_at": "2024-10-23T10:55:08Z",
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      "alternatives": [
        {
          "project_id": "BerriAI/litellm",
          "reason": "Same mcp server intent with mcp overlap."
        },
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          "project_id": "can1357/oh-my-pi",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "project_id": "t8y2/dbx",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "summary_for_agent": "Use kris-hansen/comanda when the user needs a mcp server project with local, cloud deployment options.",
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
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        "deployment": {
          "confidence": "medium",
          "evidence": [
            "Local usage is assumed for open source repositories unless contradicted."
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        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
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      "schema_version": "v1",
      "generated_at": "2026-09-25T20:31:05.499Z"
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      "project_id": "kris-hansen/comanda",
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      "releases_180d": 77,
      "contributors_90d": 9,
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      "recent_push_days": 0,
      "git_score": 24,
      "maintenance_score": 49,
      "signal_confidence": {
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        "releases_180d": "complete",
        "contributors_90d": "complete"
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