{
  "project": {
    "project_id": "Mirrowel/LLM-API-Key-Proxy",
    "repo": "Mirrowel/LLM-API-Key-Proxy",
    "name": "LLM-API-Key-Proxy",
    "github_url": "https://github.com/Mirrowel/LLM-API-Key-Proxy",
    "homepage_url": null,
    "language": "Python",
    "license": "NOASSERTION",
    "project_kind": "project",
    "category": [
      "coding_agent"
    ],
    "tags": [
      "api-key",
      "gemini-api",
      "large-language-model",
      "large-language-models",
      "llm"
    ],
    "description": "Universal LLM Gateway: One API, every LLM. OpenAI/Anthropic-compatible endpoints with multi-provider translation and intelligent load-balancing.",
    "overview": "Use Mirrowel/LLM-API-Key-Proxy when the user needs a coding agent project with docker, library-only, local deployment options.",
    "alternatives": [
      {
        "repo": "OpenHands/OpenHands",
        "reason": "Same coding agent intent with coding_agent, workflow overlap."
      },
      {
        "repo": "sgl-project/sglang",
        "reason": "Same coding agent intent with coding_agent, workflow overlap."
      },
      {
        "repo": "kittors/CliRelay",
        "reason": "Same coding agent intent with coding_agent, llm_gateway, workflow overlap."
      }
    ],
    "related": [],
    "dependencies": [
      "LLM provider"
    ],
    "deployments": [
      "docker",
      "library_only",
      "local",
      "cloud"
    ],
    "difficulty": "beginner",
    "cloudflare_ready": false,
    "use_cases": [
      "build AI coding assistants",
      "automate developer workflows",
      "integrate codebase-aware agents"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product"
    ],
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"ide\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Matched \"pip install\" in repository content.",
          "Matched \"library\" in repository content.",
          "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: python.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signals": {
      "stars": 554,
      "recent_commits": 27,
      "contributors": 7,
      "issue_response_time_hours": null,
      "release_frequency_180d": 4
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 34,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "quality_score": 14,
    "agent_score": 63,
    "score": 83,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 28,
      "deployment": 90,
      "popularity": 55,
      "community": 52
    },
    "git_top_score": 83,
    "git_top_score_breakdown": {
      "community": 90,
      "maintenance": 47,
      "documentation": 92,
      "stability": 100,
      "adoption": 81,
      "agent_readability": 100
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-21T07:31:06.170Z",
      "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_applicable",
          "source": "git_top_runtime",
          "evidence": [
            "project is not classified as mcp_server"
          ]
        }
      },
      "coverage": {
        "observed": 3,
        "inferred": 1,
        "not_run": 2,
        "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."
      ]
    },
    "summary": {
      "tl_dr": "Use Mirrowel/LLM-API-Key-Proxy when the user needs a coding agent project with docker, library-only, local deployment options.",
      "purpose": "Use Mirrowel/LLM-API-Key-Proxy when the user needs a coding agent project with docker, library-only, local deployment options.",
      "install": "Run with Docker using the repository's container instructions.",
      "inputs": [
        "coding task",
        "repo context",
        "tool permissions"
      ],
      "outputs": [
        "code changes",
        "patches",
        "developer assistant actions"
      ],
      "good_for": [
        "build AI coding assistants",
        "automate developer workflows",
        "integrate codebase-aware agents",
        "software engineering tasks",
        "code editing",
        "repo automation"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "static documentation sites",
        "non-code workflows"
      ],
      "deployment": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "alternatives": [
        {
          "repo": "OpenHands/OpenHands",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "sgl-project/sglang",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "kittors/CliRelay",
          "reason": "Same coding agent intent with coding_agent, llm_gateway, workflow overlap."
        }
      ]
    },
    "evidence": {
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"ide\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"pip install\" in repository content.",
            "Matched \"library\" in repository content.",
            "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: python.",
            "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": "2026-09-21T07:31:06.170Z",
        "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_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "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."
