{
  "project": {
    "project_id": "yomorun/yomo",
    "repo": "yomorun/yomo",
    "name": "yomo",
    "github_url": "https://github.com/yomorun/yomo",
    "homepage_url": "https://yomo.run",
    "language": "Rust",
    "license": null,
    "project_kind": "project",
    "category": [
      "mcp_server"
    ],
    "tags": [
      "a2a-protocol",
      "agent-framework",
      "claude-code",
      "distributed-cloud",
      "function-calling",
      "geodistributedsystems",
      "managed-skills",
      "mcp",
      "openai",
      "quic",
      "realtime",
      "serverless",
      "skills",
      "yomo"
    ],
    "description": "🦖 Serverless AI Agent Framework with Geo-distributed Edge AI Infra.",
    "overview": "Use yomorun/yomo when the user needs a mcp server project with serverless, local, cloud deployment options.",
    "alternatives": [
      {
        "repo": "aaif-goose/goose",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "trpc-group/trpc-agent-go",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "1jehuang/jcode",
        "reason": "Same mcp server intent with mcp overlap."
      }
    ],
    "related": [],
    "dependencies": [
      "MCP",
      "LLM provider"
    ],
    "deployments": [
      "serverless",
      "local",
      "cloud"
    ],
    "difficulty": "beginner",
    "cloudflare_ready": false,
    "use_cases": [
      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation"
    ],
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"mcp\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"serverless\" 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": 1916,
      "recent_commits": 29,
      "contributors": 3,
      "issue_response_time_hours": null,
      "release_frequency_180d": 14
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "quality_score": 23,
    "agent_score": 66,
    "score": 87,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 46,
      "deployment": 80,
      "popularity": 66,
      "community": 48
    },
    "git_top_score": 87,
    "git_top_score_breakdown": {
      "community": 84,
      "maintenance": 63,
      "documentation": 84,
      "stability": 100,
      "adoption": 94,
      "agent_readability": 100
    },
    "summary": {
      "tl_dr": "Use yomorun/yomo when the user needs a mcp server project with serverless, local, cloud deployment options.",
      "purpose": "Use yomorun/yomo when the user needs a mcp server project with serverless, local, cloud deployment options.",
      "install": "Run the MCP server following the repository's transport instructions.",
      "inputs": [
        "tool definitions",
        "resource config",
        "transport settings"
      ],
      "outputs": [
        "MCP tools",
        "JSON-RPC responses",
        "server capabilities"
      ],
      "good_for": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations",
        "agent tool exposure",
        "MCP integrations",
        "tool servers"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "front-end apps",
        "non-tooling backends"
      ],
      "deployment": [
        "serverless",
        "local",
        "cloud"
      ],
      "alternatives": [
        {
          "repo": "aaif-goose/goose",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "trpc-group/trpc-agent-go",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "1jehuang/jcode",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ]
    },
    "evidence": {
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"serverless\" 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": "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."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "last_verified_at": "2026-07-14T08:00:11.375Z"
    },
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Partial or estimated quality signals: stars30dDelta."
    ],
    "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": "2026-07-14T08:00:11.375Z"
  },
  "summary": "yomorun/yomo has 5 alternative candidates. Top match is aaif-goose/goose at 100/100 because Same mcp server intent with mcp overlap.",
  "stats": {
    "candidate_count": 5,
    "explicit_count": 3,
    "cloudflare_ready_count": 0,
    "average_similarity": 100,
    "top_candidate": "aaif-goose/goose"
  },
  "next_actions": [
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=yomorun/yomo,aaif-goose/goose,trpc-group/trpc-agent-go,1jehuang/jcode,alpic-ai/skybridge,datopian/portaljs",
      "kind": "compare"
    },
    {
      "label": "Open source graph",
      "href": "/graph/yomorun/yomo",
      "kind": "graph"
    },
    {
      "label": "Explain source score",
      "href": "/score/yomorun/yomo",
      "kind": "score"
    },
    {
      "label": "Open source project",
      "href": "/projects/yomorun/yomo",
      "kind": "project"
    },
    {
      "label": "Get recommendations",
      "href": "/api/recommend?category=mcp_server&limit=5",
      "kind": "recommend"
    }
  ],
  "comparison_links": {
    "compare": "/api/compare?repos=yomorun/yomo,aaif-goose/goose,trpc-group/trpc-agent-go,1jehuang/jcode,alpic-ai/skybridge,datopian/portaljs",
    "graph": "/graph/yomorun/yomo",
    "project": "/projects/yomorun/yomo",
    "score": "/score/yomorun/yomo"
  },
  "evidence": {
    "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",
      "alternative.match_signals",
      "alternative.similarity_score",
      "alternative.replacement_type"
    ],
    "caveats": [
      "At least one candidate changes primary language; migration cost may be higher."
