{ "query": { "q": "MCP Servers", "ranking": "browse" }, "projects": [ { "project_id": "pulsemcp/mcp-servers", "repo": "pulsemcp/mcp-servers", "name": "mcp-servers", "github_url": "https://github.com/pulsemcp/mcp-servers", "homepage_url": null, "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [], "description": "MCP (Model Context Protocol) Servers authored and maintained by the PulseMCP team. We build reliable servers thoughtfully designed specifically for MCP Client-powered workflows.", "overview": "Use pulsemcp/mcp-servers 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": "mastra-ai/mastra", "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" ], "deployments": [ "vercel", "serverless", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 74, "recent_commits": 7, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 20, "agent_score": 60, "score": 73, "agent_score_breakdown": { "documentation": 90, "maintenance": 41, "deployment": 80, "popularity": 37, "community": 47 }, "git_top_score": 73, "git_top_score_breakdown": { "community": 67, "maintenance": 45, "documentation": 84, "stability": 100, "adoption": 50, "agent_readability": 100 }, "summary": { "tl_dr": "Use pulsemcp/mcp-servers when the user needs a mcp server project with vercel, serverless, local deployment options.", "purpose": "Use pulsemcp/mcp-servers 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": "mastra-ai/mastra", "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": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: releases180d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-01T09:00:23.272Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: releases180d." ], "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": "2026-08-01T09:00:23.272Z" }, { "project_id": "TensorBlock/awesome-mcp-servers", "repo": "TensorBlock/awesome-mcp-servers", "name": "awesome-mcp-servers", "github_url": "https://github.com/TensorBlock/awesome-mcp-servers", "homepage_url": "https://tensorblock.co", "language": "TypeScript", "license": "MIT", "project_kind": "collection", "collection_metadata": { "scope": "awesome_list", "curated": true, "estimated_items": 100, "freshness": "active" }, "category": [ "mcp_server" ], "tags": [ "anthropic", "awesome", "genai", "mcp", "mcp-server", "mcp-server-discovery", "mcp-servers", "model-context-protocol" ], "description": "A comprehensive collection of Model Context Protocol (MCP) servers", "overview": "Use TensorBlock/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": "weam-ai/weam", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "WagnerAgent/awesome-mcp-servers-devops", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "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 \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 795, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 27, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 29, "agent_score": 72, "score": 84, "agent_score_breakdown": { "documentation": 90, "maintenance": 51, "deployment": 70, "popularity": 58, "community": 100 }, "git_top_score": 84, "git_top_score_breakdown": { "community": 100, "maintenance": 55, "documentation": 92, "stability": 70, "adoption": 92, "agent_readability": 100 }, "summary": { "tl_dr": "Use TensorBlock/awesome-mcp-servers when the user needs a curated mcp server resource collection with local, cloud usage paths.", "purpose": "Use TensorBlock/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": "weam-ai/weam", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "WagnerAgent/awesome-mcp-servers-devops", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 27, "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": "2026-07-31T12:30:13.402Z" }, "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": "2026-07-31T12:30:13.402Z" }, { "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": 91659, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "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": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "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": "2026-08-01T00:30:25.873Z" }, "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": "2026-08-01T00:30:25.873Z" }, { "project_id": "WagnerAgent/awesome-mcp-servers-devops", "repo": "WagnerAgent/awesome-mcp-servers-devops", "name": "awesome-mcp-servers-devops", "github_url": "https://github.com/WagnerAgent/awesome-mcp-servers-devops", "homepage_url": "https://trywagner.dev", "language": null, "license": "CC0-1.0", "project_kind": "collection", "collection_metadata": { "scope": "awesome_list", "curated": true, "estimated_items": 100, "freshness": "active" }, "category": [ "mcp_server" ], "tags": [ "agentic-ai", "ai", "awesome", "awesome-list", "aws", "azure", "devops", "devsecops", "llm", "mcp", "mcp-server", "model-context-protocol", "sre" ], "description": "A curated, DevOps-focused list of Model Context Protocol (MCP) servers—covering source control, IaC, Kubernetes, CI/CD, cloud, observability, security, and collaboration—with a bias toward maintained, production-ready integrations.", "overview": "Use WagnerAgent/awesome-mcp-servers-devops when the user needs a curated mcp server resource collection with docker, kubernetes, local usage paths.", "alternatives": [ { "repo": "trpc-group/trpc-agent-go", "reason": "Same mcp server intent with rag, mcp, observability overlap." }, { "repo": "heymrun/heym", "reason": "Same mcp server intent with rag, mcp, observability overlap." }, { "repo": "patchy631/ai-engineering-hub", "reason": "Same mcp server intent with rag, mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "docker", "kubernetes", "local", "cloud" ], "difficulty": "beginner", "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 \"model context protocol\" in metadata.", "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 95, "recent_commits": 1, "contributors": 14, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 28, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 7, "agent_score": 57, "score": 69, "agent_score_breakdown": { "documentation": 90, "maintenance": 10, "deployment": 90, "popularity": 40, "community": 59 }, "git_top_score": 69, "git_top_score_breakdown": { "community": 100, "maintenance": 8, "documentation": 92, "stability": 70, "adoption": 61, "agent_readability": 100 }, "summary": { "tl_dr": "Use WagnerAgent/awesome-mcp-servers-devops when the user needs a curated mcp server resource collection with docker, kubernetes, local usage paths.", "purpose": "Use WagnerAgent/awesome-mcp-servers-devops when the user needs a curated mcp server resource collection with docker, kubernetes, local 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": [ "docker", "kubernetes", "local", "cloud" ], "alternatives": [ { "repo": "trpc-group/trpc-agent-go", "reason": "Same mcp server intent with rag, mcp, observability overlap." }, { "repo": "heymrun/heym", "reason": "Same mcp server intent with rag, mcp, observability overlap." }, { "repo": "patchy631/ai-engineering-hub", "reason": "Same mcp server intent with rag, mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 28, "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": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Collection/resource hub; not a single installable runtime." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-01T16:00:22.573Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Collection/resource hub; not a single installable runtime." ], "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": "2026-08-01T16:00:22.573Z" }, { "project_id": "open-webui/openapi-servers", "repo": "open-webui/openapi-servers", "name": "openapi-servers", "github_url": "https://github.com/open-webui/openapi-servers", "homepage_url": "https://docs.openwebui.com/openapi-servers/", "language": "Python", "license": "MIT", "project_kind": "collection", "collection_metadata": { "scope": "integration_collection", "curated": true, "estimated_items": 10, "freshness": "stale" }, "category": [ "mcp_server" ], "tags": [ "ai", "mcp", "openapi" ], "description": "OpenAPI Tool Servers", "overview": "Use open-webui/openapi-servers when the user needs a curated mcp server resource collection with docker, library-only, local usage paths.", "alternatives": [ { "repo": "punkpeye/awesome-mcp-servers", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "weam-ai/weam", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "WagnerAgent/awesome-mcp-servers-devops", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "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", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1031, "recent_commits": 0, "contributors": 6, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 6, "agent_score": 59, "score": 69, "agent_score_breakdown": { "documentation": 90, "maintenance": 8, "deployment": 90, "popularity": 60, "community": 51 }, "git_top_score": 69, "git_top_score_breakdown": { "community": 