        ]
      },
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "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",
        "users expecting a complete hosted product",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "last_verified_at": "2026-09-21T07:31:06.170Z"
    },
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "source_fields": [
      "project.description",
      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics",
      "verification.signals"
    ],
    "last_verified_at": "2026-09-21T07:31:06.170Z"
  },
  "related": [
    {
      "project_id": "ollama/ollama",
      "repo": "ollama/ollama",
      "name": "ollama",
      "github_url": "https://github.com/ollama/ollama",
      "homepage_url": "https://ollama.com",
      "language": "Go",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "deepseek",
        "gemma",
        "gemma3",
        "glm",
        "go",
        "golang",
        "gpt-oss",
        "llama",
        "llama3",
        "llm",
        "llms",
        "minimax",
        "mistral",
        "ollama",
        "qwen"
      ],
      "description": "Get up and running with Kimi, GLM, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models.",
      "overview": "Use ollama/ollama when the user needs a coding agent project with docker, kubernetes, library-only deployment options.",
      "alternatives": [
        {
          "repo": "sgl-project/sglang",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "esengine/DeepSeek-Reasonix",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "kittors/CliRelay",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "kubernetes",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build AI coding assistants",
        "automate developer workflows",
        "integrate codebase-aware agents"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"coding agent\" in repository content.",
            "Matched \"code assistant\" in repository content.",
            "Matched \"ide\" in repository content.",
            "Matched \"cline\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"helm chart\" in repository content.",
            "Matched \"pip install\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, gpu, postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 181659,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 60
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 84,
      "agent_score": 92,
      "score": 93,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 100,
        "popularity": 100,
        "community": 100
      },
      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-25T04:31:06.127Z",
        "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_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "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."
        ]
      },
      "summary": {
        "tl_dr": "Use ollama/ollama when the user needs a coding agent project with docker, kubernetes, library-only deployment options.",
        "purpose": "Use ollama/ollama when the user needs a coding agent project with docker, kubernetes, library-only deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "coding task",
          "repo context",
          "tool permissions"
        ],
        "outputs": [
          "code changes",
          "patches",
          "developer assistant actions"
        ],
        "good_for": [
          "build AI coding assistants",
          "automate developer workflows",
          "integrate codebase-aware agents",
          "software engineering tasks",
          "code editing",
          "repo automation"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "docker",
          "kubernetes",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "sgl-project/sglang",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "esengine/DeepSeek-Reasonix",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "kittors/CliRelay",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"coding agent\" in repository content.",
              "Matched \"code assistant\" in repository content.",
              "Matched \"ide\" in repository content.",
              "Matched \"cline\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"helm chart\" in repository content.",
              "Matched \"pip install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, gpu, postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-25T04:31:06.127Z",
          "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_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "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."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "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",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-25T04:31:06.127Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-25T04:31:06.127Z"
    },
    {
      "project_id": "Nano-Collective/nanocoder",
      "repo": "Nano-Collective/nanocoder",
      "name": "nanocoder",
      "github_url": "https://github.com/Nano-Collective/nanocoder",
      "homepage_url": "https://docs.nanocollective.org/nanocoder",
      "language": "TypeScript",
      "license": "NOASSERTION",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "ai",
        "ai-agents",
        "ai-coding",
        "coding-agents",
        "llm",
        "llm-inference",
        "ollama",
        "openai",
        "openrouter"
      ],
      "description": "An open coding agent for your terminal, built by a community collective rather than a company. Bring your own model, keep your code on your machine, and owe nothing to anyone.",
      "overview": "Use Nano-Collective/nanocoder when the user needs a coding agent project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "OpenHands/OpenHands",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "superset-sh/superset",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "esengine/DeepSeek-Reasonix",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build AI coding assistants",
        "automate developer workflows",
        "integrate codebase-aware agents"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"coding agent\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"npm install\" in repository content.",
            "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_signals": {
        "stars": 2488,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 10
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 45,
      "agent_score": 83,
      "score": 93,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 72,
        "deployment": 90,
        "popularity": 68,
        "community": 100
      },
      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 81,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-20T12:01:04.077Z",
        "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_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "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."
