{ "project": { "project_id": "bgauryy/octocode", "repo": "bgauryy/octocode", "name": "octocode", "github_url": "https://github.com/bgauryy/octocode", "homepage_url": "https://octocode.ai/", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "ai", "ai-agents", "ai-tools", "claude-ai", "code-intelligence", "code-search", "context", "cursor", "cursor-ai", "development", "github", "github-api", "llm", "mcp", "model-context-protocol", "modelcontextprotocol", "octocode", "semantic-search", "vibe-coding" ], "description": "Code research platform for AI agents; find, understand, and prove context across your code and all of GitHub, in a fraction of the tokens. One toolset, MCP or CLI ", "overview": "Use bgauryy/octocode when the user needs a mcp server project with local, cloud deployment options.", "alternatives": [ { "repo": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"modelcontextprotocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 913, "recent_commits": 17, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 7, "agent_score": 56, "score": 71, "agent_score_breakdown": { "documentation": 90, "maintenance": 17, "deployment": 70, "popularity": 59, "community": 46 }, "git_top_score": 71, "git_top_score_breakdown": { "community": 75, "maintenance": 25, "documentation": 84, "stability": 70, "adoption": 84, "agent_readability": 100 }, "summary": { "tl_dr": "Use bgauryy/octocode when the user needs a mcp server project with local, cloud deployment options.", "purpose": "Use bgauryy/octocode when the user needs a mcp server project with local, cloud deployment options.", "install": "Run the MCP server following the repository's transport instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"modelcontextprotocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "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" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-17T10:00:57.442Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-17T10:00:57.442Z" }, "related": [ { "project_id": "agent-sh/agent-workspace-linux", "repo": "agent-sh/agent-workspace-linux", "name": "agent-workspace-linux", "github_url": "https://github.com/agent-sh/agent-workspace-linux", "homepage_url": null, "language": "Rust", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "agents", "ai", "ai-agents", "browser-automation", "claude-code", "codex", "desktop-automation", "linux", "llm", "mcp", "model-context-protocol", "rust", "sandbox", "skill", "x11" ], "description": "Isolated Linux desktop workspaces for AI agents — a hidden, agent-owned desktop and browser over MCP, so an agent can do GUI and web work without touching your real desktop.", "overview": "Use agent-sh/agent-workspace-linux when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Browser automation", "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 \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 84, "recent_commits": 23, "contributors": 6, "issue_response_time_hours": null, "release_frequency_180d": 12 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 23, "agent_score": 62, "score": 80, "agent_score_breakdown": { "documentation": 90, "maintenance": 46, "deployment": 80, "popularity": 38, "community": 51 }, "git_top_score": 80, "git_top_score_breakdown": { "community": 79, "maintenance": 62, "documentation": 92, "stability": 100, "adoption": 52, "agent_readability": 100 }, "summary": { "tl_dr": "Use agent-sh/agent-workspace-linux when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use agent-sh/agent-workspace-linux 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": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp 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": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, gpu.", "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": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-22T16:45:42.977Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-08-22T16:45:42.977Z" }, { "project_id": "deepset-ai/haystack", "repo": "deepset-ai/haystack", "name": "haystack", "github_url": "https://github.com/deepset-ai/haystack", "homepage_url": "https://haystack.deepset.ai", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent-framework", "agentic-ai", "agentic-rag", "agents", "ai", "ai-agents", "context-engineering", "framework", "genai", "generative-ai", "information-retrieval", "large-language-models", "llm", "mcp", "multi-agent", "orchestration", "python", "rag", "retrieval-augmented-generation", "semantic-search" ], "description": "Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.", "overview": "Use deepset-ai/haystack when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp, llm_gateway overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "docker", "library_only", "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", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 26228, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 29 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 52, "agent_score": 88, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 88, "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 deepset-ai/haystack when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use deepset-ai/haystack when the user needs a mcp server project with docker, library-only, local 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", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp, llm_gateway overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "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", "users expecting a complete hosted