{ "query": { "category": "mcp_server", "ranking": "browse" }, "projects": [ { "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": 63445, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 91, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 96, "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": "estimated", "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: stars30dDelta, commits30d, releases180d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-31T04:00:12.280Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, 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": "2026-07-31T04:00:12.280Z" }, { "project_id": "BerriAI/litellm", "repo": "BerriAI/litellm", "name": "litellm", "github_url": "https://github.com/BerriAI/litellm", "homepage_url": "https://docs.litellm.ai/docs/", "language": "Python", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-gateway", "anthropic", "azure-openai", "bedrock", "gateway", "langchain", "litellm", "llm", "llm-gateway", "llmops", "mcp-gateway", "openai", "openai-proxy", "rust", "rust-ai", "vertex-ai" ], "description": "The fastest, litest AI Gateway. Rust core with Python SDK. Call 100+ LLM APIs in OpenAI (or native) format with cost tracking, guardrails, load balancing, and logging [Bedrock, Azure, OpenAI, Anthropic, OpenAI, VertexAI, vLLM, Nvidia NIM]", "overview": "Use BerriAI/litellm 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, llm_gateway overlap." }, { "repo": "coddy-project/coddy-agent", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "Portkey-AI/gateway", "reason": "Same mcp server intent with mcp, llm_gateway overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "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": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 55575, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 89, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 95, "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 BerriAI/litellm when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use BerriAI/litellm 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, llm_gateway overlap." }, { "repo": "coddy-project/coddy-agent", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "Portkey-AI/gateway", "reason": "Same mcp server intent with mcp, llm_gateway overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "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": "2026-08-05T05:00:19.781Z" }, "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": "2026-08-05T05:00:19.781Z" }, { "project_id": "aaif-goose/goose", "repo": "aaif-goose/goose", "name": "goose", "github_url": "https://github.com/aaif-goose/goose", "homepage_url": "https://goose-docs.ai/", "language": "Rust", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "acp", "ai", "ai-agents", "mcp" ], "description": "an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM", "overview": "Use aaif-goose/goose when the user needs a mcp server project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "1jehuang/jcode", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "micro/go-micro", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "dyoshikawa/rulesync", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 52303, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 34 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 41, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 87, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 94, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use aaif-goose/goose when the user needs a mcp server project with docker, local, cloud deployment options.", "purpose": "Use aaif-goose/goose when the user needs a mcp server project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "1jehuang/jcode", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "micro/go-micro", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "dyoshikawa/rulesync", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 41, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-05T07:30:28.814Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-05T07:30:28.814Z" }, { "project_id": "HKUDS/nanobot", "repo": "HKUDS/nanobot", "name": "nanobot", "github_url": "https://github.com/HKUDS/nanobot", "homepage_url": "https://nanobot.wiki", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent-framework", "ai-agent", "ai-agents", "chatbot", "chatops", "discord-bot", "llm-agents", "llms", "local-llm", "mcp", "model-context-protocol", "multi-agent", "openai-compatible", "openclaw", "personal-ai-assistant", "python", "self-hosted", "telegram-bot-ai-assistant", "webui", "workflow-automation" ], "description": "Ultra-lightweight, open-source, self-hosted personal AI agent framework in Python with WebUI, tools, memory, MCP, multi-agent workflows, automation, and chat apps", "overview": "Use HKUDS/nanobot when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "PrefectHQ/fastmcp", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "activepieces/activepieces", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "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": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 46591, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 18 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 89, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 93, "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 HKUDS/nanobot when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use HKUDS/nanobot 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": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "PrefectHQ/fastmcp", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "activepieces/activepieces", "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 \"pip install\" 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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "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: stars30dDelta, commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-04T04:30:13.264Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, 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": "2026-08-04T04:30:13.264Z" }, { "project_id": "danny-avila/LibreChat", "repo": "danny-avila/LibreChat", "name": "LibreChat", "github_url": "https://github.com/danny-avila/LibreChat", "homepage_url": "https://librechat.ai/", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "anthropic", "artifacts", "aws", "azure", "chatgpt", "chatgpt-clone", "claude", "clone", "deepseek", "gemini", "google", "gpt-5", "librechat", "mcp", "o1", "openai", "responses-api", "vision", "webui" ], "description": "Enhanced ChatGPT Clone: Features Agents, MCP, Skills, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching, message search, Code Interpreter, langchain, DALL-E-3, OpenAPI Actions, Functions, Secure Multi-User Auth, Presets, open-source for self-hosting. Active", "overview": "Use danny-avila/LibreChat when the user needs a mcp server project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "NanmiCoder/cc-haha", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "mcp-use/mcp-use", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "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" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 41676, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 17 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 87, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 92, "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 danny-avila/LibreChat when the user needs a mcp server project with docker, local, cloud deployment options.", "purpose": "Use danny-avila/LibreChat 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": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "NanmiCoder/cc-haha", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "mcp-use/mcp-use", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-05T06:00:15.062Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-05T06:00:15.062Z" }, { "project_id": "AstrBotDevs/AstrBot", "repo": "AstrBotDevs/AstrBot", "name": "AstrBot", "github_url": "https://github.com/AstrBotDevs/AstrBot", "homepage_url": "https://astrbot.app", "language": "Python", "license": "AGPL-3.