    ],
    "confidence_reason": "Top alternative has 100/100 similarity with same use case evidence.",
    "last_verified_at": "2026-07-14T08:00:11.375Z"
  },
  "caveats": [
    "At least one candidate changes primary language; migration cost may be higher."
  ],
  "confidence_reason": "Top alternative has 100/100 similarity with same use case evidence.",
  "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",
    "alternative.match_signals",
    "alternative.similarity_score",
    "alternative.replacement_type"
  ],
  "last_verified_at": "2026-07-14T08:00:11.375Z",
  "alternatives": [
    {
      "project_id": "aaif-goose/goose",
      "repo": "aaif-goose/goose",
      "name": "goose",
      "github_url": "https://github.com/aaif-goose/goose",
      "homepage_url": "https://goose-docs.ai/",
      "language": "Rust",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "acp",
        "ai",
        "ai-agents",
        "mcp"
      ],
      "description": "an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM",
      "overview": "Use aaif-goose/goose when the user needs a mcp server project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "1jehuang/jcode",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "micro/go-micro",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "dyoshikawa/rulesync",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "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": 51233,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 43
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 24,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 79,
      "agent_score": 87,
      "score": 93,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 80,
        "popularity": 94,
        "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 aaif-goose/goose when the user needs a mcp server project with docker, local, cloud deployment options.",
        "purpose": "Use aaif-goose/goose when the user needs a mcp server project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "tool definitions",
          "resource config",
          "transport settings"
        ],
        "outputs": [
          "MCP tools",
          "JSON-RPC responses",
          "server capabilities"
        ],
        "good_for": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "1jehuang/jcode",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "micro/go-micro",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "dyoshikawa/rulesync",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "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": 24,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "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, contributors90d."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-07-15T11:12:53.331Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d, 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": "2026-07-15T11:12:53.331Z"
    },
    {
      "project_id": "trpc-group/trpc-agent-go",
      "repo": "trpc-group/trpc-agent-go",
      "name": "trpc-agent-go",
      "github_url": "https://github.com/trpc-group/trpc-agent-go",
      "homepage_url": "https://trpc-group.github.io/trpc-agent-go/",
      "language": "Go",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "a2a",
        "a2a-protocol",
        "ag-ui",
        "agent",
        "agent-framework",
        "ai",
        "ai-agents",
        "evaluation",
        "go",
        "golang",
        "graph-workflows",
        "llm",
        "mcp",
        "model-context-protocol",
        "multi-agent",
        "observability",
        "opentelemetry",
        "rag"
      ],
      "description": "A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.",
      "overview": "Use trpc-group/trpc-agent-go when the user needs a mcp server project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "affaan-m/ECC",
          "reason": "Same mcp server intent with agent_memory, mcp overlap."
        },
        {
          "repo": "SigNoz/signoz",
          "reason": "Same mcp server intent with mcp, observability overlap."
        },
        {
          "repo": "aaif-goose/goose",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "Vector database",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 1535,
        "recent_commits": 100,
        "contributors": 48,
        "issue_response_time_hours": null,
        "release_frequency_180d": 15
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 11,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 40,
      "agent_score": 78,
      "score": 90,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 67,
        "deployment": 80,
        "popularity": 64,
        "community": 93
      },
      "git_top_score": 90,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 78,
        "documentation": 84,
        "stability": 90,
        "adoption": 94,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use trpc-group/trpc-agent-go when the user needs a mcp server project with docker, local, cloud deployment options.",
        "purpose": "Use trpc-group/trpc-agent-go when the user needs a mcp server project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "tool definitions",
          "resource config",
          "transport settings"
        ],
        "outputs": [
          "MCP tools",
          "JSON-RPC responses",
          "server capabilities"
        ],
        "good_for": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "affaan-m/ECC",
            "reason": "Same mcp server intent with agent_memory, mcp overlap."
          },
          {
            "repo": "SigNoz/signoz",
            "reason": "Same mcp server intent with mcp, observability overlap."
          },
          {
            "repo": "aaif-goose/goose",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 11,
          "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": "2026-07-12T11:45:26.150Z"
      },
      "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": "2026-07-12T11:45:26.150Z"
    },
    {
      "project_id": "1jehuang/jcode",
      "repo": "1jehuang/jcode",
      "name": "jcode",
      "github_url": "https://github.com/1jehuang/jcode",
      "homepage_url": "https://solosystems.dev/jcode",
      "language": "Rust",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "ai",
        "ai-agent",
        "ai-coding-agent",
        "claude",
        "cli",
        "coding-agent",
        "llm",
        "mcp",
        "openai",
        "rust",
        "terminal",
        "tui"
      ],
      "description": "Coding Agent Harness",
      "overview": "Use 1jehuang/jcode when the user needs a mcp server project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "affaan-m/ECC",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "BerriAI/litellm",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "can1357/oh-my-pi",
          "reason": "Same mcp server intent with coding_agent, mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "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": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 8290,
        "recent_commits": 100,
        "contributors": 2,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 10,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "complete"
      },
      "quality_score": 35,
      "agent_score": 71,
      "score": 90,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 57,
        "deployment": 80,
        "popularity": 78,
        "community": 47
      },
      "git_top_score": 90,
      "git_top_score_breakdown": {
        "community": 87,
        "maintenance": 71,
        "documentation": 84,
        "stability": 100,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use 1jehuang/jcode when the user needs a mcp server project with library-only, local, cloud deployment options.",
        "purpose": "Use 1jehuang/jcode when the user needs a mcp server project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "tool definitions",
          "resource config",
          "transport settings"
        ],
        "outputs": [
          "MCP tools",
          "JSON-RPC responses",
          "server capabilities"
        ],
        "good_for": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "affaan-m/ECC",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "BerriAI/litellm",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "can1357/oh-my-pi",
            "reason": "Same mcp server intent with coding_agent, mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "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": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 10,
          "commits_30d": "partial",
          "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: commits30d, releases180d."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-07-12T11:44:39.186Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, 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": "2026-07-12T11:44:39.186Z"
    },
    {
      "project_id": "alpic-ai/skybridge",
      "repo": "alpic-ai/skybridge",
      "name": "skybridge",
      "github_url": "https://github.com/alpic-ai/skybridge",
      "homepage_url": "https://skybridge.tech",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agent",
        "ai",
        "apps-sdk",
        "chatgpt",
        "claude",
        "claude-code",
        "devtools",
        "ext-apps",
        "llms",
        "mcp",
        "mcp-apps",
        "mcp-server",
        "mcp-ui",
        "modelcontextprotocol",
        "openai",
        "react",
        "skills",
        "tooling",
        "typescript"
      ],
      "description": "Skybridge is a full-stack TypeScript framework for MCP Apps and ChatGPT Apps. Type-safe. React-powered. Platform-agnostic.",
      "overview": "Use alpic-ai/skybridge when the user needs a mcp server project with library_only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "affaan-m/ECC",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "SigNoz/signoz",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "can1357/oh-my-pi",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"modelcontextprotocol\" in metadata.",
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "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": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 1926,
        "recent_commits": 60,
        "contributors": 32,
        "issue_response_time_hours": null,
        "release_frequency_180d": 73
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 37,
      "agent_score": 74,
      "score": 91,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 58,
        "deployment": 80,
        "popularity": 66,
        "community": 77
      },
      "git_top_score": 91,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 71,
        "documentation": 84,
        "stability": 100,
        "adoption": 93,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use alpic-ai/skybridge when the user needs a mcp server project with library_only, local, cloud deployment options.",
        "purpose": "Use alpic-ai/skybridge when the user needs a mcp server project with library_only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "tool definitions",
          "resource config",
          "transport settings"
        ],
        "outputs": [
          "MCP tools",
          "JSON-RPC responses",
          "server capabilities"
        ],
        "good_for": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "affaan-m/ECC",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "SigNoz/signoz",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "can1357/oh-my-pi",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"modelcontextprotocol\" in metadata.",
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "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": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "estimated",
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "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."
        ],
        "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-07-09T11:01:00.852Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: stars30dDelta."
      ],
      "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"
      ],
      "last_verified_at": "2026-07-09T11:01:00.852Z"
    },
    {
      "project_id": "datopian/portaljs",
      "repo": "datopian/portaljs",
      "name": "portaljs",
      "github_url": "https://github.com/datopian/portaljs",
      "homepage_url": "https://www.portaljs.com",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agent-skills",
        "ai",
        "ai-agents",
        "ckan",
        "claude-code",
        "data-mesh",
        "data-portal",
        "datahub",
        "dataverse",
        "dkan",
        "mcp",
        "nextjs",
        "open-data",
        "open-data-portal",
        "opendatasoft",
        "openmetadata",
        "skills",
        "socrata"
      ],
      "description": "🌀 AI-native framework for building data portals. Scaffold a full portal from a brief and load datasets in minutes with agentic skills — any backend (CKAN, GitHub, Frictionless).",
      "overview": "Use datopian/portaljs when the user needs a mcp server project with serverless, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "affaan-m/ECC",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "SigNoz/signoz",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "can1357/oh-my-pi",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "serverless",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"serverless\" 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": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 2315,
        "recent_commits": 100,
        "contributors": 88,
        "issue_response_time_hours": null,
        "release_frequency_180d": 5
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 8,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 36,
      "agent_score": 81,
      "score": 92,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 62,
        "deployment": 90,
        "popularity": 67,
        "community": 100
      },
      "git_top_score": 92,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 72,
        "documentation": 84,
        "stability": 100,
        "adoption": 99,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use datopian/portaljs when the user needs a mcp server project with serverless, library-only, local deployment options.",
        "purpose": "Use datopian/portaljs when the user needs a mcp server project with serverless, library-only, local deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "tool definitions",
          "resource config",
          "transport settings"
        ],
        "outputs": [
          "MCP tools",
          "JSON-RPC responses",
          "server capabilities"
        ],
        "good_for": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "serverless",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "affaan-m/ECC",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "SigNoz/signoz",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "can1357/oh-my-pi",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"serverless\" 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": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 8,
          "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": "2026-07-15T07:00:22.909Z"
      },
      "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": "2026-07-15T07:00:22.909Z"
    }
  ],
  "alternative_matches": [
    {
      "project_id": "aaif-goose/goose",
      "repo": "aaif-goose/goose",
      "name": "goose",
      "github_url": "https://github.com/aaif-goose/goose",
      "homepage_url": "https://goose-docs.ai/",
      "language": "Rust",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "acp",
        "ai",
        "ai-agents",
        "mcp"
      ],
      "description": "an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM",
      "overview": "Use aaif-goose/goose when the user needs a mcp server project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "1jehuang/jcode",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "micro/go-micro",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "dyoshikawa/rulesync",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "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": 51233,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 43
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 24,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 79,
      "agent_score": 87,
      "score": 93,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 80,
        "popularity": 94,
        "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 aaif-goose/goose when the user needs a mcp server project with docker, local, cloud deployment options.",
        "purpose": "Use aaif-goose/goose when the user needs a mcp server project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "tool definitions",
          "resource config",
          "transport settings"
        ],
        "outputs": [
          "MCP tools",
          "JSON-RPC responses",
          "server capabilities"
        ],
        "good_for": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "1jehuang/jcode",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "micro/go-micro",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "dyoshikawa/rulesync",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "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": 24,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "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",
          "alternative.match_signals",
          "alternative.similarity_score",
          "alternative.replacement_type"
        ],
        "caveats": [
          "Same category, so it can be evaluated as a direct functional substitute.",
          "Deployment overlap: local, cloud.",
          "Shared dependency context: mcp, llm-provider.",
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d, contributors90d."
        ],
        "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.",
        "last_verified_at": "2026-07-15T11:12:53.331Z"
      },
      "caveats": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: local, cloud.",
        "Shared dependency context: mcp, llm-provider.",
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d, contributors90d."
      ],
      "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.",
      "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",
        "alternative.match_signals",
        "alternative.similarity_score",
        "alternative.replacement_type"
      ],
      "last_verified_at": "2026-07-15T11:12:53.331Z",
      "similarity_score": 100,
      "alternative_reason": "Same mcp server intent with mcp overlap.",
      "replacement_type": "same_use_case",
      "match_signals": {
        "explicit": true,
        "shared_category": true,
        "shared_deployments": [
          "local",
          "cloud"
        ],
        "shared_use_cases": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations"
        ],
        "shared_topics": [
          "mcp"
        ],
        "intent_overlap": [
          "mcp"
        ],
        "dependency_overlap": [
          "mcp",
          "llm-provider"
        ],
        "same_language": true,
        "stronger_maintenance": true,
        "cloudflare_ready_upgrade": false
      },
      "fit_summary": "Strong replacement candidate with overlapping indexed use cases.",
      "adoption_notes": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: local, cloud.",
        "Shared dependency context: mcp, llm-provider."
      ],
      "replacement_risk": "low"
    },
    {
      "project_id": "trpc-group/trpc-agent-go",
      "repo": "trpc-group/trpc-agent-go",
      "name": "trpc-agent-go",
      "github_url": "https://github.com/trpc-group/trpc-agent-go",
      "homepage_url": "https://trpc-group.github.io/trpc-agent-go/",
      "language": "Go",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "a2a",
        "a2a-protocol",
        "ag-ui",
        "agent",
        "agent-framework",
        "ai",
        "ai-agents",
        "evaluation",
        "go",
        "golang",
        "graph-workflows",
        "llm",
        "mcp",
        "model-context-protocol",
        "multi-agent",
        "observability",
        "opentelemetry",
        "rag"
      ],
      "description": "A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.",
      "overview": "Use trpc-group/trpc-agent-go when the user needs a mcp server project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "affaan-m/ECC",
          "reason": "Same mcp server intent with agent_memory, mcp overlap."
        },
        {
          "repo": "SigNoz/signoz",
          "reason": "Same mcp server intent with mcp, observability overlap."
        },
        {
          "repo": "aaif-goose/goose",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "Vector database",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 1535,
        "recent_commits": 100,
        "contributors": 48,
        "issue_response_time_hours": null,
        "release_frequency_180d": 15
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 11,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 40,
      "agent_score": 78,
      "score": 90,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 67,
        "deployment": 80,
        "popularity": 64,
        "community": 93
      },
      "git_top_score": 90,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 78,
        "documentation": 84,
        "stability": 90,
        "adoption": 94,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use trpc-group/trpc-agent-go when the user needs a mcp server project with docker, local, cloud deployment options.",
        "purpose": "Use trpc-group/trpc-agent-go when the user needs a mcp server project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "tool definitions",
          "resource config",
          "transport settings"
        ],
        "outputs": [
          "MCP tools",
          "JSON-RPC responses",
          "server capabilities"
        ],
        "good_for": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "affaan-m/ECC",
            "reason": "Same mcp server intent with agent_memory, mcp overlap."
          },
          {
            "repo": "SigNoz/signoz",
            "reason": "Same mcp server intent with mcp, observability overlap."
          },
          {
            "repo": "aaif-goose/goose",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 11,
          "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",
          "alternative.match_signals",
          "alternative.similarity_score",
          "alternative.replacement_type"
        ],
        "caveats": [
          "Same category, so it can be evaluated as a direct functional substitute.",
          "Deployment overlap: local, cloud.",
          "Shared dependency context: mcp, llm-provider.",
          "Language changes to Go; migration cost may be higher.",
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: commits30d."
        ],
        "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.",
        "last_verified_at": "2026-07-12T11:45:26.150Z"
      },
      "caveats": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: local, cloud.",
        "Shared dependency context: mcp, llm-provider.",
        "Language changes to Go; migration cost may be higher.",
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: commits30d."
