{ "project": { "project_id": "GLips/Figma-Context-MCP", "repo": "GLips/Figma-Context-MCP", "name": "Figma-Context-MCP", "github_url": "https://github.com/GLips/Figma-Context-MCP", "homepage_url": "https://www.framelink.ai/", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "cursor", "figma", "mcp", "typescript" ], "description": "MCP server to provide Figma layout information to AI coding agents like Cursor", "overview": "Use GLips/Figma-Context-MCP when the user needs a mcp server project with local, cloud deployment options.", "alternatives": [], "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": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "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": 15720, "recent_commits": 0, "contributors": 30, "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": 47, "agent_score": 71, "score": 84, "agent_score_breakdown": { "documentation": 90, "maintenance": 41, "deployment": 70, "popularity": 84, "community": 75 }, "git_top_score": 84, "git_top_score_breakdown": { "community": 100, "maintenance": 40, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 90 }, "summary": { "tl_dr": "Use GLips/Figma-Context-MCP when the user needs a mcp server project with local, cloud deployment options.", "purpose": "Use GLips/Figma-Context-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": [] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "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": "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": "2026-08-27T03:00:45.858Z" }, "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": "2026-08-27T03:00:45.858Z" }, "related": [ { "project_id": "rocketride-org/rocketride-server", "repo": "rocketride-org/rocketride-server", "name": "rocketride-server", "github_url": "https://github.com/rocketride-org/rocketride-server", "homepage_url": null, "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "cpp", "data-pipeline", "data-processing", "machine-learning", "mcp", "python", "sdk", "typescript", "vscode-extension" ], "description": "High-performance AI pipeline engine with a C++ core and 50+ Python-extensible nodes. Build, debug, and scale LLM workflows with 13+ model providers, 8+ vector databases, and agent orchestration, all from your IDE. Includes VS Code extension, TypeScript/Python SDKs, and Docker deployment.", "overview": "Use rocketride-org/rocketride-server when the user needs a mcp server project with docker, kubernetes, local deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with 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", "LLM provider" ], "deployments": [ "docker", "kubernetes", "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 \"helm chart\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 6979, "recent_commits": 100, "contributors": 56, "issue_response_time_hours": null, "release_frequency_180d": 51 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 80, "agent_score": 84, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 70, "deployment": 90, "popularity": 77, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 80, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use rocketride-org/rocketride-server when the user needs a mcp server project with docker, kubernetes, local deployment options.", "purpose": "Use rocketride-org/rocketride-server when the user needs a mcp server project with docker, kubernetes, 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", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "kubernetes", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with 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 \"helm chart\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-25T17:00:08.755Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-25T17:00:08.755Z" }, { "project_id": "heygen-com/hyperframes", "repo": "heygen-com/hyperframes", "name": "hyperframes", "github_url": "https://github.com/heygen-com/hyperframes", "homepage_url": null, "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "animation", "ffmpeg", "framework", "gsap", "html", "mcp", "puppeteer", "rendering", "typescript", "video" ], "description": "Write HTML. Render video. Built for agents.", "overview": "Use heygen-com/hyperframes 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 overlap." }, { "repo": "headroomlabs-ai/headroom", "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": [ "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": "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": [ "Runtime blocker: gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 42649, "recent_commits": 100, "contributors": 55, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 79, "agent_score": 85, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 70, "deployment": 80, "popularity": 93, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 80, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use heygen-com/hyperframes when the user needs a mcp server project with docker, local, cloud deployment options.", "purpose": "Use heygen-com/hyperframes 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 overlap." }, { "repo": "headroomlabs-ai/headroom", "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": "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": [ "Runtime blocker: gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "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, releases180d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-26T09:06:24.675Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d." ], "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": "2026-08-26T09:06:24.675Z" }, { "project_id": "QwenLM/qwen-code", "repo": "QwenLM/qwen-code", "name": "qwen-code", "github_url": "https://github.com/QwenLM/qwen-code", "homepage_url": "https://qwenlm.github.io/qwen-code-docs/en/users/overview", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agentic", "ai", "ai-agent", "ai-coding", "cli", "coding-agent", "developer-tools", "llm", "mcp", "qwen", "terminal", "typescript" ], "description": "An open-source AI coding agent that lives in your terminal.", "overview": "Use QwenLM/qwen-code 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 coding_agent, mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "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": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 27385, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 72, "agent_score": 88, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 89, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use QwenLM/qwen-code when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use QwenLM/qwen-code 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 coding_agent, mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "heygen-com/hyperframes", "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.