90, "maintenance": 5, "documentation": 92, "stability": 55, "adoption": 89, "agent_readability": 100 }, "summary": { "tl_dr": "Use open-webui/openapi-servers when the user needs a curated mcp server resource collection with docker, library-only, local usage paths.", "purpose": "Use open-webui/openapi-servers when the user needs a curated mcp server resource collection with docker, library-only, local 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", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "punkpeye/awesome-mcp-servers", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "weam-ai/weam", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "WagnerAgent/awesome-mcp-servers-devops", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "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": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-07-31T19:00:35.921Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-07-31T19:00:35.921Z" }, { "project_id": "modelcontextprotocol/servers", "repo": "modelcontextprotocol/servers", "name": "servers", "github_url": "https://github.com/modelcontextprotocol/servers", "homepage_url": "https://modelcontextprotocol.io", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "collection", "collection_metadata": { "scope": "integration_collection", "curated": true, "estimated_items": 10, "freshness": "active" }, "category": [ "mcp_server" ], "tags": [], "description": "Model Context Protocol Servers", "overview": "Use modelcontextprotocol/servers when the user needs a curated mcp server resource collection with library-only, local, cloud usage paths.", "alternatives": [ { "repo": "punkpeye/awesome-mcp-servers", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "microsoft/mcp", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "TensorBlock/awesome-mcp-servers", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP" ], "deployments": [ "library_only", "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", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"modelcontextprotocol\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 89114, "recent_commits": 38, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 2 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 58, "agent_score": 80, "score": 86, "agent_score_breakdown": { "documentation": 90, "maintenance": 45, "deployment": 80, "popularity": 99, "community": 100 }, "git_top_score": 86, "git_top_score_breakdown": { "community": 100, "maintenance": 54, "documentation": 92, "stability": 76, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use modelcontextprotocol/servers when the user needs a curated mcp server resource collection with library-only, local, cloud usage paths.", "purpose": "Use modelcontextprotocol/servers when the user needs a curated mcp server resource collection with library-only, 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", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "punkpeye/awesome-mcp-servers", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "microsoft/mcp", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "TensorBlock/awesome-mcp-servers", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"modelcontextprotocol\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "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", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d.", "Collection/resource hub; not a single installable runtime." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-01T15:00:13.781Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d.", "Collection/resource hub; not a single installable runtime." ], "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": "2026-08-01T15:00:13.781Z" }, { "project_id": "awslabs/run-model-context-protocol-servers-with-aws-lambda", "repo": "awslabs/run-model-context-protocol-servers-with-aws-lambda", "name": "run-model-context-protocol-servers-with-aws-lambda", "github_url": "https://github.com/awslabs/run-model-context-protocol-servers-with-aws-lambda", "homepage_url": null, "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [], "description": "Run existing Model Context Protocol (MCP) stdio-based servers in AWS Lambda functions", "overview": "Use awslabs/run-model-context-protocol-servers-with-aws-lambda when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "PrefectHQ/fastmcp", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 376, "recent_commits": 48, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 13 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 25, "agent_score": 65, "score": 86, "agent_score_breakdown": { "documentation": 90, "maintenance": 49, "deployment": 80, "popularity": 52, "community": 52 }, "git_top_score": 86, "git_top_score_breakdown": { "community": 89, "maintenance": 65, "documentation": 92, "stability": 100, "adoption": 73, "agent_readability": 100 }, "summary": { "tl_dr": "Use awslabs/run-model-context-protocol-servers-with-aws-lambda when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use awslabs/run-model-context-protocol-servers-with-aws-lambda 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": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "PrefectHQ/fastmcp", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "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": "2026-08-01T07:30:22.548Z" }, "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": "2026-08-01T07:30:22.548Z" }, { "project_id": "wong2/awesome-mcp-servers", "repo": "wong2/awesome-mcp-servers", "name": "awesome-mcp-servers", "github_url": "https://github.com/wong2/awesome-mcp-servers", "homepage_url": "https://mcpservers.org", "language": null, "license": "MIT", "project_kind": "collection", "collection_metadata": { "scope": "awesome_list", "curated": true, "estimated_items": 100, "freshness": "active" }, "category": [ "mcp_server" ], "tags": [], "description": "A curated list of Model Context Protocol (MCP) servers", "overview": "Use wong2/awesome-mcp-servers when the user needs a curated mcp server resource collection with local, cloud usage paths.", "alternatives": [ { "repo": "punkpeye/awesome-mcp-servers", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "modelcontextprotocol/servers", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "microsoft/mcp", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "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 \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 4237, "recent_commits": 2, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 21, "agent_score": 70, "score": 78, "agent_score_breakdown": { "documentation": 90, "maintenance": 29, "deployment": 70, "popularity": 73, "community": 100 }, "git_top_score": 78, "git_top_score_breakdown": { "community": 100, "maintenance": 21, "documentation": 92, "stability": 70, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use wong2/awesome-mcp-servers when the user needs a curated mcp server resource collection with local, cloud usage paths.", "purpose": "Use wong2/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": "punkpeye/awesome-mcp-servers", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "modelcontextprotocol/servers", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "microsoft/mcp", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "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": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: 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": "2026-08-01T01:00:28.659Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: 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": "2026-08-01T01:00:28.659Z" }, { "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": 26990, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 31 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 74, "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": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-31T11:00:17.261Z" }, "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": "2026-07-31T11:00:17.261Z" }, { "project_id": "awslabs/mcp", "repo": "awslabs/mcp", "name": "mcp", "github_url": "https://github.com/awslabs/mcp", "homepage_url": "https://awslabs.github.io/mcp/", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "aws", "mcp", "mcp-client", "mcp-clients", "mcp-host", "mcp-server", "mcp-servers", "mcp-tools", "modelcontextprotocol" ], "description": "Open source MCP Servers for AWS", "overview": "Use awslabs/mcp when the user needs a mcp server project with kubernetes, serverless, local deployment options.", "alternatives": [ { "repo": "PrefectHQ/fastmcp", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "activepieces/activepieces", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "stacklok/toolhive", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP" ], "deployments": [ "kubernetes", "serverless", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"modelcontextprotocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 