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "ai", "astrbot", "chatbot", "chatgpt", "discord", "docker", "gemini", "gpt", "llama", "llm", "mcp", "openai", "python", "qq", "qqbot", "telegram" ], "description": "AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. ✨", "overview": "Use AstrBotDevs/AstrBot 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": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "ModelEngine-Group/nexent", "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 \"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, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 38653, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 68 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 21, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 89, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 92, "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 AstrBotDevs/AstrBot when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use AstrBotDevs/AstrBot 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": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "ModelEngine-Group/nexent", "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 \"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, gpu.", "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": "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": "2026-08-05T18:30:58.580Z" }, "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": "2026-08-05T18:30:58.580Z" }, { "project_id": "SigNoz/signoz", "repo": "SigNoz/signoz", "name": "signoz", "github_url": "https://github.com/SigNoz/signoz", "homepage_url": "https://signoz.io", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "apm", "application-monitoring", "distributed-tracing", "go", "good-first-issue", "jaeger", "log", "logs", "metrics", "monitoring", "nextjs", "observability", "open-source", "opentelemetry", "prometheus", "react", "reactjs", "self-hosted", "tracing", "typescript" ], "description": "SigNoz is an open-source, OpenTelemetry-native observability platform for your team and their AI agents. Get logs, metrics, and traces in one tool with features like APM, distributed tracing, log management, infra monitoring, etc. Combined with SigNoz MCP and a native AI teammate (in SigNoz Cloud) it helps you build more resilient apps.", "overview": "Use SigNoz/signoz when the user needs a mcp server project with docker, kubernetes, local deployment options.", "alternatives": [ { "repo": "VoltAgent/voltagent", "reason": "Same mcp server intent with mcp, observability overlap." }, { "repo": "trpc-group/trpc-agent-go", "reason": "Same mcp server intent with mcp, observability overlap." }, { "repo": "tma1-ai/tma1", "reason": "Same mcp server intent with mcp, observability overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "kubernetes", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 31781, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 43 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 88, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 90, "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 SigNoz/signoz when the user needs a mcp server project with docker, kubernetes, local deployment options.", "purpose": "Use SigNoz/signoz 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": "VoltAgent/voltagent", "reason": "Same mcp server intent with mcp, observability overlap." }, { "repo": "trpc-group/trpc-agent-go", "reason": "Same mcp server intent with mcp, observability overlap." }, { "repo": "tma1-ai/tma1", "reason": "Same mcp server intent with mcp, observability overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-05T09:30:58.118Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-05T09:30:58.118Z" }, { "project_id": "can1357/oh-my-pi", "repo": "can1357/oh-my-pi", "name": "oh-my-pi", "github_url": "https://github.com/can1357/oh-my-pi", "homepage_url": "https://omp.sh", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-agent", "ai-coding-agent", "anthropic", "bun", "claude", "cli", "coding-assistant", "llm", "mcp", "multi-provider", "openai", "rust", "terminal", "tui", "typescript" ], "description": "⌥ AI Coding agent for the terminal — hash-anchored edits, optimized tool harness, LSP, Python, browser, subagents, and more", "overview": "Use can1357/oh-my-pi when the user needs a mcp server project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "upstash/context7", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Browser automation", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 21846, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 86, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 87, "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 can1357/oh-my-pi when the user needs a mcp server project with docker, local, cloud deployment options.", "purpose": "Use can1357/oh-my-pi 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": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "upstash/context7", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-05T00:00:18.027Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "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": "2026-08-05T00:00:18.027Z" }, { "project_id": "affaan-m/ECC", "repo": "affaan-m/ECC", "name": "ECC", "github_url": "https://github.com/affaan-m/ECC", "homepage_url": "https://ecc.tools", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-agents", "anthropic", "claude", "claude-code", "developer-tools", "llm", "mcp", "productivity" ], "description": "The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.", "overview": "Use affaan-m/ECC when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with agent_memory, mcp overlap." }, { "repo": "cobusgreyling/loop-engineering", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "vshulcz/deja-vu", "reason": "Same mcp server intent with agent_memory, mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "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 \"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": 238020, "recent_commits": 98, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 9 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 28, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 80, "agent_score": 86, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 69, "deployment": 80, "popularity": 100, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 79, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use affaan-m/ECC when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use affaan-m/ECC 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": "HKUDS/nanobot", "reason": "Same mcp server intent with agent_memory, mcp overlap." }, { "repo": "cobusgreyling/loop-engineering", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "vshulcz/deja-vu", "reason": "Same mcp server intent with agent_memory, 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": [ "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": 28, "commits_30d": "complete", "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: contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-06T01:01:30.795Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: 