product", "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": "2026-08-17T07:30:58.730Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-08-17T07:30:58.730Z" }, { "project_id": "idosal/git-mcp", "repo": "idosal/git-mcp", "name": "git-mcp", "github_url": "https://github.com/idosal/git-mcp", "homepage_url": "https://gitmcp.io", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agentic-ai", "agents", "ai", "claude", "copilot", "cursor", "git", "llm", "mcp" ], "description": "Put an end to code hallucinations! GitMCP is a free, open-source, remote MCP server for any GitHub project", "overview": "Use idosal/git-mcp when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "AstrBotDevs/AstrBot", "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 \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": 8332, "recent_commits": 0, "contributors": 16, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 9, "agent_score": 62, "score": 72, "agent_score_breakdown": { "documentation": 90, "maintenance": 10, "deployment": 80, "popularity": 78, "community": 61 }, "git_top_score": 72, "git_top_score_breakdown": { "community": 100, "maintenance": 7, "documentation": 84, "stability": 55, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use idosal/git-mcp when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use idosal/git-mcp 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": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": 31, "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" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-17T05:46:00.332Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "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": "2026-08-17T05:46:00.332Z" }, { "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": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp, observability overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp 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": 1691, "recent_commits": 100, "contributors": 54, "issue_response_time_hours": null, "release_frequency_180d": 13 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 43, "agent_score": 80, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 70, "deployment": 80, "popularity": 65, "community": 99 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 80, "documentation": 84, "stability": 100, "adoption": 96, "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": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp, observability overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp 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": 35, "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": "2026-08-17T08:30:54.771Z" }, "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": "2026-08-17T08:30:54.771Z" }, { "project_id": "NanmiCoder/cc-haha", "repo": "NanmiCoder/cc-haha", "name": "cc-haha", "github_url": "https://github.com/NanmiCoder/cc-haha", "homepage_url": "cchaha.ai", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "ai", "ai-agent", "anthropic", "claude", "claude-code", "coding-agent", "computer-use", "desktop-app", "electron", "llm", "mcp", "react", "typescript" ], "description": "Local-first cross-platform desktop workspace for Claude Code / agents: multi-agent, Git worktrees, code diffs, skill marketplace, multi-model, Computer Use, task-aware desktop pets, with WeChat, Feishu, DingTalk, Telegram, WhatsApp and H5 access.", "overview": "Use NanmiCoder/cc-haha when the user needs a mcp server project with local, cloud deployment options.", "alternatives": [ { "repo": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "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": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 14147, "recent_commits": 100, "contributors": 27, "issue_response_time_hours": null, "release_frequency_180d": 40 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 13, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 41, "agent_score": 75, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 62, "deployment": 70, "popularity": 83, "community": 72 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 74, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use NanmiCoder/cc-haha when the user needs a mcp server project with local, cloud deployment options.", "purpose": "Use NanmiCoder/cc-haha when the user needs a mcp server project with local, cloud deployment options.", "install": "Run the MCP server following the repository's transport instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "AstrBotDevs/AstrBot", "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": [ "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": 13, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-18T04:56:02.330Z" }, "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": "2026-08-18T04:56:02.330Z" }, { "project_id": "achiya-automation/safari-mcp", "repo": "achiya-automation/safari-mcp", "name": "safari-mcp", "github_url": "https://github.com/achiya-automation/safari-mcp", "homepage_url": "https://achiya-automation.com", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-agents", "ai-tools", "apple-silicon", "applescript", "automation", "browser-automation", "claude", "claude-code", "cursor", "devtools", "llm-tools", "macos", "mcp", "mcp-server", "model-context-protocol", "safari", "safari-mcp", "web-automation", "webkit", "windsurf" ], "description": "Native Safari browser automation for AI agents. 