      ],
      "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.",
      "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",
        "alternative.match_signals",
        "alternative.similarity_score",
        "alternative.replacement_type"
      ],
      "last_verified_at": "2026-07-12T11:45:26.150Z",
      "similarity_score": 100,
      "alternative_reason": "Same mcp server intent with mcp overlap.",
      "replacement_type": "same_use_case",
      "match_signals": {
        "explicit": true,
        "shared_category": true,
        "shared_deployments": [
          "local",
          "cloud"
        ],
        "shared_use_cases": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations"
        ],
        "shared_topics": [
          "a2a-protocol",
          "agent-framework",
          "mcp"
        ],
        "intent_overlap": [
          "mcp"
        ],
        "dependency_overlap": [
          "mcp",
          "llm-provider"
        ],
        "same_language": false,
        "stronger_maintenance": true,
        "cloudflare_ready_upgrade": false
      },
      "fit_summary": "Strong replacement candidate with overlapping indexed use cases.",
      "adoption_notes": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: local, cloud.",
        "Shared dependency context: mcp, llm-provider.",
        "Language changes to Go; migration cost may be higher."
      ],
      "replacement_risk": "low"
    },
    {
      "project_id": "1jehuang/jcode",
      "repo": "1jehuang/jcode",
      "name": "jcode",
      "github_url": "https://github.com/1jehuang/jcode",
      "homepage_url": "https://solosystems.dev/jcode",
      "language": "Rust",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "ai",
        "ai-agent",
        "ai-coding-agent",
        "claude",
        "cli",
        "coding-agent",
        "llm",
        "mcp",
        "openai",
        "rust",
        "terminal",
        "tui"
      ],
      "description": "Coding Agent Harness",
      "overview": "Use 1jehuang/jcode when the user needs a mcp server project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "affaan-m/ECC",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "BerriAI/litellm",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "can1357/oh-my-pi",
          "reason": "Same mcp server intent with coding_agent, mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "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": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 8290,
        "recent_commits": 100,
        "contributors": 2,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 10,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "complete"
      },
      "quality_score": 35,
      "agent_score": 71,
      "score": 90,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 57,
        "deployment": 80,
        "popularity": 78,
        "community": 47
      },
      "git_top_score": 90,
      "git_top_score_breakdown": {
        "community": 87,
        "maintenance": 71,
        "documentation": 84,
        "stability": 100,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use 1jehuang/jcode when the user needs a mcp server project with library-only, local, cloud deployment options.",
        "purpose": "Use 1jehuang/jcode when the user needs a mcp server project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "tool definitions",
          "resource config",
          "transport settings"
        ],
        "outputs": [
          "MCP tools",
          "JSON-RPC responses",
          "server capabilities"
        ],
        "good_for": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "affaan-m/ECC",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "BerriAI/litellm",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "can1357/oh-my-pi",
            "reason": "Same mcp server intent with coding_agent, mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "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": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 10,
          "commits_30d": "partial",
          "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",
          "alternative.match_signals",
          "alternative.similarity_score",
          "alternative.replacement_type"
        ],
        "caveats": [
          "Same category, so it can be evaluated as a direct functional substitute.",
          "Deployment overlap: local, cloud.",
          "Shared dependency context: mcp, llm-provider.",
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, releases180d."
        ],
        "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.",
        "last_verified_at": "2026-07-12T11:44:39.186Z"
      },
      "caveats": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: local, cloud.",
        "Shared dependency context: mcp, llm-provider.",
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, releases180d."
      ],
      "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.",
      "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",
        "alternative.match_signals",
        "alternative.similarity_score",
        "alternative.replacement_type"
      ],
      "last_verified_at": "2026-07-12T11:44:39.186Z",
      "similarity_score": 100,
      "alternative_reason": "Same mcp server intent with mcp overlap.",
      "replacement_type": "same_use_case",
      "match_signals": {
        "explicit": true,
        "shared_category": true,
        "shared_deployments": [
          "local",
          "cloud"
        ],
        "shared_use_cases": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations"
        ],
        "shared_topics": [
          "mcp",
          "openai"
        ],
        "intent_overlap": [
          "mcp"
        ],
        "dependency_overlap": [
          "mcp",
          "llm-provider"
        ],
        "same_language": true,
        "stronger_maintenance": true,
        "cloudflare_ready_upgrade": false
      },
      "fit_summary": "Strong replacement candidate with overlapping indexed use cases.",
      "adoption_notes": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: local, cloud.",
        "Shared dependency context: mcp, llm-provider."