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": "2026-08-06T01:01:30.795Z" }, { "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": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "SigNoz/signoz", "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": 39654, "recent_commits": 100, "contributors": 51, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 79, "agent_score": 84, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 69, "deployment": 80, "popularity": 92, "community": 96 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 79, "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": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "SigNoz/signoz", "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": 35, "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": "2026-08-06T05:01:01.714Z" }, "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": "2026-08-06T05:01:01.714Z" }, { "project_id": "mastra-ai/mastra", "repo": "mastra-ai/mastra", "name": "mastra", "github_url": "https://github.com/mastra-ai/mastra", "homepage_url": "https://mastra.ai", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agents", "ai", "chatbots", "evals", "javascript", "llm", "mcp", "nextjs", "nodejs", "reactjs", "tts", "typescript", "workflows" ], "description": "Mastra is the modern TypeScript framework for AI-powered applications and agents.", "overview": "Use mastra-ai/mastra when the user needs a mcp server project with vercel, serverless, local deployment options.", "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "apify/apify-mcp-server", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "superset-sh/superset", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "vercel", "serverless", "local" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 26917, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 43 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 79, "agent_score": 86, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "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 mastra-ai/mastra when the user needs a mcp server project with vercel, serverless, local deployment options.", "purpose": "Use mastra-ai/mastra when the user needs a mcp server project with vercel, serverless, local 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": [ "vercel", "serverless", "local" ], "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "apify/apify-mcp-server", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "superset-sh/superset", "reason": "Same mcp server intent with mcp, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" 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": [ "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": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-04T23:30:14.520Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-04T23:30:14.520Z" }, { "project_id": "upstash/context7", "repo": "upstash/context7", "name": "context7", "github_url": "https://github.com/upstash/context7", "homepage_url": "https://context7.com", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "llm", "mcp", "mcp-server", "vibe-coding" ], "description": "Context7 Platform -- Up-to-date code documentation for LLMs and AI code editors", "overview": "Use upstash/context7 when the user needs a mcp server project with vercel, serverless, library-only 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": "mastra-ai/mastra", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "vercel", "serverless", "library_only", "local" ], "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 \"vercel\" 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": [ "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": 60305, "recent_commits": 25, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 56 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 77, "agent_score": 87, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 65, "deployment": 90, "popularity": 96, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 76, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use upstash/context7 when the user needs a mcp server project with vercel, serverless, library-only deployment options.", "purpose": "Use upstash/context7 when the user needs a mcp server project with vercel, serverless, library-only 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": [ "vercel", "serverless", "library_only", "local" ], "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": "mastra-ai/mastra", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" 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": [ "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": 36, "commits_30d": "complete", "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: contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-05T19:00:59.887Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: 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": "2026-08-05T19:00:59.887Z" }, { "project_id": "PrefectHQ/fastmcp", "repo": "PrefectHQ/fastmcp", "name": "fastmcp", "github_url": "https://github.com/PrefectHQ/fastmcp", "homepage_url": "https://gofastmcp.com", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agents", "fastmcp", "llms", "mcp", "mcp-clients", "mcp-servers", "mcp-tools", "model-context-protocol", "python" ], "description": "🚀 The fast, Pythonic way to build MCP servers and clients.", "overview": "Use PrefectHQ/fastmcp when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "awslabs/mcp", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "lastmile-ai/mcp-agent", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "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": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "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": [ "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": 27063, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 30 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 76, "agent_score": 86, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "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 PrefectHQ/fastmcp when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use PrefectHQ/fastmcp 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": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "awslabs/mcp", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "lastmile-ai/mcp-agent", "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.", "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": 35, "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": "2026-08-05T03:00:21.199Z" }, "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": "2026-08-05T03:00:21.199Z" }, { "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": 26712, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 41, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 76, "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": 41, "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": "2026-08-05T07:00:37.063Z" }, "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": "2026-08-05T07:00:37.063Z" }, { "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": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "danny-avila/LibreChat", "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": "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": 13904, "recent_commits": 100, "contributors": 26, "issue_response_time_hours": null, "release_frequency_180d": 38 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 74, "agent_score": 75, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 63, "deployment": 70, "popularity": 83, "community": 71 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 