97 tools via AppleScript — zero overhead, keeps logins, runs silently in background. Drop-in alternative to Chrome DevTools MCP with 40-60% less CPU/heat on Apple Silicon.", "overview": "Use achiya-automation/safari-mcp when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "related": [], "dependencies": [ "MCP", "Browser automation", "LLM provider" ], "deployments": [ "docker", "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": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": 174, "recent_commits": 66, "contributors": 8, "issue_response_time_hours": null, "release_frequency_180d": 88 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 28, "agent_score": 67, "score": 84, "agent_score_breakdown": { "documentation": 90, "maintenance": 53, "deployment": 90, "popularity": 45, "community": 53 }, "git_top_score": 84, "git_top_score_breakdown": { "community": 88, "maintenance": 68, "documentation": 92, "stability": 100, "adoption": 63, "agent_readability": 100 }, "summary": { "tl_dr": "Use achiya-automation/safari-mcp when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use achiya-automation/safari-mcp when the user needs a mcp server project with docker, library-only, local 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", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": 32, "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" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-21T19:00:23.571Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-21T19:00:23.571Z" }, { "project_id": "kris-hansen/comanda", "repo": "kris-hansen/comanda", "name": "comanda", "github_url": "https://github.com/kris-hansen/comanda", "homepage_url": "https://comanda.sh", "language": "Go", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agents", "ai", "ai-agents", "anthropic", "automation", "claude", "cli", "codex", "command-line", "devops", "gemini", "google", "kimi", "llm", "mcp", "openai", "orchestration", "terminal", "workflow", "yaml" ], "description": "The CLI-native orchestrator for AI agent workflows. Run Claude Code, Codex, Gemini CLI & Kimi Code from declarative YAML. Because the terminal is where real work happens.", "overview": "Use kris-hansen/comanda when the user needs a mcp server project with local, cloud deployment options.", "alternatives": [ { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "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": 320, "recent_commits": 85, "contributors": 8, "issue_response_time_hours": null, "release_frequency_180d": 93 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 21, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 29, "agent_score": 64, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 55, "deployment": 70, "popularity": 50, "community": 53 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 91, "maintenance": 69, "documentation": 84, "stability": 100, "adoption": 69, "agent_readability": 100 }, "summary": { "tl_dr": "Use kris-hansen/comanda when the user needs a mcp server project with local, cloud deployment options.", "purpose": "Use kris-hansen/comanda when the user needs a mcp server project with local, cloud deployment options.", "install": "Run the MCP server following the repository's transport instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "AstrBotDevs/AstrBot", "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": 21, "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" ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-22T01:54:37.210Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-22T01:54:37.210Z" }, { "project_id": "surendranb/google-analytics-mcp", "repo": "surendranb/google-analytics-mcp", "name": "google-analytics-mcp", "github_url": "https://github.com/surendranb/google-analytics-mcp", "homepage_url": "https://ga4mcp.com", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-agent", "ai-agents", "analytics", "claude", "claude-mcp", "cursor", "ga4", "gemini-extension", "google-analytics", "mcp", "mcp-server", "model-context-protocol" ], "description": "Google Analytics 4 data to AI agents, agentic workflows, and MCP clients. Give agents analysis-ready access to website traffic, user behavior, and performance data with schema discovery, server-side aggregation, and safe defaults that reduce data wrangling.", "overview": "Use surendranb/google-analytics-mcp when the user needs a mcp server project with local, cloud deployment options.", "alternatives": [ { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "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": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 235, "recent_commits": 49, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 44 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 25, "agent_score": 61, "score": 81, "agent_score_breakdown": { "documentation": 90, "maintenance": 48, "deployment": 70, "popularity": 47, "community": 47 }, "git_top_score": 81, "git_top_score_breakdown": { "community": 72, "maintenance": 65, "documentation": 84, "stability": 100, "adoption": 69, "agent_readability": 100 }, "summary": { "tl_dr": "Use surendranb/google-analytics-mcp when the user needs a mcp server project with local, cloud deployment options.", "purpose": "Use surendranb/google-analytics-mcp when the user needs a mcp server project with local, cloud deployment options.", "install": "Run the MCP server following the repository's transport instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "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 incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-22T13:04:53.199Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-22T13:04:53.199Z" } ], "resolved_from": { "requested_id": "bgauryy/octocode", "resolved_id": "bgauryy/octocode", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1184, "generated_at": "2026-08-23T05:56:42.886Z", "snapshot_id": "d1:1184:2026-08-23T04:55:57.596Z", "latest_synced_at": "2026-08-23T04:55:57.596Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }