{
  "project": {
    "project_id": "modu-ai/moai-adk",
    "repo": "modu-ai/moai-adk",
    "name": "moai-adk",
    "github_url": "https://github.com/modu-ai/moai-adk",
    "homepage_url": "https://adk.mo.ai.kr",
    "language": "Go",
    "license": "Apache-2.0",
    "project_kind": "project",
    "category": [
      "coding_agent"
    ],
    "tags": [
      "agentic-ai",
      "agentic-coding",
      "agentic-workflow",
      "ai-agent",
      "ai-coding",
      "anthropic",
      "claude",
      "claude-code",
      "cli-tool",
      "code-generation",
      "code-quality",
      "ddd",
      "developer-tools",
      "go",
      "golang",
      "llm",
      "multi-agent",
      "spec-driven-development",
      "tdd",
      "vibe-coding"
    ],
    "description": "Agentic development harness for Claude Code — SPEC-driven plan/run/sync, TRUST 5 quality gates, model+effort routing, and Claude×GLM multi-LLM cost control. Single Go binary, 16 languages, zero deps.",
    "overview": "Use modu-ai/moai-adk when the user needs a coding agent project with local, cloud deployment options.",
    "alternatives": [],
    "related": [],
    "dependencies": [
      "LLM provider"
    ],
    "deployments": [
      "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"
    ],
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"coding agent\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "medium",
        "evidence": [
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Repository has under 10k stars, so complexity is treated conservatively."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signals": {
      "stars": 1152,
      "recent_commits": 100,
      "contributors": 7,
      "issue_response_time_hours": null,
      "release_frequency_180d": 75
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "quality_score": 33,
    "agent_score": 67,
    "score": 88,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 58,
      "deployment": 70,
      "popularity": 61,
      "community": 52
    },
    "git_top_score": 88,
    "git_top_score_breakdown": {
      "community": 94,
      "maintenance": 71,
      "documentation": 84,
      "stability": 100,
      "adoption": 91,
      "agent_readability": 90
    },
    "summary": {
      "tl_dr": "Use modu-ai/moai-adk when the user needs a coding agent project with local, cloud deployment options.",
      "purpose": "Use modu-ai/moai-adk when the user needs a coding agent project with local, cloud deployment options.",
      "install": "Use the repository's CLI, package, or agent runtime 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",
        "static documentation sites",
        "non-code workflows"
      ],
      "deployment": [
        "local",
        "cloud"
      ],
      "alternatives": []
    },
    "evidence": {
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"coding agent\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "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"
      ],
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: stars30dDelta, commits30d."
      ],
      "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
      "last_verified_at": "2026-08-02T08:00:11.217Z"
    },
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Partial or estimated quality signals: stars30dDelta, commits30d."
    ],
    "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
    "source_fields": [
      "project.description",
      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics"
    ],
    "last_verified_at": "2026-08-02T08:00:11.217Z"
  },
  "related": [
    {
      "project_id": "agentforce314/clawcodex",
      "repo": "agentforce314/clawcodex",
      "name": "clawcodex",
      "github_url": "https://github.com/agentforce314/clawcodex",
      "homepage_url": "https://clawcodex.app",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "agent",
        "ai",
        "ai-agent",
        "ai-coding",
        "claude",
        "claude-code",
        "cli",
        "code",
        "codex",
        "coding",
        "coding-agent",
        "deepseek",
        "llm",
        "python",
        "token-efficient"
      ],
      "description": "Token efficient Claude Code full Python rebuild. AI Coding Agent in 270K LoC pure Python. Up to 200X Cost Saving!",
      "overview": "Use agentforce314/clawcodex when the user needs a coding agent project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "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."
        },
        {
          "repo": "esengine/DeepSeek-Reasonix",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "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 \"pip install\" in repository content.",
            "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": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 819,
        "recent_commits": 100,
        "contributors": 10,
        "issue_response_time_hours": null,
        "release_frequency_180d": 2
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 24,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 23,
      "agent_score": 64,
      "score": 84,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 38,
        "deployment": 80,
        "popularity": 58,
        "community": 55
      },
      "git_top_score": 84,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 50,
        "documentation": 92,
        "stability": 86,
        "adoption": 86,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use agentforce314/clawcodex when the user needs a coding agent project with library-only, local, cloud deployment options.",
        "purpose": "Use agentforce314/clawcodex when the user needs a coding agent project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository 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": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "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."
          },
          {
            "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 \"pip install\" in repository content.",
              "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": [
              "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": 24,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-07-27T10:31:18.350Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d."
      ],
      "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"
      ],
      "last_verified_at": "2026-07-27T10:31:18.350Z"
    },
    {
      "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": "OpenHands/OpenHands",
          "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": "ollama/ollama",
          "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": 160,
        "recent_commits": 100,
        "contributors": 3,
        "issue_response_time_hours": null,
        "release_frequency_180d": 46
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 24,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 30,
      "agent_score": 67,
      "score": 82,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 57,
        "deployment": 90,
        "popularity": 44,
        "community": 48
      },
      "git_top_score": 82,
      "git_top_score_breakdown": {
        "community": 73,
        "maintenance": 71,
        "documentation": 92,
        "stability": 100,
        "adoption": 60,
        "agent_readability": 100
      },
      "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": "OpenHands/OpenHands",
            "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": "ollama/ollama",
            "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": 24,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-02T02:00:24.306Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d."
      ],
      "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"
      ],
      "last_verified_at": "2026-08-02T02:00:24.306Z"
    },
    {
      "project_id": "esengine/DeepSeek-Reasonix",
      "repo": "esengine/DeepSeek-Reasonix",
      "name": "DeepSeek-Reasonix",
      "github_url": "https://github.com/esengine/DeepSeek-Reasonix",
      "homepage_url": "http://reasonix.io/",
      "language": "Go",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "agent",
        "agent-framework",
        "ai-agent",
        "ai-coding",
        "cli",
        "coding-agent",
        "deepseek",
        "developer-tools",
        "ink",
        "llm",
        "prompt-caching",
        "r1",
        "terminal",
        "tool-use",
        "tui",
        "typescript"
      ],
      "description": "DeepSeek-native AI coding agent for your terminal. Engineered around prefix-cache stability — leave it running.",
      "overview": "Use esengine/DeepSeek-Reasonix when the user needs a coding agent project with local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "OpenHands/OpenHands",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "ollama/ollama",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "modu-ai/moai-adk",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "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"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"coding agent\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "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": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 28484,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "partial"
      },
      "quality_score": 84,
      "agent_score": 84,
      "score": 93,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 70,
        "popularity": 89,
        "community": 100
      },
      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use esengine/DeepSeek-Reasonix when the user needs a coding agent project with local, cloud deployment options.",
        "purpose": "Use esengine/DeepSeek-Reasonix when the user needs a coding agent project with local, cloud deployment options.",
        "install": "Use the repository's CLI, package, or agent runtime 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",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "OpenHands/OpenHands",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "ollama/ollama",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "modu-ai/moai-adk",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"coding agent\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "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": [
              "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": "partial",
          "contributors_90d": "partial"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d, releases180d, contributors90d."
        ],
        "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-08-01T16:30:16.959Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d, releases180d, contributors90d."
      ],
      "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-01T16:30:16.959Z"
    },
    {
      "project_id": "gi-dellav/zerostack",
      "repo": "gi-dellav/zerostack",
      "name": "zerostack",
      "github_url": "https://github.com/gi-dellav/zerostack",
      "homepage_url": "https://gi-dellav.github.io/zerostack/",
      "language": "Rust",
      "license": "GPL-3.0",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "agent",
        "agentic-ai",
        "agentic-coding",
        "agents",
        "ai",
        "claude-code",
        "coding-agent",
        "llm",
        "rust",
        "rust-lang"
      ],
      "description": "Lightweight coding agent written in Rust, optimized for memory footprint and performance",
      "overview": "Use gi-dellav/zerostack when the user needs a coding agent project with local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "OpenHands/OpenHands",
          "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": "generalaction/emdash",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "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"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"coding agent\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 1534,
        "recent_commits": 100,
        "contributors": 24,
        "issue_response_time_hours": null,
        "release_frequency_180d": 38
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 20,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 36,
      "agent_score": 71,
      "score": 91,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 62,
        "deployment": 70,
        "popularity": 64,
        "community": 69
      },
      "git_top_score": 91,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 74,
        "documentation": 84,
        "stability": 100,
        "adoption": 91,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use gi-dellav/zerostack when the user needs a coding agent project with local, cloud deployment options.",
        "purpose": "Use gi-dellav/zerostack when the user needs a coding agent project with local, cloud deployment options.",
        "install": "Use the repository's CLI, package, or agent runtime 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",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "OpenHands/OpenHands",
            "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": "generalaction/emdash",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"coding agent\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 20,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d."
        ],
        "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-07-29T13:30:32.405Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d."
      ],
      "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-07-29T13:30:32.405Z"
    },
    {
      "project_id": "fujibee/agmsg",
      "repo": "fujibee/agmsg",
      "name": "agmsg",
      "github_url": "https://github.com/fujibee/agmsg",
      "homepage_url": "https://www.producthunt.com/products/agmsg",
      "language": "Shell",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "agent-communication",
        "agent-teams",
        "agentic",
        "ai-agents",
        "bash",
        "claude-code",
        "cli",
        "codex",
        "copilot",
        "developer-tools",
        "gemini-cli",
        "inter-agent",
        "multi-agent",
        "sqlite"
      ],
      "description": "Cross-vendor messaging for CLI AI coding agents — let Claude Code, Codex, Gemini & Copilot talk to each other in one team. Bash + SQLite, no daemon, no framework.",
      "overview": "Use fujibee/agmsg when the user needs a coding agent project with local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "OpenHands/OpenHands",
          "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": "hex/claude-council",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "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"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"coding agent\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 1339,
        "recent_commits": 100,
        "contributors": 22,
        "issue_response_time_hours": null,
        "release_frequency_180d": 28
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 13,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 37,
      "agent_score": 71,
      "score": 89,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 62,
        "deployment": 70,
        "popularity": 63,
        "community": 67
      },
      "git_top_score": 89,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 74,
        "documentation": 84,
        "stability": 90,
        "adoption": 90,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use fujibee/agmsg when the user needs a coding agent project with local, cloud deployment options.",
        "purpose": "Use fujibee/agmsg when the user needs a coding agent project with local, cloud deployment options.",
        "install": "Use the repository's CLI, package, or agent runtime 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",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "OpenHands/OpenHands",
            "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": "hex/claude-council",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"coding agent\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 13,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d."
        ],
        "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-07-28T10:01:05.720Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d."
      ],
      "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-07-28T10:01:05.720Z"
    },
    {
      "project_id": "kelos-dev/kelos",
      "repo": "kelos-dev/kelos",
      "name": "kelos",
      "github_url": "https://github.com/kelos-dev/kelos",
      "homepage_url": null,
      "language": "Go",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "agentic-ai",
        "agentic-coding",
        "ai",
        "ai-agents",
        "ci-cd",
        "claude",
        "claude-code",
        "codex",
        "cursor",
        "gemini",
        "kubernetes",
        "kubernetes-operator",
        "opencode"
      ],
      "description": "Kelos - The Kubernetes-native framework for orchestrating autonomous AI coding agents.",
      "overview": "Use kelos-dev/kelos when the user needs a coding agent project with kubernetes, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "esengine/DeepSeek-Reasonix",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "ollama/ollama",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        },
        {
          "repo": "gi-dellav/zerostack",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "kubernetes",
        "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"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"coding agent\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"kubernetes\" 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": 278,
        "recent_commits": 100,
        "contributors": 11,
        "issue_response_time_hours": null,
        "release_frequency_180d": 45
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 16,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 32,
      "agent_score": 68,
      "score": 85,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 59,
        "deployment": 80,
        "popularity": 49,
        "community": 56
      },
      "git_top_score": 85,
      "git_top_score_breakdown": {
        "community": 99,
        "maintenance": 72,
        "documentation": 84,
        "stability": 90,
        "adoption": 69,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use kelos-dev/kelos when the user needs a coding agent project with kubernetes, local, cloud deployment options.",
        "purpose": "Use kelos-dev/kelos when the user needs a coding agent project with kubernetes, local, cloud deployment options.",
        "install": "Use the repository's CLI, package, or agent runtime 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",
          "static documentation sites",
          "non-code workflows"
        ],
        "deployment": [
          "kubernetes",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "esengine/DeepSeek-Reasonix",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "ollama/ollama",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          },
          {
            "repo": "gi-dellav/zerostack",
            "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 \"kubernetes\" 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": 16,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-01T03:57:34.643Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d."
      ],
      "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"
      ],
      "last_verified_at": "2026-08-01T03:57:34.643Z"
    },
    {
      "project_id": "github/spec-kit",
      "repo": "github/spec-kit",
      "name": "spec-kit",
      "github_url": "https://github.com/github/spec-kit",
      "homepage_url": "https://github.github.com/spec-kit/",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "ai",
        "copilot",
        "development",
        "engineering",
        "prd",
        "spec",
        "spec-driven"
      ],
      "description": "💫 Toolkit to help you get started with Spec-Driven Development",
      "overview": "Use github/spec-kit when the user needs a coding agent project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "OpenHands/OpenHands",
          "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."
        },
        {
          "repo": "agentforce314/clawcodex",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "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 \"ide\" in repository content."
          ]
        },
        "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": 124909,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 36,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "partial"
      },
      "quality_score": 84,
      "agent_score": 88,
      "score": 93,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 80,
        "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
      },
      "summary": {
        "tl_dr": "Use github/spec-kit when the user needs a coding agent project with library-only, local, cloud deployment options.",
        "purpose": "Use github/spec-kit when the user needs a coding agent project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository 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": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "OpenHands/OpenHands",
            "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."
          },
          {
            "repo": "agentforce314/clawcodex",
            "reason": "Same coding agent intent with coding_agent, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"coding agent\" in repository content.",
              "Matched \"ide\" in repository content."
            ]
          },
          "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": 36,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "partial"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, releases180d, contributors90d."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-01T23:00:27.822Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, releases180d, contributors90d."
      ],
      "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"
      ],
      "last_verified_at": "2026-08-01T23:00:27.822Z"
    },
    {
      "project_id": "TaewoooPark/Agent-Blackbox",
      "repo": "TaewoooPark/Agent-Blackbox",
      "name": "Agent-Blackbox",
      "github_url": "https://github.com/TaewoooPark/Agent-Blackbox",
      "homepage_url": "https://www.npmjs.com/package/@taewooopark/agent-blackbox",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "coding_agent"
      ],
      "tags": [
        "agent",
        "agent-observability",
        "agents",
        "ai",
        "ai-agents",
        "claude",
        "coding-agent",
        "context-engineering",
        "dashboard",
        "developer-tools",
        "devtools",
        "flight-recorder",
        "llm",
        "llm-observability",
        "local-first",
        "observability",
        "opencode",
        "telemetry",
        "token-optimization",
        "typescript"
      ],
      "description": "Local-first flight recorder for coding agents : replay every run as a live session map, score the context bill, and write the fix back into AGENTS.md — no API key, one npx command.",
      "overview": "Use TaewoooPark/Agent-Blackbox when the user needs a coding agent project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "OpenHands/OpenHands",
          "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": "continuedev/continue",
          "reason": "Same coding agent intent with coding_agent, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "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": 65,
        "recent_commits": 24,
        "contributors": 2,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "partial",
        "contributors_90d": "complete"
      },
      "quality_score": 23,
      "agent_score": 61,
      "score": 78,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 45,
        "deployment": 80,
        "popularity": 36,
        "community": 47
      },
      "git_top_score": 78,
      "git_top_score_breakdown": {
        "community": 66,
        "maintenance": 62,
        "documentation": 92,
        "stability": 100,
        "adoption": 49,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use TaewoooPark/Agent-Blackbox when the user needs a coding agent project with library-only, local, cloud deployment options.",
        "purpose": "Use TaewoooPark/Agent-Blackbox when the user needs a coding agent project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository 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": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "OpenHands/OpenHands",
            "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": "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.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "estimated",
          "commits_30d": "complete",
          "releases_180d": "partial",
          "contributors_90d": "complete"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: stars30dDelta, releases180d."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-07-26T20:00:23.767Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: stars30dDelta, releases180d."
      ],
      "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"
      ],
      "last_verified_at": "2026-07-26T20:00:23.767Z"
    }
  ],
  "resolved_from": {
    "requested_id": "modu-ai/moai-adk",
    "resolved_id": "modu-ai/moai-adk",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1025,
    "generated_at": "2026-08-02T12:10:54.343Z",
    "snapshot_id": "d1:1025:2026-08-02T12:00:27.528Z",
    "latest_synced_at": "2026-08-02T12:00:27.528Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}