9521, "recent_commits": 74, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 50 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 46, "agent_score": 85, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 72, "deployment": 90, "popularity": 80, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 81, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use awslabs/mcp when the user needs a mcp server project with kubernetes, serverless, local deployment options.", "purpose": "Use awslabs/mcp when the user needs a mcp server project with kubernetes, 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": [ "kubernetes", "serverless", "local", "cloud" ], "alternatives": [ { "repo": "PrefectHQ/fastmcp", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "activepieces/activepieces", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "stacklok/toolhive", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"modelcontextprotocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "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", "Partial or estimated quality signals: contributors90d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-31T13:30:40.098Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: contributors90d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-31T13:30:40.098Z" }, { "project_id": "mcp-use/mcp-use", "repo": "mcp-use/mcp-use", "name": "mcp-use", "github_url": "https://github.com/mcp-use/mcp-use", "homepage_url": "https://manufact.com", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agentic-framework", "ai", "apps-sdk", "chatgpt", "claude-code", "claude-connectors", "llms", "mcp", "mcp-apps", "mcp-client", "mcp-gateway", "mcp-inspector", "mcp-server", "mcp-servers", "mcp-tools", "mcp-ui", "model-context-protocol", "modelcontextprotocol", "openclaw", "skills" ], "description": "The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.", "overview": "Use mcp-use/mcp-use 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 mcp, llm_gateway overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "HKUDS/nanobot", "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 \"modelcontextprotocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": 10430, "recent_commits": 23, "contributors": 45, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 36, "agent_score": 78, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 56, "deployment": 80, "popularity": 80, "community": 90 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 68, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use mcp-use/mcp-use when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use mcp-use/mcp-use 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 mcp, llm_gateway overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"modelcontextprotocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": 30, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: releases180d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-31T11:30:14.731Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: releases180d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-31T11:30:14.731Z" }, { "project_id": "stacklok/toolhive", "repo": "stacklok/toolhive", "name": "toolhive", "github_url": "https://github.com/stacklok/toolhive", "homepage_url": "https://stacklok.com/download/", "language": "Go", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "ai-security", "aicodeassistant", "golang", "kubernetes", "mcp", "mcp-security", "mcp-servers", "mcp-tools", "model-context-protocol", "security" ], "description": "ToolHive is an enterprise-grade platform for running and managing Model Context Protocol (MCP) servers.", "overview": "Use stacklok/toolhive when the user needs a mcp server project with docker, kubernetes, local deployment options.", "alternatives": [ { "repo": "micro/go-micro", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "trpc-group/trpc-agent-go", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "tanaikech/ggsrun", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP" ], "deployments": [ "docker", "kubernetes", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "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": [ "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": 1977, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 63 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 24, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 46, "agent_score": 84, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 66, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 97, "agent_readability": 100 }, "summary": { "tl_dr": "Use stacklok/toolhive when the user needs a mcp server project with docker, kubernetes, local deployment options.", "purpose": "Use stacklok/toolhive 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": "micro/go-micro", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "trpc-group/trpc-agent-go", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "tanaikech/ggsrun", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "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": [ "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": 24, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-28T03:42:55.818Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-28T03:42:55.818Z" }, { "project_id": "modelcontextprotocol/registry", "repo": "modelcontextprotocol/registry", "name": "registry", "github_url": "https://github.com/modelcontextprotocol/registry", "homepage_url": "https://github.com/modelcontextprotocol/registry/tree/main/docs", "language": "Go", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "mcp", "mcp-servers" ], "description": "A community driven registry service for Model Context Protocol (MCP) servers.", "overview": "Use modelcontextprotocol/registry when the user needs a mcp server project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "mudler/LocalAI", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "github/github-mcp-server", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "stacklok/toolhive", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"modelcontextprotocol\" in metadata.", "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: docker daemon, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 7093, "recent_commits": 20, "contributors": 69, "issue_response_time_hours": null, "release_frequency_180d": 14 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 37, "agent_score": 80, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 61, "deployment": 80, "popularity": 77, "community": 100 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 69, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use modelcontextprotocol/registry when the user needs a mcp server project with docker, local, cloud deployment options.", "purpose": "Use modelcontextprotocol/registry 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": "mudler/LocalAI", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "github/github-mcp-server", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "stacklok/toolhive", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"modelcontextprotocol\" in metadata.", "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: docker daemon, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-31T12:00:16.153Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-31T12:00:16.153Z" }, { "project_id": "VeriTeknik/pluggedin-app", "repo": "VeriTeknik/pluggedin-app", "name": "pluggedin-app", "github_url": "https://github.com/VeriTeknik/pluggedin-app", "homepage_url": "https://plugged.in", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "mcp", "mcp-client", "mcp-server", "model-context-protocol", "model-context-protocol-servers", "oauth2", "rag", "vibe-coding" ], "description": "The Crossroads for AI Data Exchanges. A unified, self-hostable web interface for discovering, configuring, and managing Model Context Protocol (MCP) servers—bringing together AI tools, workspaces, prompts, and logs from multiple MCP sources (Claude, Cursor, etc.) under one roof.", "overview": "Use VeriTeknik/pluggedin-app when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [], "related": [], "dependencies": [ "MCP", "Vector database" ], "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 \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 97, "recent_commits": 6, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 4 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 11, "agent_score": 60, "score": 73, "agent_score_breakdown": { "documentation": 90, "maintenance": 27, "deployment": 90, "popularity": 40, "community": 52 }, "git_top_score": 73, "git_top_score_breakdown": { "community": 83, "maintenance": 31, "documentation": 92, "stability": 100, "adoption": 55, "agent_readability": 90 }, "summary": { "tl_dr": "Use VeriTeknik/pluggedin-app when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use VeriTeknik/pluggedin-app 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": [] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-01T16:00:10.299Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-01T16:00:10.299Z" }, { "project_id": "heymrun/heym", "repo": "heymrun/heym", "name": "heym", "github_url": "https://github.com/heymrun/heym", "homepage_url": "https://heym.run", "language": "Python", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-agents", "ai-agents-framework", "ai-assistant", "automation", "automation-tool", "autonomous-agents", "coding-agent", "evals", "human-in-the-loop", "mcp", "mcp-server", "mcp-servers", "mcp-tool", "n8n-alternative", "no-code", "no-code-automation", "rag", "self-hosted", "workflow-automation", "workflows" ], "description": "Build AI workflows by prompt or visual canvas. Heym is source-available and self-hosted, with agents, RAG, MCP, HITL, observability, evals, token cost tracking and more.", "overview": "Use heymrun/heym when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, coding_agent, mcp overlap." }, { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 807, "recent_commits": 100, "contributors": 13, "issue_response_time_hours": null, "release_frequency_180d": 76 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 25, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 35, "agent_score": 72, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 59, "deployment": 90, "popularity": 58, "community": 58 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 72, "documentation": 84, "stability": 100, "adoption": 83, "agent_readability": 100 }, "summary": { "tl_dr": "Use heymrun/heym when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use heymrun/heym when the user needs a mcp server project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, coding_agent, mcp overlap." }, { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 25, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-27T09:31:19.029Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-27T09:31:19.029Z" }, { "project_id": "getsentry/XcodeBuildMCP", "repo": "getsentry/XcodeBuildMCP", "name": "XcodeBuildMCP", "github_url": "https://github.com/getsentry/XcodeBuildMCP", "homepage_url": "https://www.xcodebuildmcp.com", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "mcp", "mcp-server", "model-context-protocol", "model-context-protocol-servers", "tag-production", "xcode", "xcodebuild" ], "description": "A Model Context Protocol (MCP) server and CLI that provides tools for agent use when working on iOS and macOS projects.", "overview": "Use getsentry/XcodeBuildMCP when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "upstash/context7", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "apify/apify-mcp-server", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" 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": [ "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": 6164, "recent_commits": 27, "contributors": 45, "issue_response_time_hours": null, "release_frequency_180d": 19 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 16, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 33, "agent_score": 77, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 54, "deployment": 80, "popularity": 76, "community": 90 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 69, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use getsentry/XcodeBuildMCP when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use getsentry/XcodeBuildMCP 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": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "upstash/context7", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "apify/apify-mcp-server", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" 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": [ "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": 16, "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": "2026-07-29T13:30:37.671Z" }, "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": "2026-07-29T13:30:37.671Z" }, { "project_id": "ProfessionalWiki/MediaWiki-MCP-Server", "repo": "ProfessionalWiki/MediaWiki-MCP-Server", "name": "MediaWiki-MCP-Server", "github_url": "https://github.com/ProfessionalWiki/MediaWiki-MCP-Server", "homepage_url": "https://professional.wiki/en/mediawiki-mcp-server", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agents", "ai", "ai-agent-tools", "gemini-cli-extension", "llms", "mcp", "mcp-server", "mediawiki", "model-context-protocol", "model-context-protocol-servers", "modelcontextprotocol" ], "description": "Model Context Protocol (MCP) Server to connect your AI with any MediaWiki", "overview": "Use ProfessionalWiki/MediaWiki-MCP-Server when the user needs a mcp server project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"modelcontextprotocol\" in metadata.", "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": [ "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": 115, "recent_commits": 93, "contributors": 9, "issue_response_time_hours": null, "release_frequency_180d": 12 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 10, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 30, "agent_score": 66, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 57, "deployment": 80, "popularity": 41, "community": 54 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 90, "maintenance": 71, "documentation": 92, "stability": 100, "adoption": 60, "agent_readability": 100 }, "summary": { "tl_dr": "Use ProfessionalWiki/MediaWiki-MCP-Server when the user needs a mcp server project with docker, local, cloud deployment options.", "purpose": "Use ProfessionalWiki/MediaWiki-MCP-Server 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": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"modelcontextprotocol\" in metadata.", "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 10, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-01T18:30:21.204Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "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": "2026-08-01T18:30:21.204Z" }, { "project_id": "Portkey-AI/gateway", "repo": "Portkey-AI/gateway", "name": "gateway", "github_url": "https://github.com/Portkey-AI/gateway", "homepage_url": "https://portkey.ai/features/ai-gateway", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-gateway", "gateway", "generative-ai", "hacktoberfest", "langchain", "llm", "llm-gateway", "llmops", "llms", "mcp", "mcp-client", "mcp-gateway", "mcp-servers", "model-router", "openai" ], "description": "A blazing fast AI Gateway with integrated guardrails. Route to 1,600+ LLMs, 50+ AI Guardrails with 1 fast & friendly API.", "overview": "Use Portkey-AI/gateway when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Cloudflare Workers", "LLM provider" ], "deployments": [ "docker", "cloudflare", "serverless", "vercel", "kubernetes", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Found wrangler.toml.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml.", "Runtime blocker: python." ] } }, "quality_signals": { "stars": 12618, "recent_commits": 0, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 29, "agent_score": 77, "score": 72, "agent_score_breakdown": { "documentation": 90, "maintenance": 26, "deployment": 100, "popularity": 82, "community": 100 }, "git_top_score": 72, "git_top_score_breakdown": { "community": 100, "maintenance": 18, "documentation": 84, "stability": 45, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use Portkey-AI/gateway when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "purpose": "Use Portkey-AI/gateway when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment 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", "cloudflare", "serverless", "vercel", "kubernetes", "library_only", "local" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Found wrangler.toml.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml.", "Runtime blocker: python." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "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": "2026-08-01T02:30:18.065Z" }, "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": "2026-08-01T02:30:18.065Z" }, { "project_id": "argoproj-labs/mcp-for-argocd", "repo": "argoproj-labs/mcp-for-argocd", "name": "mcp-for-argocd", "github_url": "https://github.com/argoproj-labs/mcp-for-argocd", "homepage_url": "https://www.npmjs.com/package/argocd-mcp", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "argocd", "argocd-mcp", "continuous-delivery", "continuous-deployment", "devops", "gitops", "kubernetes", "mcp", "mcp-server", "model-context-protocol", "model-context-protocol-servers" ], "description": "An implementation of Model Context Protocol (MCP) server for Argo CD.", "overview": "Use argoproj-labs/mcp-for-argocd when the user needs a mcp server project with docker, kubernetes, library-only 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 mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP" ], "deployments": [ "docker", "kubernetes", "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 \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 543, "recent_commits": 1, "contributors": 20, "issue_response_time_hours": null, "release_frequency_180d": 3 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 13, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 12, "agent_score": 65, "score": 79, "agent_score_breakdown": { "documentation": 90, "maintenance": 22, "deployment": 100, "popularity": 55, "community": 65 }, "git_top_score": 79, "git_top_score_breakdown": { "community": 100, "maintenance": 22, "documentation": 92, "stability": 94, "adoption": 80, "agent_readability": 100 }, "summary": { "tl_dr": "Use argoproj-labs/mcp-for-argocd when the user needs a mcp server project with docker, kubernetes, library-only deployment options.", "purpose": "Use argoproj-labs/mcp-for-argocd when the user needs a mcp server project with docker, kubernetes, library-only 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", "kubernetes", "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 mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 13, "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": "2026-07-23T12:30:58.018Z" }, "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": "2026-07-23T12:30:58.018Z" }, { "project_id": "Portkey-AI/hoot", "repo": "Portkey-AI/hoot", "name": "hoot", "github_url": "https://github.com/Portkey-AI/hoot", "homepage_url": "https://hoot.run", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-gateway", "llm", "llmops", "mcp", "mcp-client", "mcp-gateway", "mcp-server", "mcp-servers", "mcp-tools", "model-context-protocol", "portkey" ], "description": "MCP Testing Tool — Like Postman, but for the Model Context Protocol.", "overview": "Use Portkey-AI/hoot when the user needs a mcp server project with cloudflare, serverless, library-only deployment options. It is marked Cloudflare-ready.", "alternatives": [ { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "upstash/context7", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Cloudflare Workers", "LLM provider" ], "deployments": [ "cloudflare", "serverless", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": true, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"durable objects\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers, durable objects.", "Runtime blocker: none detected." ] } }, "quality_signals": { "stars": 20, "recent_commits": 0, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 3 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 39, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 8, "agent_score": 55, "score": 61, "agent_score_breakdown": { "documentation": 90, "maintenance": 12, "deployment": 100, "popularity": 26, "community": 46 }, "git_top_score": 61, "git_top_score_breakdown": { "community": 58, "maintenance": 14, "documentation": 92, "stability": 79, "adoption": 36, "agent_readability": 100 }, "summary": { "tl_dr": "Use Portkey-AI/hoot when the user needs a mcp server project with cloudflare, serverless, library-only deployment options.", "purpose": "Use Portkey-AI/hoot when the user needs a mcp server project with cloudflare, serverless, library-only deployment options. It is marked Cloudflare-ready.", "install": "Deploy on Cloudflare Workers using the repository's deployment 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": [ "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "cloudflare", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "upstash/context7", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"durable objects\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers, durable objects.", "Runtime blocker: none detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 39, "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": [ "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": "2026-07-30T03:38:47.100Z" }, "caveats": [ "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": "2026-07-30T03:38:47.100Z" } ], "knowledge": [ { "project": { "id": "pulsemcp/mcp-servers", "owner": "pulsemcp", "name": "mcp-servers", "full_name": "pulsemcp/mcp-servers", "github_url": "https://github.com/pulsemcp/mcp-servers", "homepage_url": null, "description": "MCP (Model Context Protocol) Servers authored and maintained by the PulseMCP team. We build reliable servers thoughtfully designed specifically for MCP Client-powered workflows.", "language": "TypeScript", "topics": [], "license": "MIT", "stars": 74, "forks": 8, "open_issues": 37, "default_branch": "main", "created_at": "2025-05-12T16:30:10Z", "updated_at": "2026-07-21T10:14:07Z", "pushed_at": "2026-07-26T10:08:03Z", "synced_at": "2026-08-01T09:00:23.272Z" }, "agent_card": { "project_id": "pulsemcp/mcp-servers", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "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": "mastra-ai/mastra", "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 pulsemcp/mcp-servers when the user needs a mcp server project with vercel, serverless, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T09:00:23.272Z" }, "metrics": { "project_id": "pulsemcp/mcp-servers", "stars_30d_delta": 2, "commits_30d": 7, "releases_180d": 100, "contributors_90d": 2, "issue_first_response_median_hours": null, "recent_push_days": 5, "git_score": 20, "maintenance_score": 41, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-08-01T09:00:23.272Z" } }, { "project": { "id": "TensorBlock/awesome-mcp-servers", "owner": "TensorBlock", "name": "awesome-mcp-servers", "full_name": "TensorBlock/awesome-mcp-servers", "github_url": "https://github.com/TensorBlock/awesome-mcp-servers", "homepage_url": "https://tensorblock.co", "description": "A comprehensive collection of Model Context Protocol (MCP) servers", "language": "TypeScript", "topics": [ "anthropic", "awesome", "genai", "mcp", "mcp-server", "mcp-server-discovery", "mcp-servers", "model-context-protocol" ], "license": "MIT", "stars": 795, "forks": 650, "open_issues": 29, "default_branch": "main", "created_at": "2025-04-04T04:23:33Z", "updated_at": "2026-07-31T08:26:38Z", "pushed_at": "2026-07-31T09:50:08Z", "synced_at": "2026-07-31T12:30:13.402Z" }, "agent_card": { "project_id": "TensorBlock/awesome-mcp-servers", "project_kind": "collection", "collection_metadata": { "scope": "awesome_list", "curated": true, "estimated_items": 100, "freshness": "active" }, "category": "mcp_server", "difficulty": "beginner", "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": "weam-ai/weam", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "WagnerAgent/awesome-mcp-servers-devops", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use TensorBlock/awesome-mcp-servers when the user needs a curated mcp server resource collection with local, cloud usage paths.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-31T12:30:13.402Z" }, "metrics": { "project_id": "TensorBlock/awesome-mcp-servers", "stars_30d_delta": 21, "commits_30d": 100, "releases_180d": 0, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 29, "maintenance_score": 51, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 27, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-07-31T12:30:13.402Z" } }, { "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": 91659, "forks": 13824, "open_issues": 2251, "default_branch": "main", "created_at": "2024-11-30T04:49:10Z", "updated_at": "2026-08-01T00:23:37Z", "pushed_at": "2026-07-29T10:26:20Z", "synced_at": "2026-08-01T00:30:25.873Z" }, "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": "2026-08-01T00:30:25.873Z" }, "metrics": { "project_id": "punkpeye/awesome-mcp-servers", "stars_30d_delta": 1600, "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": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-01T00:30:25.873Z" } }, { "project": { "id": "WagnerAgent/awesome-mcp-servers-devops", "owner": "WagnerAgent", "name": "awesome-mcp-servers-devops", "full_name": "WagnerAgent/awesome-mcp-servers-devops", "github_url": "https://github.com/WagnerAgent/awesome-mcp-servers-devops", "homepage_url": "https://trywagner.dev", "description": "A curated, DevOps-focused list of Model Context Protocol (MCP) servers—covering source control, IaC, Kubernetes, CI/CD, cloud, observability, security, and collaboration—with a bias toward maintained, production-ready integrations.", "language": null, "topics": [ "agentic-ai", "ai", "awesome", "awesome-list", "aws", "azure", "devops", "devsecops", "llm", "mcp", "mcp-server", "model-context-protocol", "sre" ], "license": "CC0-1.0", "stars": 95, "forks": 52, "open_issues": 18, "default_branch": "main", "created_at": "2025-12-10T15:40:08Z", "updated_at": "2026-07-03T19:23:13Z", "pushed_at": "2026-07-03T19:23:09Z", "synced_at": "2026-08-01T16:00:22.573Z" }, "agent_card": { "project_id": "WagnerAgent/awesome-mcp-servers-devops", "project_kind": "collection", "collection_metadata": { "scope": "awesome_list", "curated": true, "estimated_items": 100, "freshness": "active" }, "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "kubernetes", "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": "trpc-group/trpc-agent-go", "reason": "Same mcp server intent with rag, mcp, observability overlap." }, { "project_id": "heymrun/heym", "reason": "Same mcp server intent with rag, mcp, observability overlap." }, { "project_id": "patchy631/ai-engineering-hub", "reason": "Same mcp server intent with rag, mcp overlap." } ], "summary_for_agent": "Use WagnerAgent/awesome-mcp-servers-devops when the user needs a curated mcp server resource collection with docker, kubernetes, local usage paths.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T16:00:22.573Z" }, "metrics": { "project_id": "WagnerAgent/awesome-mcp-servers-devops", "stars_30d_delta": 0, "commits_30d": 1, "releases_180d": 0, "contributors_90d": 14, "issue_first_response_median_hours": null, "recent_push_days": 28, "git_score": 7, "maintenance_score": 10, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 28, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-01T16:00:22.573Z" } }, { "project": { "id": "open-webui/openapi-servers", "owner": "open-webui", "name": "openapi-servers", "full_name": "open-webui/openapi-servers", "github_url": "https://github.com/open-webui/openapi-servers", "homepage_url": "https://docs.openwebui.com/openapi-servers/", "description": "OpenAPI Tool Servers", "language": "Python", "topics": [ "ai", "mcp", "openapi" ], "license": "MIT", "stars": 1031, "forks": 178, "open_issues": 4, "default_branch": "main", "created_at": "2025-03-27T07:52:09Z", "updated_at": "2026-07-31T16:28:19Z", "pushed_at": "2025-09-25T20:35:01Z", "synced_at": "2026-07-31T19:00:35.921Z" }, "agent_card": { "project_id": "open-webui/openapi-servers", "project_kind": "collection", "collection_metadata": { "scope": "integration_collection", "curated": true, "estimated_items": 10, "freshness": "stale" }, "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "library_only", "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", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "punkpeye/awesome-mcp-servers", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "weam-ai/weam", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "WagnerAgent/awesome-mcp-servers-devops", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use open-webui/openapi-servers when the user needs a curated mcp server resource collection with docker, library-only, local usage paths.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-31T19:00:35.921Z" }, "metrics": { "project_id": "open-webui/openapi-servers", "stars_30d_delta": 43, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 6, "issue_first_response_median_hours": null, "recent_push_days": 308, "git_score": 6, "maintenance_score": 8, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-31T19:00:35.921Z" } }, { "project": { "id": "modelcontextprotocol/servers", "owner": "modelcontextprotocol", "name": "servers", "full_name": "modelcontextprotocol/servers", "github_url": "https://github.com/modelcontextprotocol/servers", "homepage_url": "https://modelcontextprotocol.io", "description": "Model Context Protocol Servers", "language": "TypeScript", "topics": [], "license": "NOASSERTION", "stars": 89114, "forks": 11345, "open_issues": 480, "default_branch": "main", "created_at": "2024-11-19T01:10:17Z", "updated_at": "2026-08-01T14:45:02Z", "pushed_at": "2026-07-29T23:09:46Z", "synced_at": "2026-08-01T15:00:13.781Z" }, "agent_card": { "project_id": "modelcontextprotocol/servers", "project_kind": "collection", "collection_metadata": { "scope": "integration_collection", "curated": true, "estimated_items": 10, "freshness": "active" }, "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "library_only", "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", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "punkpeye/awesome-mcp-servers", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "microsoft/mcp", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "TensorBlock/awesome-mcp-servers", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use modelcontextprotocol/servers when the user needs a curated mcp server resource collection with library-only, local, cloud usage paths.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"modelcontextprotocol\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T15:00:13.781Z" }, "metrics": { "project_id": "modelcontextprotocol/servers", "stars_30d_delta": 1235, "commits_30d": 38, "releases_180d": 2, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 2, "git_score": 58, "maintenance_score": 45, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-01T15:00:13.781Z" } }, { "project": { "id": "awslabs/run-model-context-protocol-servers-with-aws-lambda", "owner": "awslabs", "name": "run-model-context-protocol-servers-with-aws-lambda", "full_name": "awslabs/run-model-context-protocol-servers-with-aws-lambda", "github_url": "https://github.com/awslabs/run-model-context-protocol-servers-with-aws-lambda", "homepage_url": null, "description": "Run existing Model Context Protocol (MCP) stdio-based servers in AWS Lambda functions", "language": "Python", "topics": [], "license": "Apache-2.0", "stars": 376, "forks": 47, "open_issues": 2, "default_branch": "main", "created_at": "2025-03-21T19:56:53Z", "updated_at": "2026-07-28T23:37:20Z", "pushed_at": "2026-07-28T23:37:22Z", "synced_at": "2026-08-01T07:30:22.548Z" }, "agent_card": { "project_id": "awslabs/run-model-context-protocol-servers-with-aws-lambda", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "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": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "PrefectHQ/fastmcp", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use awslabs/run-model-context-protocol-servers-with-aws-lambda when the user needs a mcp server project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T07:30:22.548Z" }, "metrics": { "project_id": "awslabs/run-model-context-protocol-servers-with-aws-lambda", "stars_30d_delta": 3, "commits_30d": 48, "releases_180d": 13, "contributors_90d": 7, "issue_first_response_median_hours": null, "recent_push_days": 3, "git_score": 25, "maintenance_score": 49, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-01T07:30:22.548Z" } }, { "project": { "id": "wong2/awesome-mcp-servers", "owner": "wong2", "name": "awesome-mcp-servers", "full_name": "wong2/awesome-mcp-servers", "github_url": "https://github.com/wong2/awesome-mcp-servers", "homepage_url": "https://mcpservers.org", "description": "A curated list of Model Context Protocol (MCP) servers", "language": null, "topics": [], "license": "MIT", "stars": 4237, "forks": 1731, "open_issues": 36, "default_branch": "main", "created_at": "2024-11-28T12:27:45Z", "updated_at": "2026-07-31T08:33:19Z", "pushed_at": "2026-07-13T12:44:30Z", "synced_at": "2026-08-01T01:00:28.659Z" }, "agent_card": { "project_id": "wong2/awesome-mcp-servers", "project_kind": "collection", "collection_metadata": { "scope": "awesome_list", "curated": true, "estimated_items": 100, "freshness": "active" }, "category": "mcp_server", "difficulty": "beginner", "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": "punkpeye/awesome-mcp-servers", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "modelcontextprotocol/servers", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "microsoft/mcp", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use wong2/awesome-mcp-servers when the user needs a curated mcp server resource collection with local, cloud usage paths.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T01:00:28.659Z" }, "metrics": { "project_id": "wong2/awesome-mcp-servers", "stars_30d_delta": 58, "commits_30d": 2, "releases_180d": 0, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 18, "git_score": 21, "maintenance_score": 29, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-01T01:00:28.659Z" } }, { "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": 26990, "forks": 2208, "open_issues": 256, "default_branch": "main", "created_at": "2024-11-30T01:47:40Z", "updated_at": "2026-07-31T10:26:35Z", "pushed_at": "2026-07-30T20:23:55Z", "synced_at": "2026-07-31T11:00:17.261Z" }, "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": "2026-07-31T11:00:17.261Z" }, "metrics": { "project_id": "PrefectHQ/fastmcp", "stars_30d_delta": 1118, "commits_30d": 100, "releases_180d": 31, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 74, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-07-31T11:00:17.261Z" } }, { "project": { "id": "awslabs/mcp", "owner": "awslabs", "name": "mcp", "full_name": "awslabs/mcp", "github_url": "https://github.com/awslabs/mcp", "homepage_url": "https://awslabs.github.io/mcp/", "description": "Open source MCP Servers for AWS", "language": "Python", "topics": [ "aws", "mcp", "mcp-client", "mcp-clients", "mcp-host", "mcp-server", "mcp-servers", "mcp-tools", "modelcontextprotocol" ], "license": "Apache-2.0", "stars": 9521, "forks": 1675, "open_issues": 310, "default_branch": "main", "created_at": "2025-03-21T00:39:00Z", "updated_at": "2026-07-31T12:14:08Z", "pushed_at": "2026-07-31T06:04:53Z", "synced_at": "2026-07-31T13:30:40.098Z" }, "agent_card": { "project_id": "awslabs/mcp", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "kubernetes", "serverless", "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": "PrefectHQ/fastmcp", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "activepieces/activepieces", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "stacklok/toolhive", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use awslabs/mcp when the user needs a mcp server project with kubernetes, serverless, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"modelcontextprotocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-31T13:30:40.098Z" }, "metrics": { "project_id": "awslabs/mcp", "stars_30d_delta": 164, "commits_30d": 74, "releases_180d": 50, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 46, "maintenance_score": 72, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-07-31T13:30:40.098Z" } }, { "project": { "id": "mcp-use/mcp-use", "owner": "mcp-use", "name": "mcp-use", "full_name": "mcp-use/mcp-use", "github_url": "https://github.com/mcp-use/mcp-use", "homepage_url": "https://manufact.com", "description": "The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.", "language": "TypeScript", "topics": [ "agentic-framework", "ai", "apps-sdk", "chatgpt", "claude-code", "claude-connectors", "llms", "mcp", "mcp-apps", "mcp-client", "mcp-gateway", "mcp-inspector", "mcp-server", "mcp-servers", "mcp-tools", "mcp-ui", "model-context-protocol", "modelcontextprotocol", "openclaw", "skills" ], "license": "MIT", "stars": 10430, "forks": 1389, "open_issues": 126, "default_branch": "main", "created_at": "2025-03-28T10:06:31Z", "updated_at": "2026-07-31T08:11:01Z", "pushed_at": "2026-07-31T10:27:23Z", "synced_at": "2026-07-31T11:30:14.731Z" }, "agent_card": { "project_id": "mcp-use/mcp-use", "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 mcp, llm_gateway overlap." }, { "project_id": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "project_id": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use mcp-use/mcp-use 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 \"modelcontextprotocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": "2026-07-31T11:30:14.731Z" }, "metrics": { "project_id": "mcp-use/mcp-use", "stars_30d_delta": 244, "commits_30d": 23, "releases_180d": 100, "contributors_90d": 45, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 36, "maintenance_score": 56, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-07-31T11:30:14.731Z" } }, { "project": { "id": "stacklok/toolhive", "owner": "stacklok", "name": "toolhive", "full_name": "stacklok/toolhive", "github_url": "https://github.com/stacklok/toolhive", "homepage_url": "https://stacklok.com/download/", "description": "ToolHive is an enterprise-grade platform for running and managing Model Context Protocol (MCP) servers.", "language": "Go", "topics": [ "ai", "ai-security", "aicodeassistant", "golang", "kubernetes", "mcp", "mcp-security", "mcp-servers", "mcp-tools", "model-context-protocol", "security" ], "license": "Apache-2.0", "stars": 1977, "forks": 262, "open_issues": 321, "default_branch": "main", "created_at": "2025-03-12T14:49:15Z", "updated_at": "2026-07-28T01:31:38Z", "pushed_at": "2026-07-28T02:22:23Z", "synced_at": "2026-07-28T03:42:55.818Z" }, "agent_card": { "project_id": "stacklok/toolhive", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "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": "micro/go-micro", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "trpc-group/trpc-agent-go", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "tanaikech/ggsrun", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use stacklok/toolhive when the user needs a mcp server project with docker, kubernetes, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "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": [ "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." ] } }, "schema_version": "v1", "generated_at": "2026-07-28T03:42:55.818Z" }, "metrics": { "project_id": "stacklok/toolhive", "stars_30d_delta": 53, "commits_30d": 100, "releases_180d": 63, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 46, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 24, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-07-28T03:42:55.818Z" } }, { "project": { "id": "modelcontextprotocol/registry", "owner": "modelcontextprotocol", "name": "registry", "full_name": "modelcontextprotocol/registry", "github_url": "https://github.com/modelcontextprotocol/registry", "homepage_url": "https://github.com/modelcontextprotocol/registry/tree/main/docs", "description": "A community driven registry service for Model Context Protocol (MCP) servers.", "language": "Go", "topics": [ "mcp", "mcp-servers" ], "license": "NOASSERTION", "stars": 7093, "forks": 921, "open_issues": 119, "default_branch": "main", "created_at": "2025-02-05T17:58:01Z", "updated_at": "2026-07-31T09:42:10Z", "pushed_at": "2026-07-29T23:34:02Z", "synced_at": "2026-07-31T12:00:16.153Z" }, "agent_card": { "project_id": "modelcontextprotocol/registry", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "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": "mudler/LocalAI", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "github/github-mcp-server", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "stacklok/toolhive", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use modelcontextprotocol/registry when the user needs a mcp server project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"modelcontextprotocol\" in metadata.", "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: docker daemon, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-31T12:00:16.153Z" }, "metrics": { "project_id": "modelcontextprotocol/registry", "stars_30d_delta": 120, "commits_30d": 20, "releases_180d": 14, "contributors_90d": 69, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 37, "maintenance_score": 61, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-31T12:00:16.153Z" } }, { "project": { "id": "VeriTeknik/pluggedin-app", "owner": "VeriTeknik", "name": "pluggedin-app", "full_name": "VeriTeknik/pluggedin-app", "github_url": "https://github.com/VeriTeknik/pluggedin-app", "homepage_url": "https://plugged.in", "description": "The Crossroads for AI Data Exchanges. A unified, self-hostable web interface for discovering, configuring, and managing Model Context Protocol (MCP) servers—bringing together AI tools, workspaces, prompts, and logs from multiple MCP sources (Claude, Cursor, etc.) under one roof.", "language": "TypeScript", "topics": [ "ai", "mcp", "mcp-client", "mcp-server", "model-context-protocol", "model-context-protocol-servers", "oauth2", "rag", "vibe-coding" ], "license": "MIT", "stars": 97, "forks": 14, "open_issues": 8, "default_branch": "main", "created_at": "2025-03-23T14:26:23Z", "updated_at": "2026-08-01T15:49:16Z", "pushed_at": "2026-08-01T15:49:10Z", "synced_at": "2026-08-01T16:00:10.299Z" }, "agent_card": { "project_id": "VeriTeknik/pluggedin-app", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "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": [], "summary_for_agent": "Use VeriTeknik/pluggedin-app when the user needs a mcp server project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T16:00:10.299Z" }, "metrics": { "project_id": "VeriTeknik/pluggedin-app", "stars_30d_delta": 6, "commits_30d": 6, "releases_180d": 4, "contributors_90d": 7, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 11, "maintenance_score": 27, "signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-01T16:00:10.299Z" } }, { "project": { "id": "heymrun/heym", "owner": "heymrun", "name": "heym", "full_name": "heymrun/heym", "github_url": "https://github.com/heymrun/heym", "homepage_url": "https://heym.run", "description": "Build AI workflows by prompt or visual canvas. Heym is source-available and self-hosted, with agents, RAG, MCP, HITL, observability, evals, token cost tracking and more.", "language": "Python", "topics": [ "ai-agents", "ai-agents-framework", "ai-assistant", "automation", "automation-tool", "autonomous-agents", "coding-agent", "evals", "human-in-the-loop", "mcp", "mcp-server", "mcp-servers", "mcp-tool", "n8n-alternative", "no-code", "no-code-automation", "rag", "self-hosted", "workflow-automation", "workflows" ], "license": "NOASSERTION", "stars": 807, "forks": 73, "open_issues": 1, "default_branch": "main", "created_at": "2026-03-28T08:08:49Z", "updated_at": "2026-07-27T07:51:40Z", "pushed_at": "2026-07-26T11:53:51Z", "synced_at": "2026-07-27T09:31:19.029Z" }, "agent_card": { "project_id": "heymrun/heym", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "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 