        ]
      },
      "summary": {
        "tl_dr": "Use Nano-Collective/nanocoder when the user needs a coding agent project with docker, library-only, local deployment options.",
        "purpose": "Use Nano-Collective/nanocoder when the user needs a coding agent project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "coding task",
          "repo context",
          "tool permissions"
        ],
        "outputs": [
          "code changes",
          "patches",
          "developer assistant actions"
        ],
        "good_for": [
          "build AI coding assistants",
          "automate developer workflows",
          "integrate codebase-aware agents",
          "software engineering tasks",
          "code editing",
          "repo automation"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "OpenHands/OpenHands",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "superset-sh/superset",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "esengine/DeepSeek-Reasonix",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"coding agent\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"npm install\" in repository content.",
              "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": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-20T12:01:04.077Z",
          "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_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "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."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "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",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-20T12:01:04.077Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-20T12:01:04.077Z"
    },
    {
      "project_id": "langchain-ai/open-swe",
      "repo": "langchain-ai/open-swe",
      "name": "open-swe",
      "github_url": "https://github.com/langchain-ai/open-swe",
      "homepage_url": "https://www.langchain.com/blog/open-swe-an-open-source-framework-for-internal-coding-agents",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "agent",
        "agents",
        "ai",
        "anthropic",
        "claudecode",
        "llm",
        "llms",
        "openai"
      ],
      "description": "An Open-Source Asynchronous Coding Agent",
      "overview": "Use langchain-ai/open-swe when the user needs a coding agent project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "ollama/ollama",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "github/spec-kit",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "OpenHands/OpenHands",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build AI coding assistants",
        "automate developer workflows",
        "integrate codebase-aware agents"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"coding agent\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 10762,
        "recent_commits": 100,
        "contributors": 58,
        "issue_response_time_hours": null,
        "release_frequency_180d": 86
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 44,
      "agent_score": 85,
      "score": 93,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 71,
        "deployment": 90,
        "popularity": 81,
        "community": 100
      },
      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 80,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-24T23:01:14.603Z",
        "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_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "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."
        ]
      },
      "summary": {
        "tl_dr": "Use langchain-ai/open-swe when the user needs a coding agent project with docker, library-only, local deployment options.",
        "purpose": "Use langchain-ai/open-swe when the user needs a coding agent project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "coding task",
          "repo context",
          "tool permissions"
        ],
        "outputs": [
          "code changes",
          "patches",
          "developer assistant actions"
        ],
        "good_for": [
          "build AI coding assistants",
          "automate developer workflows",
          "integrate codebase-aware agents",
          "software engineering tasks",
          "code editing",
          "repo automation"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "ollama/ollama",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "github/spec-kit",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "OpenHands/OpenHands",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"coding agent\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, filesystem.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-24T23:01:14.603Z",
          "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_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "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."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "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",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-24T23:01:14.603Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-24T23:01:14.603Z"
    },
    {
      "project_id": "vivekchand/clawmetry",
      "repo": "vivekchand/clawmetry",
      "name": "clawmetry",
      "github_url": "https://github.com/vivekchand/clawmetry",
      "homepage_url": "https://clawmetry.com",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "agent-monitoring",
        "ai-agent",
        "ai-agents",
        "aider",
        "claude-code",
        "clawmetry",
        "codex",
        "cost-tracking",
        "cursor",
        "developer-tools",
        "gemini-cli",
        "github-copilot",
        "goose",
        "llm",
        "llm-observability",
        "monitoring",
        "observability",
        "openclaw",
        "opentelemetry",
        "python"
      ],
      "description": "See your agent think. Zero-config observability & governance for 30 AI agent runtimes: Claude Code, OpenAI Codex, Hermes, OpenClaw & 26 more. Live token costs, sessions, tool calls, crons.",
      "overview": "Use vivekchand/clawmetry when the user needs a coding agent project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "OpenHands/OpenHands",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "sgl-project/sglang",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "superset-sh/superset",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build AI coding assistants",
        "automate developer workflows",
        "integrate codebase-aware agents"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"ide\" in metadata.",
            "Matched \"aider\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"pip install\" in repository content.",
            "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: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 420,
        "recent_commits": 100,
        "contributors": 18,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "complete"
      },
      "quality_score": 33,
      "agent_score": 72,
      "score": 88,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 61,
        "deployment": 90,
        "popularity": 52,
        "community": 63
      },
      "git_top_score": 88,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 73,
        "documentation": 84,
        "stability": 100,
        "adoption": 76,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-25T09:31:09.430Z",
        "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_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "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."
        ]
      },
      "summary": {
        "tl_dr": "Use vivekchand/clawmetry when the user needs a coding agent project with docker, library-only, local deployment options.",
        "purpose": "Use vivekchand/clawmetry when the user needs a coding agent project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "coding task",
          "repo context",
          "tool permissions"
        ],
        "outputs": [
          "code changes",
          "patches",
          "developer assistant actions"
        ],
        "good_for": [
          "build AI coding assistants",
          "automate developer workflows",
          "integrate codebase-aware agents",
          "software engineering tasks",
          "code editing",
          "repo automation"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "OpenHands/OpenHands",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "sgl-project/sglang",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "superset-sh/superset",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"ide\" in metadata.",
              "Matched \"aider\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"pip install\" in repository content.",
              "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: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-25T09:31:09.430Z",
          "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_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "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."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "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",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, releases180d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-25T09:31:09.430Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, releases180d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-25T09:31:09.430Z"
    },
    {
      "project_id": "asklokesh/loki-mode",
      "repo": "asklokesh/loki-mode",
      "name": "loki-mode",
      "github_url": "https://github.com/asklokesh/loki-mode",
      "homepage_url": "https://www.autonomi.dev",
      "language": "Shell",
      "license": "NOASSERTION",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "ai-agents",
        "aider",
        "anthropic",
        "autonomous",
        "ci-cd",
        "claude",
        "cline",
        "code-review",
        "devops",
        "gemini",
        "github-action",
        "github-issues",
        "loki-mode",
        "multi-agent",
        "openai-codex",
        "openapi",
        "pull-request-review",
        "sdlc",
        "spec-driven-development"
      ],
      "description": "Multi-agent autonomous SDLC framework. Spec to deployed app. PRD, GitHub issue, OpenAPI/JSON/YAML, or one-line brief. 5 AI providers, 8 quality gates.",
      "overview": "Use asklokesh/loki-mode when the user needs a coding agent project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "fujibee/agmsg",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "askalf/dario",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "hex/claude-council",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build AI coding assistants",
        "automate developer workflows",
        "integrate codebase-aware agents"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"ide\" in metadata.",
            "Matched \"cline\" in metadata.",
            "Matched \"aider\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"npm install\" in repository content.",
            "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_signals": {
        "stars": 1066,
        "recent_commits": 100,
        "contributors": 6,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "complete"
      },
      "quality_score": 31,
      "agent_score": 70,
      "score": 88,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 56,
        "deployment": 90,
        "popularity": 61,
        "community": 51
      },
      "git_top_score": 88,
      "git_top_score_breakdown": {
        "community": 90,
        "maintenance": 70,
        "documentation": 84,
        "stability": 100,
        "adoption": 90,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-21T00:01:06.316Z",
        "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_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "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."
        ]
      },
      "summary": {
        "tl_dr": "Use asklokesh/loki-mode when the user needs a coding agent project with docker, library-only, local deployment options.",
        "purpose": "Use asklokesh/loki-mode when the user needs a coding agent project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "coding task",
          "repo context",
          "tool permissions"
        ],
        "outputs": [
          "code changes",
          "patches",
          "developer assistant actions"
        ],
        "good_for": [
          "build AI coding assistants",
          "automate developer workflows",
          "integrate codebase-aware agents",
          "software engineering tasks",
          "code editing",
          "repo automation"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "fujibee/agmsg",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "askalf/dario",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "hex/claude-council",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"ide\" in metadata.",
              "Matched \"cline\" in metadata.",
              "Matched \"aider\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"npm install\" in repository content.",
              "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": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-21T00:01:06.316Z",
          "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_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "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."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "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",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, releases180d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-21T00:01:06.316Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, releases180d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-21T00:01:06.316Z"
    },
    {
      "project_id": "kstevica/captain-claw",
      "repo": "kstevica/captain-claw",
      "name": "captain-claw",
      "github_url": "https://github.com/kstevica/captain-claw",
      "homepage_url": "https://captain-claw.com",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "agent-orchestration",
        "agentic-coding",
        "agentic-workflow",
        "ai-agent",
        "ai-agents",
        "anthropic",
        "autonomous-agents",
        "claw",
        "cli",
        "code-review",
        "langchain-alternative",
        "llm",
        "llm-inference",
        "local-llm",
        "multi-agent",
        "multiagent",
        "ollama",
        "openai",
        "python",
        "self-hosted"
      ],
      "description": "Self-hosted framework for orchestrating fleets of specialist AI agents — ensemble reasoning and a full agentic coding pipeline, model-agnostic and local-friendly.",
      "overview": "Use kstevica/captain-claw when the user needs a coding agent project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "ollama/ollama",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "OpenHands/OpenHands",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "sgl-project/sglang",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build AI coding assistants",
        "automate developer workflows",
        "integrate codebase-aware agents"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"coding agent\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"library\" in repository content.",
            "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: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 165,
        "recent_commits": 73,
        "contributors": 3,
        "issue_response_time_hours": null,
        "release_frequency_180d": 30
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 35,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 27,
      "agent_score": 66,
      "score": 82,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 51,
        "deployment": 90,
        "popularity": 44,
        "community": 48
      },
      "git_top_score": 82,
      "git_top_score_breakdown": {
        "community": 73,
        "maintenance": 67,
        "documentation": 92,
        "stability": 100,
        "adoption": 61,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-22T14:01:03.536Z",
        "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_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "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."
        ]
      },
      "summary": {
        "tl_dr": "Use kstevica/captain-claw when the user needs a coding agent project with docker, library-only, local deployment options.",
        "purpose": "Use kstevica/captain-claw when the user needs a coding agent project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "coding task",
          "repo context",
          "tool permissions"
        ],
        "outputs": [
          "code changes",
          "patches",
          "developer assistant actions"
        ],
        "good_for": [
          "build AI coding assistants",
          "automate developer workflows",
          "integrate codebase-aware agents",
          "software engineering tasks",
          "code editing",
          "repo automation"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "ollama/ollama",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "OpenHands/OpenHands",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "sgl-project/sglang",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"coding agent\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"library\" in repository content.",
              "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: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 35,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-22T14:01:03.536Z",
          "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_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "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."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "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",
          "users expecting a complete hosted product",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-22T14:01:03.536Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-22T14:01:03.536Z"
    },
    {
      "project_id": "earendil-works/pi",
      "repo": "earendil-works/pi",
      "name": "pi",
      "github_url": "https://github.com/earendil-works/pi",
      "homepage_url": null,
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [],
      "description": "AI agent toolkit: unified LLM API, agent loop, TUI, coding agent CLI",
      "overview": "Use earendil-works/pi when the user needs a coding agent project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "anomalyco/opencode",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "cline/cline",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "continuedev/continue",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build AI coding assistants",
        "automate developer workflows",
        "integrate codebase-aware agents"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"coding agent\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"npm install\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 109369,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 80
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 84,
      "agent_score": 90,
      "score": 93,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 90,
        "popularity": 100,
        "community": 100
      },
      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-26T01:30:59.632Z",
        "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_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "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."