75, "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": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "danny-avila/LibreChat", "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": [ "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": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-04T12:00:12.327Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-04T12:00:12.327Z" }, { "project_id": "mudler/LocalAI", "repo": "mudler/LocalAI", "name": "LocalAI", "github_url": "https://github.com/mudler/LocalAI", "homepage_url": "https://localai.io", "language": "Go", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agents", "ai", "api", "audio-generation", "decentralized", "distributed", "image-generation", "libp2p", "llama", "llm", "mamba", "mcp", "musicgen", "object-detection", "rerank", "stable-diffusion", "text-generation", "tts" ], "description": "LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.", "overview": "Use mudler/LocalAI when the user needs a mcp server project with docker, kubernetes, local deployment options.", "alternatives": [ { "repo": "googleapis/mcp-toolbox", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "google/adk-go", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "Gitlawb/zero", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "kubernetes", "local", "cloud" ], "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" ], "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 topics include infrastructure-heavy concepts." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 48236, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 38 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 71, "agent_score": 89, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 94, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use mudler/LocalAI when the user needs a mcp server project with docker, kubernetes, local deployment options.", "purpose": "Use mudler/LocalAI 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": "googleapis/mcp-toolbox", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "google/adk-go", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "Gitlawb/zero", "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 topics include infrastructure-heavy concepts." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-04T21:30:14.748Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-04T21:30:14.748Z" }, { "project_id": "1jehuang/jcode", "repo": "1jehuang/jcode", "name": "jcode", "github_url": "https://github.com/1jehuang/jcode", "homepage_url": "https://jcode.sh", "language": "Rust", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "ai-agent", "ai-coding-agent", "claude", "cli", "coding-agent", "llm", "mcp", "openai", "rust", "terminal", "tui" ], "description": "The most RAM efficient harness", "overview": "Use 1jehuang/jcode when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "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 \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 16109, "recent_commits": 100, "contributors": 5, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 70, "agent_score": 73, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 57, "deployment": 80, "popularity": 84, "community": 50 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 99, "maintenance": 71, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use 1jehuang/jcode when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use 1jehuang/jcode when the user needs a mcp server project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "BerriAI/litellm", "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 \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-06T05:01:03.288Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-06T05:01:03.288Z" }, { "project_id": "punkpeye/awesome-mcp-servers", "repo": "punkpeye/awesome-mcp-servers", "name": "awesome-mcp-servers", "github_url": "https://github.com/punkpeye/awesome-mcp-servers", "homepage_url": "https://glama.ai/mcp/servers", "language": null, "license": "MIT", "project_kind": "collection", "collection_metadata": { "scope": "awesome_list", "curated": true, "estimated_items": 100, "freshness": "active" }, "category": [ "mcp_server" ], "tags": [ "ai", "mcp" ], "description": "A collection of MCP servers.", "overview": "Use punkpeye/awesome-mcp-servers when the user needs a curated mcp server resource collection with local, cloud usage paths.", "alternatives": [ { "repo": "microsoft/mcp", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "patchy631/ai-engineering-hub", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "weam-ai/weam", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP" ], "deployments": [ "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "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": 91828, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 69, "agent_score": 80, "score": 83, "agent_score_breakdown": { "documentation": 90, "maintenance": 50, "deployment": 70, "popularity": 99, "community": 100 }, "git_top_score": 83, "git_top_score_breakdown": { "community": 100, "maintenance": 54, "documentation": 92, "stability": 60, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use punkpeye/awesome-mcp-servers when the user needs a curated mcp server resource collection with local, cloud usage paths.", "purpose": "Use punkpeye/awesome-mcp-servers when the user needs a curated mcp server resource collection with local, cloud usage paths.", "install": "Reference collection; there is no direct install step.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "microsoft/mcp", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "patchy631/ai-engineering-hub", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "weam-ai/weam", "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": "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": "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": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Collection/resource hub; not a single installable runtime." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-05T04:30:21.362Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Collection/resource hub; not a single installable runtime." ], "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": "2026-08-05T04:30:21.362Z" }, { "project_id": "apify/apify-mcp-server", "repo": "apify/apify-mcp-server", "name": "apify-mcp-server", "github_url": "https://github.com/apify/apify-mcp-server", "homepage_url": "https://mcp.apify.com", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agents", "ai", "mcp", "mcp-server" ], "description": "The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers, crawlers, and automation tools available on the Apify Store.", "overview": "Use apify/apify-mcp-server when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "danny-avila/LibreChat", "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", "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": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 2558, "recent_commits": 85, "contributors": 40, "issue_response_time_hours": null, "release_frequency_180d": 50 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 44, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 67, "agent_score": 79, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 64, "deployment": 90, "popularity": 68, "community": 85 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 76, "documentation": 84, "stability": 90, "adoption": 98, "agent_readability": 100 }, "summary": { "tl_dr": "Use apify/apify-mcp-server when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use apify/apify-mcp-server 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": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "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": [ "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": 44, "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": "2026-08-05T04:00:25.723Z" }, "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": "2026-08-05T04:00:25.723Z" }, { "project_id": "microsoft/playwright-mcp", "repo": "microsoft/playwright-mcp", "name": "playwright-mcp", "github_url": "https://github.com/microsoft/playwright-mcp", "homepage_url": "https://www.npmjs.com/package/@playwright/mcp", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "mcp", "playwright" ], "description": "Playwright MCP server", "overview": "Use microsoft/playwright-mcp when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP" ], "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": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": 35814, "recent_commits": 9, "contributors": 69, "issue_response_time_hours": null, "release_frequency_180d": 11 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 66, "agent_score": 84, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 58, "deployment": 90, "popularity": 91, "community": 100 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 59, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use microsoft/playwright-mcp when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use microsoft/playwright-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": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "repo": "heygen-com/hyperframes", "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": [ "Found Docker configuration file.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "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", "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": "2026-08-05T04:30:27.260Z" }, "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": "2026-08-05T04:30:27.260Z" } ], "knowledge": [ { "project": { "id": "headroomlabs-ai/headroom", "owner": "headroomlabs-ai", "name": "headroom", "full_name": "headroomlabs-ai/headroom", "github_url": "https://github.com/headroomlabs-ai/headroom", "homepage_url": "https://docs.headroomlabs.ai/docs", "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.", "language": "Python", "topics": [ "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" ], "license": "Apache-2.0", "stars": 63445, "forks": 4809, "open_issues": 598, "default_branch": "main", "created_at": "2026-01-07T19:58:51Z", "updated_at": "2026-07-31T03:59:57Z", "pushed_at": "2026-07-31T03:57:26Z", "synced_at": "2026-07-31T04:00:12.280Z" }, "agent_card": { "project_id": "headroomlabs-ai/headroom", "project_kind": "project", "category": "mcp_server", "difficulty": "advanced", "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "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" ], "alternatives": [ { "project_id": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "project_id": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ], "summary_for_agent": "Use headroomlabs-ai/headroom when the user needs a mcp server project with docker, vercel, serverless deployment options.", "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." ] } }, "schema_version": "v1", "generated_at": "2026-07-31T04:00:12.280Z" }, "metrics": { "project_id": "headroomlabs-ai/headroom", "stars_30d_delta": 9330, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-07-31T04:00:12.280Z" } }, { "project": { "id": "BerriAI/litellm", "owner": "BerriAI", "name": "litellm", "full_name": "BerriAI/litellm", "github_url": "https://github.com/BerriAI/litellm", "homepage_url": "https://docs.litellm.ai/docs/", "description": "The fastest, litest AI Gateway. Rust core with Python SDK. Call 100+ LLM APIs in OpenAI (or native) format with cost tracking, guardrails, load balancing, and logging [Bedrock, Azure, OpenAI, Anthropic, OpenAI, VertexAI, vLLM, Nvidia NIM]", "language": "Python", "topics": [ "ai-gateway", "anthropic", "azure-openai", "bedrock", "gateway", "langchain", "litellm", "llm", "llm-gateway", "llmops", "mcp-gateway", "openai", "openai-proxy", "rust", "rust-ai", "vertex-ai" ], "license": "NOASSERTION", "stars": 55575, "forks": 10326, "open_issues": 4772, "default_branch": "litellm_internal_staging", "created_at": "2023-07-27T00:09:52Z", "updated_at": "2026-08-05T04:18:22Z", "pushed_at": "2026-08-05T04:48:16Z", "synced_at": "2026-08-05T05:00:19.781Z" }, "agent_card": { "project_id": "BerriAI/litellm", "project_kind": "project", "category": "mcp_server", "difficulty": "advanced", "deployment": [ "docker", "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "project_id": "coddy-project/coddy-agent", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "project_id": "Portkey-AI/gateway", "reason": "Same mcp server intent with mcp, llm_gateway overlap." } ], "summary_for_agent": "Use BerriAI/litellm when the user needs a mcp server project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-05T05:00:19.781Z" }, "metrics": { "project_id": "BerriAI/litellm", "stars_30d_delta": 3423, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-08-05T05:00:19.781Z" } }, { "project": { "id": "aaif-goose/goose", "owner": "aaif-goose", "name": "goose", "full_name": "aaif-goose/goose", "github_url": "https://github.com/aaif-goose/goose", "homepage_url": "https://goose-docs.ai/", "description": "an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM", "language": "Rust", "topics": [ "acp", "ai", "ai-agents", "mcp" ], "license": "Apache-2.0", "stars": 52303, "forks": 5909, "open_issues": 297, "default_branch": "main", "created_at": "2024-08-23T19:03:36Z", "updated_at": "2026-08-05T07:18:47Z", "pushed_at": "2026-08-05T05:59:43Z", "synced_at": "2026-08-05T07:30:28.814Z" }, "agent_card": { "project_id": "aaif-goose/goose", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "docker", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "1jehuang/jcode", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "micro/go-micro", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "dyoshikawa/rulesync", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use aaif-goose/goose when the user needs a mcp server project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-05T07:30:28.814Z" }, "metrics": { "project_id": "aaif-goose/goose", "stars_30d_delta": 2163, "commits_30d": 100, "releases_180d": 34, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 41, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-05T07:30:28.814Z" } }, { "project": { "id": "HKUDS/nanobot", "owner": "HKUDS", "name": "nanobot", "full_name": "HKUDS/nanobot", "github_url": "https://github.com/HKUDS/nanobot", "homepage_url": "https://nanobot.wiki", "description": "Ultra-lightweight, open-source, self-hosted personal AI agent framework in Python with WebUI, tools, memory, MCP, multi-agent workflows, automation, and chat apps", "language": "Python", "topics": [ "agent-framework", "ai-agent", "ai-agents", "chatbot", "chatops", "discord-bot", "llm-agents", "llms", "local-llm", "mcp", "model-context-protocol", "multi-agent", "openai-compatible", "openclaw", "personal-ai-assistant", "python", "self-hosted", "telegram-bot-ai-assistant", "webui", "workflow-automation" ], "license": "MIT", "stars": 46591, "forks": 8242, "open_issues": 772, "default_branch": "main", "created_at": "2026-02-01T07:16:15Z", "updated_at": "2026-08-04T04:29:19Z", "pushed_at": "2026-08-04T04:14:53Z", "synced_at": "2026-08-04T04:30:13.264Z" }, "agent_card": { "project_id": "HKUDS/nanobot", "project_kind": "project", "category": "mcp_server", "difficulty": "advanced", "deployment": [ "docker", "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "PrefectHQ/fastmcp", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "activepieces/activepieces", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "summary_for_agent": "Use