      ],
      "replacement_risk": "low"
    },
    {
      "project_id": "alpic-ai/skybridge",
      "repo": "alpic-ai/skybridge",
      "name": "skybridge",
      "github_url": "https://github.com/alpic-ai/skybridge",
      "homepage_url": "https://skybridge.tech",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agent",
        "ai",
        "apps-sdk",
        "chatgpt",
        "claude",
        "claude-code",
        "devtools",
        "ext-apps",
        "llms",
        "mcp",
        "mcp-apps",
        "mcp-server",
        "mcp-ui",
        "modelcontextprotocol",
        "openai",
        "react",
        "skills",
        "tooling",
        "typescript"
      ],
      "description": "Skybridge is a full-stack TypeScript framework for MCP Apps and ChatGPT Apps. Type-safe. React-powered. Platform-agnostic.",
      "overview": "Use alpic-ai/skybridge when the user needs a mcp server project with library_only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "affaan-m/ECC",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "SigNoz/signoz",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "can1357/oh-my-pi",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"modelcontextprotocol\" in metadata.",
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "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": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 1926,
        "recent_commits": 60,
        "contributors": 32,
        "issue_response_time_hours": null,
        "release_frequency_180d": 73
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 37,
      "agent_score": 74,
      "score": 91,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 58,
        "deployment": 80,
        "popularity": 66,
        "community": 77
      },
      "git_top_score": 91,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 71,
        "documentation": 84,
        "stability": 100,
        "adoption": 93,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use alpic-ai/skybridge when the user needs a mcp server project with library_only, local, cloud deployment options.",
        "purpose": "Use alpic-ai/skybridge when the user needs a mcp server project with library_only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "tool definitions",
          "resource config",
          "transport settings"
        ],
        "outputs": [
          "MCP tools",
          "JSON-RPC responses",
          "server capabilities"
        ],
        "good_for": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "affaan-m/ECC",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "SigNoz/signoz",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "can1357/oh-my-pi",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"modelcontextprotocol\" in metadata.",
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "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": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "estimated",
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "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",
          "alternative.match_signals",
          "alternative.similarity_score",
          "alternative.replacement_type"
        ],
        "caveats": [
          "Same category, so it can be evaluated as a direct functional substitute.",
          "Deployment overlap: local, cloud.",
          "Shared dependency context: mcp, llm-provider.",
          "Language changes to TypeScript; migration cost may be higher.",
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: stars30dDelta."
        ],
        "confidence_reason": "Low replacement risk: 99/100 similarity with category or use-case overlap.",
        "last_verified_at": "2026-07-09T11:01:00.852Z"
      },
      "caveats": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: local, cloud.",
        "Shared dependency context: mcp, llm-provider.",
        "Language changes to TypeScript; migration cost may be higher.",
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: stars30dDelta."
      ],
      "confidence_reason": "Low replacement risk: 99/100 similarity with category or use-case overlap.",
      "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",
        "alternative.match_signals",
        "alternative.similarity_score",
        "alternative.replacement_type"
      ],
      "last_verified_at": "2026-07-09T11:01:00.852Z",
      "similarity_score": 99,
      "alternative_reason": "Same mcp server intent with mcp overlap.",
      "replacement_type": "same_use_case",
      "match_signals": {
        "explicit": false,
        "shared_category": true,
        "shared_deployments": [
          "local",
          "cloud"
        ],
        "shared_use_cases": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations"
        ],
        "shared_topics": [
          "claude-code",
          "mcp",
          "openai",
          "skills"
        ],
        "intent_overlap": [
          "mcp"
        ],
        "dependency_overlap": [
          "mcp",
          "llm-provider"
        ],
        "same_language": false,
        "stronger_maintenance": true,
        "cloudflare_ready_upgrade": false
      },
      "fit_summary": "Strong replacement candidate with overlapping indexed use cases.",
      "adoption_notes": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: local, cloud.",
        "Shared dependency context: mcp, llm-provider.",
        "Language changes to TypeScript; migration cost may be higher."
      ],
      "replacement_risk": "low"
    },
    {
      "project_id": "datopian/portaljs",
      "repo": "datopian/portaljs",
      "name": "portaljs",
      "github_url": "https://github.com/datopian/portaljs",
      "homepage_url": "https://www.portaljs.com",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "mcp_server"
      ],
      "tags": [
        "agent-skills",
        "ai",
        "ai-agents",
        "ckan",
        "claude-code",
        "data-mesh",
        "data-portal",
        "datahub",
        "dataverse",
        "dkan",
        "mcp",
        "nextjs",
        "open-data",
        "open-data-portal",
        "opendatasoft",
        "openmetadata",
        "skills",
        "socrata"
      ],
      "description": "🌀 AI-native framework for building data portals. Scaffold a full portal from a brief and load datasets in minutes with agentic skills — any backend (CKAN, GitHub, Frictionless).",
      "overview": "Use datopian/portaljs when the user needs a mcp server project with serverless, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "affaan-m/ECC",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "SigNoz/signoz",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "repo": "can1357/oh-my-pi",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "serverless",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"serverless\" 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": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 2315,
        "recent_commits": 100,
        "contributors": 88,
        "issue_response_time_hours": null,
        "release_frequency_180d": 5
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 8,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 36,
      "agent_score": 81,
      "score": 92,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 62,
        "deployment": 90,
        "popularity": 67,
        "community": 100
      },
      "git_top_score": 92,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 72,
        "documentation": 84,
        "stability": 100,
        "adoption": 99,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use datopian/portaljs when the user needs a mcp server project with serverless, library-only, local deployment options.",
        "purpose": "Use datopian/portaljs when the user needs a mcp server project with serverless, library-only, local deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "tool definitions",
          "resource config",
          "transport settings"
        ],
        "outputs": [
          "MCP tools",
          "JSON-RPC responses",
          "server capabilities"
        ],
        "good_for": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations",
          "agent tool exposure",
          "MCP integrations",
          "tool servers"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "front-end apps",
          "non-tooling backends"
        ],
        "deployment": [
          "serverless",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "affaan-m/ECC",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "SigNoz/signoz",
            "reason": "Same mcp server intent with mcp overlap."
          },
          {
            "repo": "can1357/oh-my-pi",
            "reason": "Same mcp server intent with mcp overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"mcp\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"serverless\" 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": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 8,
          "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",
          "alternative.match_signals",
          "alternative.similarity_score",
          "alternative.replacement_type"
        ],
        "caveats": [
          "Same category, so it can be evaluated as a direct functional substitute.",
          "Deployment overlap: serverless, local, cloud.",
          "Shared dependency context: mcp, llm-provider.",
          "Language changes to TypeScript; migration cost may be higher.",
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d."
        ],
        "confidence_reason": "Low replacement risk: 99/100 similarity with category or use-case overlap.",
        "last_verified_at": "2026-07-15T07:00:22.909Z"
      },
      "caveats": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: serverless, local, cloud.",
        "Shared dependency context: mcp, llm-provider.",
        "Language changes to TypeScript; migration cost may be higher.",
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d."
      ],
      "confidence_reason": "Low replacement risk: 99/100 similarity with category or use-case overlap.",
      "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",
        "alternative.match_signals",
        "alternative.similarity_score",
        "alternative.replacement_type"
      ],
      "last_verified_at": "2026-07-15T07:00:22.909Z",
      "similarity_score": 99,
      "alternative_reason": "Same mcp server intent with mcp overlap.",
      "replacement_type": "same_use_case",
      "match_signals": {
        "explicit": false,
        "shared_category": true,
        "shared_deployments": [
          "serverless",
          "local",
          "cloud"
        ],
        "shared_use_cases": [
          "connect agents to tools",
          "expose APIs through MCP",
          "bootstrap MCP integrations"
        ],
        "shared_topics": [
          "claude-code",
          "mcp",
          "skills"
        ],
        "intent_overlap": [
          "mcp"
        ],
        "dependency_overlap": [
          "mcp",
          "llm-provider"
        ],
        "same_language": false,
        "stronger_maintenance": true,
        "cloudflare_ready_upgrade": false
      },
      "fit_summary": "Strong replacement candidate with overlapping indexed use cases.",
      "adoption_notes": [
        "Same category, so it can be evaluated as a direct functional substitute.",
        "Deployment overlap: serverless, local, cloud.",
        "Shared dependency context: mcp, llm-provider.",
        "Language changes to TypeScript; migration cost may be higher."
      ],
      "replacement_risk": "low"
    }
  ],
  "metadata": {
    "source": "d1",
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    "project_count": 947,
    "generated_at": "2026-07-15T13:01:41.000Z",
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