        ]
      },
      "summary": {
        "tl_dr": "Use earendil-works/pi when the user needs a coding agent project with docker, library-only, local deployment options.",
        "purpose": "Use earendil-works/pi when the user needs a coding agent project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "coding task",
          "repo context",
          "tool permissions"
        ],
        "outputs": [
          "code changes",
          "patches",
          "developer assistant actions"
        ],
        "good_for": [
          "build AI coding assistants",
          "automate developer workflows",
          "integrate codebase-aware agents",
          "software engineering tasks",
          "code editing",
          "repo automation"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "anomalyco/opencode",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "cline/cline",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "continuedev/continue",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"coding agent\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"npm install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: filesystem.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-26T01:30:59.632Z",
          "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_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "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."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "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",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-26T01:30:59.632Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-26T01:30:59.632Z"
    },
    {
      "project_id": "Aider-AI/aider",
      "repo": "Aider-AI/aider",
      "name": "aider",
      "github_url": "https://github.com/Aider-AI/aider",
      "homepage_url": "https://aider.chat/",
      "language": "Python",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "anthropic",
        "chatgpt",
        "claude-3",
        "cli",
        "command-line",
        "gemini",
        "gpt-3",
        "gpt-35-turbo",
        "gpt-4",
        "gpt-4o",
        "llama",
        "openai",
        "sonnet"
      ],
      "description": "aider is AI pair programming in your terminal",
      "overview": "Use Aider-AI/aider when the user needs a coding agent project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "OpenHands/OpenHands",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "sgl-project/sglang",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "langchain-ai/open-swe",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build AI coding assistants",
        "automate developer workflows",
        "integrate codebase-aware agents"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"ide\" in metadata.",
            "Matched \"aider\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 49203,
        "recent_commits": 0,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 37,
      "agent_score": 77,
      "score": 72,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 26,
        "deployment": 90,
        "popularity": 94,
        "community": 100
      },
      "git_top_score": 72,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 18,
        "documentation": 84,
        "stability": 45,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-26T18:31:13.732Z",
        "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_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "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."
        ]
      },
      "summary": {
        "tl_dr": "Use Aider-AI/aider when the user needs a coding agent project with docker, library-only, local deployment options.",
        "purpose": "Use Aider-AI/aider when the user needs a coding agent project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "coding task",
          "repo context",
          "tool permissions"
        ],
        "outputs": [
          "code changes",
          "patches",
          "developer assistant actions"
        ],
        "good_for": [
          "build AI coding assistants",
          "automate developer workflows",
          "integrate codebase-aware agents",
          "software engineering tasks",
          "code editing",
          "repo automation"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "OpenHands/OpenHands",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "sgl-project/sglang",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "langchain-ai/open-swe",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"ide\" in metadata.",
              "Matched \"aider\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"pip install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-26T18:31:13.732Z",
          "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_applicable",
              "source": "git_top_runtime",
              "evidence": [
                "project is not classified as mcp_server"
              ]
            }
          },
          "coverage": {
            "observed": 3,
            "inferred": 1,
            "not_run": 2,
            "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."
          ]
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "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",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-09-26T18:31:13.732Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-26T18:31:13.732Z"
    }
  ],
  "resolved_from": {
    "requested_id": "Mirrowel/LLM-API-Key-Proxy",
    "resolved_id": "Mirrowel/LLM-API-Key-Proxy",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1213,
    "generated_at": "2026-09-26T19:02:22.870Z",
    "snapshot_id": "d1:1213:2026-09-26T19:01:14.791Z",
    "latest_synced_at": "2026-09-26T19:01:14.791Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}