rag, coding_agent, mcp overlap." }, { "project_id": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "project_id": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use heymrun/heym 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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-27T09:31:19.029Z" }, "metrics": { "project_id": "heymrun/heym", "stars_30d_delta": 154, "commits_30d": 100, "releases_180d": 76, "contributors_90d": 13, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 35, "maintenance_score": 59, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 25, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-27T09:31:19.029Z" } }, { "project": { "id": "getsentry/XcodeBuildMCP", "owner": "getsentry", "name": "XcodeBuildMCP", "full_name": "getsentry/XcodeBuildMCP", "github_url": "https://github.com/getsentry/XcodeBuildMCP", "homepage_url": "https://www.xcodebuildmcp.com", "description": "A Model Context Protocol (MCP) server and CLI that provides tools for agent use when working on iOS and macOS projects.", "language": "TypeScript", "topics": [ "mcp", "mcp-server", "model-context-protocol", "model-context-protocol-servers", "tag-production", "xcode", "xcodebuild" ], "license": "MIT", "stars": 6164, "forks": 302, "open_issues": 7, "default_branch": "main", "created_at": "2025-03-09T17:31:18Z", "updated_at": "2026-07-29T12:28:20Z", "pushed_at": "2026-07-23T14:06:02Z", "synced_at": "2026-07-29T13:30:37.671Z" }, "agent_card": { "project_id": "getsentry/XcodeBuildMCP", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "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": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "upstash/context7", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "apify/apify-mcp-server", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use getsentry/XcodeBuildMCP when the user needs a mcp server project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" 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": [ "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." ] } }, "schema_version": "v1", "generated_at": "2026-07-29T13:30:37.671Z" }, "metrics": { "project_id": "getsentry/XcodeBuildMCP", "stars_30d_delta": 98, "commits_30d": 27, "releases_180d": 19, "contributors_90d": 45, "issue_first_response_median_hours": null, "recent_push_days": 5, "git_score": 33, "maintenance_score": 54, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 16, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-29T13:30:37.671Z" } }, { "project": { "id": "ProfessionalWiki/MediaWiki-MCP-Server", "owner": "ProfessionalWiki", "name": "MediaWiki-MCP-Server", "full_name": "ProfessionalWiki/MediaWiki-MCP-Server", "github_url": "https://github.com/ProfessionalWiki/MediaWiki-MCP-Server", "homepage_url": "https://professional.wiki/en/mediawiki-mcp-server", "description": "Model Context Protocol (MCP) Server to connect your AI with any MediaWiki", "language": "TypeScript", "topics": [ "agents", "ai", "ai-agent-tools", "gemini-cli-extension", "llms", "mcp", "mcp-server", "mediawiki", "model-context-protocol", "model-context-protocol-servers", "modelcontextprotocol" ], "license": "MIT", "stars": 115, "forks": 30, "open_issues": 5, "default_branch": "master", "created_at": "2025-05-12T17:55:22Z", "updated_at": "2026-07-31T22:14:25Z", "pushed_at": "2026-07-31T22:14:18Z", "synced_at": "2026-08-01T18:30:21.204Z" }, "agent_card": { "project_id": "ProfessionalWiki/MediaWiki-MCP-Server", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "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": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use ProfessionalWiki/MediaWiki-MCP-Server when the user needs a mcp server project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"modelcontextprotocol\" in metadata.", "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": [ "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." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T18:30:21.204Z" }, "metrics": { "project_id": "ProfessionalWiki/MediaWiki-MCP-Server", "stars_30d_delta": 4, "commits_30d": 93, "releases_180d": 12, "contributors_90d": 9, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 30, "maintenance_score": 57, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 10, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-01T18:30:21.204Z" } }, { "project": { "id": "Portkey-AI/gateway", "owner": "Portkey-AI", "name": "gateway", "full_name": "Portkey-AI/gateway", "github_url": "https://github.com/Portkey-AI/gateway", "homepage_url": "https://portkey.ai/features/ai-gateway", "description": "A blazing fast AI Gateway with integrated guardrails. Route to 1,600+ LLMs, 50+ AI Guardrails with 1 fast & friendly API.", "language": "TypeScript", "topics": [ "ai-gateway", "gateway", "generative-ai", "hacktoberfest", "langchain", "llm", "llm-gateway", "llmops", "llms", "mcp", "mcp-client", "mcp-gateway", "mcp-servers", "model-router", "openai" ], "license": "MIT", "stars": 12618, "forks": 1235, "open_issues": 241, "default_branch": "main", "created_at": "2023-08-23T11:52:47Z", "updated_at": "2026-08-01T01:46:22Z", "pushed_at": "2026-05-25T13:54:51Z", "synced_at": "2026-08-01T02:30:18.065Z" }, "agent_card": { "project_id": "Portkey-AI/gateway", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "vercel", "kubernetes", "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 mcp, llm_gateway overlap." }, { "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." } ], "summary_for_agent": "Use Portkey-AI/gateway when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Found wrangler.toml.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml.", "Runtime blocker: python." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T02:30:18.065Z" }, "metrics": { "project_id": "Portkey-AI/gateway", "stars_30d_delta": 363, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 67, "git_score": 29, "maintenance_score": 26, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-01T02:30:18.065Z" } }, { "project": { "id": "argoproj-labs/mcp-for-argocd", "owner": "argoproj-labs", "name": "mcp-for-argocd", "full_name": "argoproj-labs/mcp-for-argocd", "github_url": "https://github.com/argoproj-labs/mcp-for-argocd", "homepage_url": "https://www.npmjs.com/package/argocd-mcp", "description": "An implementation of Model Context Protocol (MCP) server for Argo CD.", "language": "TypeScript", "topics": [ "ai", "argocd", "argocd-mcp", "continuous-delivery", "continuous-deployment", "devops", "gitops", "kubernetes", "mcp", "mcp-server", "model-context-protocol", "model-context-protocol-servers" ], "license": "Apache-2.0", "stars": 543, "forks": 95, "open_issues": 59, "default_branch": "main", "created_at": "2025-04-16T02:42:48Z", "updated_at": "2026-07-23T01:25:49Z", "pushed_at": "2026-07-09T20:41:47Z", "synced_at": "2026-07-23T12:30:58.018Z" }, "agent_card": { "project_id": "argoproj-labs/mcp-for-argocd", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "kubernetes", "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": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use argoproj-labs/mcp-for-argocd when the user needs a mcp server project with docker, kubernetes, library-only deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-23T12:30:58.018Z" }, "metrics": { "project_id": "argoproj-labs/mcp-for-argocd", "stars_30d_delta": 14, "commits_30d": 1, "releases_180d": 3, "contributors_90d": 20, "issue_first_response_median_hours": null, "recent_push_days": 13, "git_score": 12, "maintenance_score": 22, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 13, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-23T12:30:58.018Z" } }, { "project": { "id": "Portkey-AI/hoot", "owner": "Portkey-AI", "name": "hoot", "full_name": "Portkey-AI/hoot", "github_url": "https://github.com/Portkey-AI/hoot", "homepage_url": "https://hoot.run", "description": "MCP Testing Tool — Like Postman, but for the Model Context Protocol.", "language": "TypeScript", "topics": [ "ai-gateway", "llm", "llmops", "mcp", "mcp-client", "mcp-gateway", "mcp-server", "mcp-servers", "mcp-tools", "model-context-protocol", "portkey" ], "license": "MIT", "stars": 20, "forks": 6, "open_issues": 2, "default_branch": "main", "created_at": "2025-10-24T08:06:32Z", "updated_at": "2026-05-20T23:43:16Z", "pushed_at": "2026-02-11T09:47:42Z", "synced_at": "2026-07-30T03:38:47.100Z" }, "agent_card": { "project_id": "Portkey-AI/hoot", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "cloudflare", "serverless", "library_only", "local" ], "cloudflare_ready": true, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "upstash/context7", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use Portkey-AI/hoot when the user needs a mcp server project with cloudflare, serverless, library-only deployment options. 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