HKUDS/nanobot when the user needs a mcp server project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-04T04:30:13.264Z" }, "metrics": { "project_id": "HKUDS/nanobot", "stars_30d_delta": 7638, "commits_30d": 100, "releases_180d": 18, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-04T04:30:13.264Z" } }, { "project": { "id": "danny-avila/LibreChat", "owner": "danny-avila", "name": "LibreChat", "full_name": "danny-avila/LibreChat", "github_url": "https://github.com/danny-avila/LibreChat", "homepage_url": "https://librechat.ai/", "description": "Enhanced ChatGPT Clone: Features Agents, MCP, Skills, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching, message search, Code Interpreter, langchain, DALL-E-3, OpenAPI Actions, Functions, Secure Multi-User Auth, Presets, open-source for self-hosting. Active", "language": "TypeScript", "topics": [ "ai", "anthropic", "artifacts", "aws", "azure", "chatgpt", "chatgpt-clone", "claude", "clone", "deepseek", "gemini", "google", "gpt-5", "librechat", "mcp", "o1", "openai", "responses-api", "vision", "webui" ], "license": "MIT", "stars": 41676, "forks": 8600, "open_issues": 664, "default_branch": "main", "created_at": "2023-02-12T01:06:52Z", "updated_at": "2026-08-05T05:59:47Z", "pushed_at": "2026-08-05T03:13:04Z", "synced_at": "2026-08-05T06:00:15.062Z" }, "agent_card": { "project_id": "danny-avila/LibreChat", "project_kind": "project", "category": "mcp_server", "difficulty": "advanced", "deployment": [ "docker", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "NanmiCoder/cc-haha", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "mcp-use/mcp-use", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use danny-avila/LibreChat when the user needs a mcp server project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-05T06:00:15.062Z" }, "metrics": { "project_id": "danny-avila/LibreChat", "stars_30d_delta": 1605, "commits_30d": 100, "releases_180d": 17, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-05T06:00:15.062Z" } }, { "project": { "id": "AstrBotDevs/AstrBot", "owner": "AstrBotDevs", "name": "AstrBot", "full_name": "AstrBotDevs/AstrBot", "github_url": "https://github.com/AstrBotDevs/AstrBot", "homepage_url": "https://astrbot.app", "description": "AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. ✨", "language": "Python", "topics": [ "agent", "ai", "astrbot", "chatbot", "chatgpt", "discord", "docker", "gemini", "gpt", "llama", "llm", "mcp", "openai", "python", "qq", "qqbot", "telegram" ], "license": "AGPL-3.0", "stars": 38653, "forks": 2767, "open_issues": 1359, "default_branch": "master", "created_at": "2022-12-08T13:27:46Z", "updated_at": "2026-08-05T18:19:04Z", "pushed_at": "2026-08-05T18:01:24Z", "synced_at": "2026-08-05T18:30:58.580Z" }, "agent_card": { "project_id": "AstrBotDevs/AstrBot", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "ModelEngine-Group/nexent", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use AstrBotDevs/AstrBot when the user needs a mcp server project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-05T18:30:58.580Z" }, "metrics": { "project_id": "AstrBotDevs/AstrBot", "stars_30d_delta": 2292, "commits_30d": 100, "releases_180d": 68, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 21, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-05T18:30:58.580Z" } }, { "project": { "id": "SigNoz/signoz", "owner": "SigNoz", "name": "signoz", "full_name": "SigNoz/signoz", "github_url": "https://github.com/SigNoz/signoz", "homepage_url": "https://signoz.io", "description": "SigNoz is an open-source, OpenTelemetry-native observability platform for your team and their AI agents. Get logs, metrics, and traces in one tool with features like APM, distributed tracing, log management, infra monitoring, etc. Combined with SigNoz MCP and a native AI teammate (in SigNoz Cloud) it helps you build more resilient apps.", "language": "TypeScript", "topics": [ "apm", "application-monitoring", "distributed-tracing", "go", "good-first-issue", "jaeger", "log", "logs", "metrics", "monitoring", "nextjs", "observability", "open-source", "opentelemetry", "prometheus", "react", "reactjs", "self-hosted", "tracing", "typescript" ], "license": "NOASSERTION", "stars": 31781, "forks": 2408, "open_issues": 1485, "default_branch": "main", "created_at": "2021-01-03T12:44:36Z", "updated_at": "2026-08-05T09:18:59Z", "pushed_at": "2026-08-05T09:06:18Z", "synced_at": "2026-08-05T09:30:58.118Z" }, "agent_card": { "project_id": "SigNoz/signoz", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "docker", "kubernetes", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "VoltAgent/voltagent", "reason": "Same mcp server intent with mcp, observability overlap." }, { "project_id": "trpc-group/trpc-agent-go", "reason": "Same mcp server intent with mcp, observability overlap." }, { "project_id": "tma1-ai/tma1", "reason": "Same mcp server intent with mcp, observability overlap." } ], "summary_for_agent": "Use SigNoz/signoz when the user needs a mcp server project with docker, kubernetes, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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." ] } }, "schema_version": "v1", "generated_at": "2026-08-05T09:30:58.118Z" }, "metrics": { "project_id": "SigNoz/signoz", "stars_30d_delta": 4251, "commits_30d": 100, "releases_180d": 43, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-05T09:30:58.118Z" } }, { "project": { "id": "can1357/oh-my-pi", "owner": "can1357", "name": "oh-my-pi", "full_name": "can1357/oh-my-pi", "github_url": "https://github.com/can1357/oh-my-pi", "homepage_url": "https://omp.sh", "description": "⌥ AI Coding agent for the terminal — hash-anchored edits, optimized tool harness, LSP, Python, browser, subagents, and more", "language": "TypeScript", "topics": [ "ai-agent", "ai-coding-agent", "anthropic", "bun", "claude", "cli", "coding-assistant", "llm", "mcp", "multi-provider", "openai", "rust", "terminal", "tui", "typescript" ], "license": "MIT", "stars": 21846, "forks": 2080, "open_issues": 1066, "default_branch": "main", "created_at": "2025-12-31T14:01:28Z", "updated_at": "2026-08-04T23:46:04Z", "pushed_at": "2026-08-04T23:53:36Z", "synced_at": "2026-08-05T00:00:18.027Z" }, "agent_card": { "project_id": "can1357/oh-my-pi", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "docker", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "project_id": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "upstash/context7", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ], "summary_for_agent": "Use can1357/oh-my-pi when the user needs a mcp server project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-05T00:00:18.027Z" }, "metrics": { "project_id": "can1357/oh-my-pi", "stars_30d_delta": 6345, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-08-05T00:00:18.027Z" } }, { "project": { "id": "affaan-m/ECC", "owner": "affaan-m", "name": "ECC", "full_name": "affaan-m/ECC", "github_url": "https://github.com/affaan-m/ECC", "homepage_url": "https://ecc.tools", "description": "The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.", "language": "JavaScript", "topics": [ "ai-agents", "anthropic", "claude", "claude-code", "developer-tools", "llm", "mcp", "productivity" ], "license": "MIT", "stars": 238020, "forks": 36149, "open_issues": 114, "default_branch": "main", "created_at": "2026-01-18T00:51:51Z", "updated_at": "2026-08-06T01:01:09Z", "pushed_at": "2026-08-05T22:17:10Z", "synced_at": "2026-08-06T01:01:30.795Z" }, "agent_card": { "project_id": "affaan-m/ECC", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "HKUDS/nanobot", "reason": "Same mcp server intent with agent_memory, mcp overlap." }, { "project_id": "cobusgreyling/loop-engineering", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "vshulcz/deja-vu", "reason": "Same mcp server intent with agent_memory, mcp overlap." } ], "summary_for_agent": "Use affaan-m/ECC when the user needs a mcp server project with library-only, local, cloud deployment options.", "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": [ "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." ] } }, "schema_version": "v1", "generated_at": "2026-08-06T01:01:30.795Z" }, "metrics": { "project_id": "affaan-m/ECC", "stars_30d_delta": 10611, "commits_30d": 98, "releases_180d": 9, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 80, "maintenance_score": 69, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 28, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-06T01:01:30.795Z" } }, { "project": { "id": "heygen-com/hyperframes", "owner": "heygen-com", "name": "hyperframes", "full_name": "heygen-com/hyperframes", "github_url": "https://github.com/heygen-com/hyperframes", "homepage_url": null, "description": "Write HTML. Render video. Built for agents.", "language": "TypeScript", "topics": [ "ai", "animation", "ffmpeg", "framework", "gsap", "html", "mcp", "puppeteer", "rendering", "typescript", "video" ], "license": "Apache-2.0", "stars": 39654, "forks": 3759, "open_issues": 249, "default_branch": "main", "created_at": "2026-03-10T01:51:06Z", "updated_at": "2026-08-06T04:54:04Z", "pushed_at": "2026-08-06T04:38:35Z", "synced_at": "2026-08-06T05:01:01.714Z" }, "agent_card": { "project_id": "heygen-com/hyperframes", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "docker", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "SigNoz/signoz", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use heygen-com/hyperframes when the user needs a mcp server project with docker, local, cloud deployment options.", "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." ] } }, "schema_version": "v1", "generated_at": "2026-08-06T05:01:01.714Z" }, "metrics": { "project_id": "heygen-com/hyperframes", "stars_30d_delta": 7110, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 51, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 79, "maintenance_score": 69, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-08-06T05:01:01.714Z" } }, { "project": { "id": "mastra-ai/mastra", "owner": "mastra-ai", "name": "mastra", "full_name": "mastra-ai/mastra", "github_url": "https://github.com/mastra-ai/mastra", "homepage_url": "https://mastra.ai", "description": "Mastra is the modern TypeScript framework for AI-powered applications and agents.", "language": "TypeScript", "topics": [ "agents", "ai", "chatbots", "evals", "javascript", "llm", "mcp", "nextjs", "nodejs", "reactjs", "tts", "typescript", "workflows" ], "license": "NOASSERTION", "stars": 26917, "forks": 2563, "open_issues": 644, "default_branch": "main", "created_at": "2024-08-06T20:44:31Z", "updated_at": "2026-08-04T22:36:23Z", "pushed_at": "2026-08-04T22:58:35Z", "synced_at": "2026-08-04T23:30:14.520Z" }, "agent_card": { "project_id": "mastra-ai/mastra", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "vercel", "serverless", "local" ], "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" ], "alternatives": [ { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "apify/apify-mcp-server", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "project_id": "superset-sh/superset", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "summary_for_agent": "Use mastra-ai/mastra when the user needs a mcp server project with vercel, serverless, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-04T23:30:14.520Z" }, "metrics": { "project_id": "mastra-ai/mastra", "stars_30d_delta": 1324, "commits_30d": 100, "releases_180d": 43, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 79, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-04T23:30:14.520Z" } }, { "project": { "id": "upstash/context7", "owner": "upstash", "name": "context7", "full_name": "upstash/context7", "github_url": "https://github.com/upstash/context7", "homepage_url": "https://context7.com", "description": "Context7 Platform -- Up-to-date code documentation for LLMs and AI code editors", "language": "TypeScript", "topics": [ "llm", "mcp", "mcp-server", "vibe-coding" ], "license": "MIT", "stars": 60305, "forks": 2887, "open_issues": 32, "default_branch": "master", "created_at": "2025-03-26T23:40:39Z", "updated_at": "2026-08-05T18:39:50Z", "pushed_at": "2026-08-05T14:07:04Z", "synced_at": "2026-08-05T19:00:59.887Z" }, "agent_card": { "project_id": "upstash/context7", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "vercel", "serverless", "library_only", "local" ], "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" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "project_id": "mastra-ai/mastra", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use upstash/context7 when the user needs a mcp server project with vercel, serverless, library-only deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" 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": [ "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." ] } }, "schema_version": "v1", "generated_at": "2026-08-05T19:00:59.887Z" }, "metrics": { "project_id": "upstash/context7", "stars_30d_delta": 1981, "commits_30d": 25, "releases_180d": 56, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 77, "maintenance_score": 65, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-05T19:00:59.887Z" } }, { "project": { "id": "PrefectHQ/fastmcp", "owner": "PrefectHQ", "name": "fastmcp", "full_name": "PrefectHQ/fastmcp", "github_url": "https://github.com/PrefectHQ/fastmcp", "homepage_url": "https://gofastmcp.com", "description": "🚀 The fast, Pythonic way to build MCP servers and clients.", "language": "Python", "topics": [ "agents", "fastmcp", "llms", "mcp", "mcp-clients", "mcp-servers", "mcp-tools", "model-context-protocol", "python" ], "license": "Apache-2.0", "stars": 27063, "forks": 2225, "open_issues": 262, "default_branch": "main", "created_at": "2024-11-30T01:47:40Z", "updated_at": "2026-08-05T01:28:50Z", "pushed_at": "2026-08-04T21:36:48Z", "synced_at": "2026-08-05T03:00:21.199Z" }, "agent_card": { "project_id": "PrefectHQ/fastmcp", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "awslabs/mcp", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "lastmile-ai/mcp-agent", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use PrefectHQ/fastmcp when the user needs a mcp server project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "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": [ "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." ] } }, "schema_version": "v1", "generated_at": "2026-08-05T03:00:21.199Z" }, "metrics": { "project_id": "PrefectHQ/fastmcp", "stars_30d_delta": 1191, "commits_30d": 100, "releases_180d": 30, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 76, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-05T03:00:21.199Z" } }, { "project": { "id": "QwenLM/qwen-code", "owner": "QwenLM", "name": "qwen-code", "full_name": "QwenLM/qwen-code", "github_url": "https://github.com/QwenLM/qwen-code", "homepage_url": "https://qwenlm.github.io/qwen-code-docs/en/users/overview", "description": "An open-source AI coding agent that lives in your terminal.", "language": "TypeScript", "topics": [ "agentic", "ai", "ai-agent", "ai-coding", "cli", "coding-agent", "developer-tools", "llm", "mcp", "qwen", "terminal", "typescript" ], "license": "Apache-2.0", "stars": 26712, "forks": 2786, "open_issues": 836, "default_branch": "main", "created_at": "2025-06-26T01:37:46Z", "updated_at": "2026-08-05T06:33:15Z", "pushed_at": "2026-08-05T06:57:22Z", "synced_at": "2026-08-05T07:00:37.063Z" }, "agent_card": { "project_id": "QwenLM/qwen-code", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "project_id": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use QwenLM/qwen-code when the user needs a mcp server project with docker, library-only, local deployment options.", "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." ] } }, "schema_version": "v1", "generated_at": "2026-08-05T07:00:37.063Z" }, "metrics": { "project_id": "QwenLM/qwen-code", "stars_30d_delta": 1218, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 76, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 41, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-08-05T07:00:37.063Z" } }, { "project": { "id": "NanmiCoder/cc-haha", "owner": "NanmiCoder", "name": "cc-haha", "full_name": "NanmiCoder/cc-haha", "github_url": "https://github.com/NanmiCoder/cc-haha", "homepage_url": "cchaha.ai", "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.", "language": "TypeScript", "topics": [ "agent", "ai", "ai-agent", "anthropic", "claude", "claude-code", "coding-agent", "computer-use", "desktop-app", "electron", "llm", "mcp", "react", "typescript" ], "license": "MIT", "stars": 13904, "forks": 8523, "open_issues": 136, "default_branch": "main", "created_at": "2026-03-31T17:30:14Z", "updated_at": "2026-08-04T11:54:59Z", "pushed_at": "2026-08-04T11:53:22Z", "synced_at": "2026-08-04T12:00:12.327Z" }, "agent_card": { "project_id": "NanmiCoder/cc-haha", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "project_id": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use NanmiCoder/cc-haha when the user needs a mcp server project with local, cloud deployment options.", "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." ] } }, "schema_version": "v1", "generated_at": "2026-08-04T12:00:12.327Z" }, "metrics": { "project_id": "NanmiCoder/cc-haha", "stars_30d_delta": 3337, "commits_30d": 100, "releases_180d": 38, "contributors_90d": 26, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 74, "maintenance_score": 63, "signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-04T12:00:12.327Z" } }, { "project": { "id": "mudler/LocalAI", "owner": "mudler", "name": "LocalAI", "full_name": "mudler/LocalAI", "github_url": "https://github.com/mudler/LocalAI", "homepage_url": "https://localai.io", "description": "LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.", "language": "Go", "topics": [ "agents", "ai", "api", "audio-generation", "decentralized", "distributed", "image-generation", "libp2p", "llama", "llm", "mamba", "mcp", "musicgen", "object-detection", "rerank", "stable-diffusion", "text-generation", "tts" ], "license": "MIT", "stars": 48236, "forks": 4344, "open_issues": 150, "default_branch": "master", "created_at": "2023-03-18T22:58:02Z", "updated_at": "2026-08-04T20:41:25Z", "pushed_at": "2026-08-04T20:05:02Z", "synced_at": "2026-08-04T21:30:14.748Z" }, "agent_card": { "project_id": "mudler/LocalAI", "project_kind": "project", "category": "mcp_server", "difficulty": "advanced", "deployment": [ "docker", "kubernetes", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "googleapis/mcp-toolbox", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "google/adk-go", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "Gitlawb/zero", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use mudler/LocalAI when the user needs a mcp server project with docker, kubernetes, local deployment options.", "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 topics include infrastructure-heavy concepts." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-04T21:30:14.748Z" }, "metrics": { "project_id": "mudler/LocalAI", "stars_30d_delta": 1002, "commits_30d": 100, "releases_180d": 38, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 71, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-04T21:30:14.748Z" } }, { "project": { "id": "1jehuang/jcode", "owner": "1jehuang", "name": "jcode", "full_name": "1jehuang/jcode", "github_url": "https://github.com/1jehuang/jcode", "homepage_url": "https://jcode.sh", "description": "The most RAM efficient harness", "language": "Rust", "topics": [ "ai", "ai-agent", "ai-coding-agent", "claude", "cli", "coding-agent", "llm", "mcp", "openai", "rust", "terminal", "tui" ], "license": "MIT", "stars": 16109, "forks": 1789, "open_issues": 234, "default_branch": "master", "created_at": "2026-01-05T09:43:36Z", "updated_at": "2026-08-06T04:56:54Z", "pushed_at": "2026-08-06T04:00:41Z", "synced_at": "2026-08-06T05:01:03.288Z" }, "agent_card": { "project_id": "1jehuang/jcode", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "project_id": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use 1jehuang/jcode when the user needs a mcp server project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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." ] } }, "schema_version": "v1", "generated_at": "2026-08-06T05:01:03.288Z" }, "metrics": { "project_id": "1jehuang/jcode", "stars_30d_delta": 8022, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 5, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 70, "maintenance_score": 57, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-08-06T05:01:03.288Z" } }, { "project": { "id": "punkpeye/awesome-mcp-servers", "owner": "punkpeye", "name": "awesome-mcp-servers", "full_name": "punkpeye/awesome-mcp-servers", "github_url": "https://github.com/punkpeye/awesome-mcp-servers", "homepage_url": "https://glama.ai/mcp/servers", "description": "A collection of MCP servers.", "language": null, "topics": [ "ai", "mcp" ], "license": "MIT", "stars": 91828, "forks": 14014, "open_issues": 2466, "default_branch": "main", "created_at": "2024-11-30T04:49:10Z", "updated_at": "2026-08-05T03:09:56Z", "pushed_at": "2026-08-03T03:09:55Z", "synced_at": "2026-08-05T04:30:21.362Z" }, "agent_card": { "project_id": "punkpeye/awesome-mcp-servers", "project_kind": "collection", "collection_metadata": { "scope": "awesome_list", "curated": true, "estimated_items": 100, "freshness": "active" }, "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "microsoft/mcp", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "patchy631/ai-engineering-hub", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "weam-ai/weam", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use punkpeye/awesome-mcp-servers when the user needs a curated mcp server resource collection with local, cloud usage paths.", "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." ] } }, "schema_version": "v1", "generated_at": "2026-08-05T04:30:21.362Z" }, "metrics": { "project_id": "punkpeye/awesome-mcp-servers", "stars_30d_delta": 1769, "commits_30d": 100, "releases_180d": 0, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 2, "git_score": 69, "maintenance_score": 50, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-05T04:30:21.362Z" } }, { "project": { "id": "apify/apify-mcp-server", "owner": "apify", "name": "apify-mcp-server", "full_name": "apify/apify-mcp-server", "github_url": "https://github.com/apify/apify-mcp-server", "homepage_url": "https://mcp.apify.com", "description": "The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers, crawlers, and automation tools available on the Apify Store.", "language": "TypeScript", "topics": [ "agents", "ai", "mcp", "mcp-server" ], "license": "MIT", "stars": 2558, "forks": 208, "open_issues": 105, "default_branch": "master", "created_at": "2025-01-02T15:43:09Z", "updated_at": "2026-08-05T03:59:37Z", "pushed_at": "2026-08-04T23:46:02Z", "synced_at": "2026-08-05T04:00:25.723Z" }, "agent_card": { "project_id": "apify/apify-mcp-server", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": 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