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-26T09:06:34.695Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-26T09:06:34.695Z" }, { "project_id": "headroomlabs-ai/headroom", "repo": "headroomlabs-ai/headroom", "name": "headroom", "github_url": "https://github.com/headroomlabs-ai/headroom", "homepage_url": "https://docs.headroomlabs.ai/docs", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "ai", "anthropic", "claude-code", "compression", "context-engineering", "context-window", "cursor", "fastapi", "langchain", "llm", "mcp", "openai", "prompt-engineering", "proxy", "python", "rag", "token-optimization", "tokens", "typescript" ], "description": "Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.", "overview": "Use headroomlabs-ai/headroom when the user needs a mcp server project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "AstrBotDevs/AstrBot", "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", "Vector database", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "difficulty": "advanced", "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": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "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": [ "Found multi-service or orchestration configuration files." ] }, "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": 67613, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 26, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 92, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 97, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use headroomlabs-ai/headroom when the user needs a mcp server project with docker, vercel, serverless deployment options.", "purpose": "Use headroomlabs-ai/headroom when the user needs a mcp server project with docker, vercel, serverless 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", "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "AstrBotDevs/AstrBot", "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": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "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": [ "Found multi-service or orchestration configuration files." ] }, "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": "snapshot", "stars30d_window_days": 26, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-26T06:30:44.232Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-26T06:30:44.232Z" }, { "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": 14206, "recent_commits": 100, "contributors": 27, "issue_response_time_hours": null, "release_frequency_180d": 41 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 20, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 42, "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": 20, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-25T01:56:30.940Z" }, "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": "2026-08-25T01:56:30.940Z" }, { "project_id": "VoltAgent/voltagent", "repo": "VoltAgent/voltagent", "name": "voltagent", "github_url": "https://github.com/VoltAgent/voltagent", "homepage_url": "https://voltagent.dev", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agents", "ai", "ai-agents", "ai-agents-framework", "aiagentframework", "chatbots", "chatgpt", "framework", "javascript", "llm", "llm-observability", "mcp", "multiagent", "nodejs", "observability", "open-source", "openai", "rag", "tts", "typescript" ], "description": "AI Agent Engineering Platform built on an Open Source TypeScript AI Agent Framework", "overview": "Use VoltAgent/voltagent when the user needs a mcp server project with 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": [ "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": 10404, "recent_commits": 4, "contributors": 71, "issue_response_time_hours": null, "release_frequency_180d": 63 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 41, "agent_score": 77, "score": 88, "agent_score_breakdown": { "documentation": 90, "maintenance": 54, "deployment": 70, "popularity": 80, "community": 100 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 100, "maintenance": 52, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use VoltAgent/voltagent when the user needs a mcp server project with local, cloud deployment options.", "purpose": "Use VoltAgent/voltagent 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, 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": [ "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": 35, "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": "2026-08-24T05:06:17.584Z" }, "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": "2026-08-24T05:06:17.584Z" }, { "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": "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 \"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": 1981, "recent_commits": 35, "contributors": 37, "issue_response_time_hours": null, "release_frequency_180d": 54 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 31, "agent_score": 74, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 56, "deployment": 80, "popularity": 66, "community": 82 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 70, "documentation": 84, "stability": 100, "adoption": 94, "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": "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 \"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": "snapshot", "stars30d_window_days": 30, "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": "2026-08-22T08:51:53.160Z" }, "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": "2026-08-22T08:51:53.160Z" }, { "project_id": "bytechefhq/bytechef", "repo": "bytechefhq/bytechef", "name": "bytechef", "github_url": "https://github.com/bytechefhq/bytechef", "homepage_url": "https://www.bytechef.io", "language": "Java", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "ai-agents", "api", "automation", "embedded-ipaas", "hacktoberfest", "integrations", "ipaas", "java", "llm", "low-code", "mcp", "n8n", "no-code", "self-hosted", "typescript", "workato", "workflow", "workflow-automation", "zapier" ], "description": "Open-source platform that unifies AI agent orchestration and workflow automation — autonomy and precision in one platform.", "overview": "Use bytechefhq/bytechef when the user needs a mcp server project with docker, kubernetes, local deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "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": [ "docker", "kubernetes", "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": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 993, "recent_commits": 100, "contributors": 49, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 34, "agent_score": 78, "score": 88, "agent_score_breakdown": { "documentation": 90, "maintenance": 58, "deployment": 90, "popularity": 60, "community": 94 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 100, "maintenance": 71, "documentation": 84, "stability": 90, "adoption": 88, "agent_readability": 100 }, "summary": { "tl_dr": "Use bytechefhq/bytechef when the user needs a mcp server project with docker, kubernetes, local deployment options.", "purpose": "Use bytechefhq/bytechef when the user needs a mcp server project with docker, kubernetes, 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", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "kubernetes", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "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": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "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 usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-25T04:58:31.555Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-25T04:58:31.555Z" } ], "resolved_from": { "requested_id": "GLips/Figma-Context-MCP", "resolved_id": "GLips/Figma-Context-MCP", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1196, "generated_at": "2026-08-27T04:41:31.716Z", "snapshot_id": "d1:1196:2026-08-27T04:00:59.252Z", "latest_synced_at": "2026-08-27T04:00:59.252Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }