{ "project": { "project_id": "nduckmink/arkon", "repo": "nduckmink/arkon", "name": "arkon", "github_url": "https://github.com/nduckmink/arkon", "homepage_url": null, "language": "Python", "license": "NOASSERTION", "project_kind": "collection", "collection_metadata": { "scope": "starter_collection", "curated": true, "estimated_items": 10, "freshness": "active" }, "category": [ "mcp_server" ], "tags": [ "enterprise-ai", "knowledge-base-embeddings", "knowledge-based-systems", "knowledge-bases", "llm-wiki-personal-knowledge-base", "mcp", "mcp-server", "model-context-protocol", "organizational-knowledge", "rag", "self-hosted", "wiki" ], "description": "Arkon: Enterprise AI Knowledge Hub & MCP Server. Self-hosted knowledge base for teams to manage RAG contexts, access policies, and AI skills. Connect Claude and other LLMs via Model Context Protocol (MCP) for automated, secure organizational knowledge integration.", "overview": "Use nduckmink/arkon when the user needs a curated mcp server resource collection with docker, local, cloud usage paths.", "alternatives": [], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "docker", "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 server\" 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: python, gpu, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1246, "recent_commits": 0, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 14 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 28, "agent_score": 62, "score": 76, "agent_score_breakdown": { "documentation": 90, "maintenance": 32, "deployment": 80, "popularity": 62, "community": 47 }, "git_top_score": 76, "git_top_score_breakdown": { "community": 79, "maintenance": 34, "documentation": 84, "stability": 85, "adoption": 92, "agent_readability": 90 }, "summary": { "tl_dr": "Use nduckmink/arkon when the user needs a curated mcp server resource collection with docker, local, cloud usage paths.", "purpose": "Use nduckmink/arkon when the user needs a curated mcp server resource collection with docker, 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": [ "docker", "local", "cloud" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp server\" 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: python, gpu, 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": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta.", "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": "2026-08-27T16:00:45.536Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta.", "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": "2026-08-27T16:00:45.536Z" }, "related": [ { "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, library-only 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", "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": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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": [ "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": 96, "recent_commits": 12, "contributors": 25, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 10, "agent_score": 64, "score": 73, "agent_score_breakdown": { "documentation": 90, "maintenance": 23, "deployment": 100, "popularity": 40, "community": 70 }, "git_top_score": 73, "git_top_score_breakdown": { "community": 100, "maintenance": 25, "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, library-only usage paths.", "purpose": "Use WagnerAgent/awesome-mcp-servers-devops when the user needs a curated mcp server resource collection with docker, kubernetes, library-only 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", "kubernetes", "library_only", "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.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "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": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-25T20:50:43.774Z" }, "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": "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": "2026-08-25T20:50:43.774Z" }, { "project_id": "weam-ai/weam", "repo": "weam-ai/weam", "name": "weam", "github_url": "https://github.com/weam-ai/weam", "homepage_url": "https://opensource.weam.ai/", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "collection", "collection_metadata": { "scope": "starter_collection", "curated": false, "estimated_items": 10, "freshness": "active" }, "category": [ "mcp_server" ], "tags": [ "agent-library", "agents", "ai", "ai-agents", "aiteamchat", "claude", "collaborative-ai", "hacktoberfest", "huggingface", "langchain", "llms", "mcp", "multi-llm", "nextjs", "openrouter", "opensource-agent-builder", "prompt-library", "rag", "typescript", "workspace" ], "description": "Web app for teams of 20+ members. In-built connections to major LLMs via API. Share chats, prompts, and agents in team or private folders. Modern, fully responsive stack (Next.js, Node.js). Deploy your own vibe-coded AI apps, agents, or workflows or use ready-made solutions from the library.", "overview": "Use weam-ai/weam when the user needs a curated mcp server resource collection with docker, library-only, local usage paths.", "alternatives": [ { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with rag, mcp, workflow overlap." }, { "repo": "labring/FastGPT", "reason": "Same mcp server intent with rag, mcp, workflow overlap." }, { "repo": "deepset-ai/haystack", "reason": "Same mcp server intent with rag, mcp, workflow overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "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": [ "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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 222, "recent_commits": 1, "contributors": 32, "issue_response_time_hours": null, "release_frequency_180d": 6 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 18, "agent_score": 65, "score": 80, "agent_score_breakdown": { "documentation": 90, "maintenance": 27, "deployment": 90, "popularity": 47, "community": 77 }, "git_top_score": 80, "git_top_score_breakdown": { "community": 100, "maintenance": 31, "documentation": 92, "stability": 100, "adoption": 71, "agent_readability": 100 }, "summary": { "tl_dr": "Use weam-ai/weam when the user needs a curated mcp server resource collection with docker, library-only, local usage paths.", "purpose": "Use weam-ai/weam 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": "ruvnet/ruflo", "reason": "Same mcp server intent with rag, mcp, workflow overlap." }, { "repo": "labring/FastGPT", "reason": "Same mcp server intent with rag, mcp, workflow overlap." }, { "repo": "deepset-ai/haystack", "reason": "Same mcp server intent with rag, mcp, workflow 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "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": "2026-08-25T09:04:32.927Z" }, "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": "2026-08-25T09:04:32.927Z" }, { "project_id": "trpc-group/trpc-agent-go", "repo": "trpc-group/trpc-agent-go", "name": "trpc-agent-go", "github_url": "https://github.com/trpc-group/trpc-agent-go", "homepage_url": "https://trpc-group.github.io/trpc-agent-go/", "language": "Go", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "a2a", "a2a-protocol", "ag-ui", "agent", "agent-framework", "ai", "ai-agents", "evaluation", "go", "golang", "graph-workflows", "llm", "mcp", "model-context-protocol", "multi-agent", "observability", "opentelemetry", "rag" ], "description": "A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.", "overview": "Use trpc-group/trpc-agent-go when the user needs a mcp server project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp, observability overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1723, "recent_commits": 94, "contributors": 56, "issue_response_time_hours": null, "release_frequency_180d": 14 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 43, "agent_score": 80, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 69, "deployment": 80, "popularity": 65, "community": 100 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 79, "documentation": 84, "stability": 90, "adoption": 96, "agent_readability": 100 }, "summary": { "tl_dr": "Use trpc-group/trpc-agent-go when the user needs a mcp server project with docker, local, cloud deployment options.", "purpose": "Use trpc-group/trpc-agent-go when the user needs a mcp server project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp, observability overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-24T05:06:16.582Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-24T05:06:16.582Z" }, { "project_id": "the-open-agent/openagent", "repo": "the-open-agent/openagent", "name": "openagent", "github_url": "https://github.com/the-open-agent/openagent", "homepage_url": "https://www.openagentai.org/", "language": "Go", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "agentic", "agentic-ai", "agi", "chatbot", "chatgpt", "gpt", "harness", "hermes-agent", "knowledge-base", "langchain", "llm", "mcp", "model-context-protocol", "multi-agent", "openagent", "openai", "openclaw", "rag" ], "description": "⚡️next-generation personal AI assistant powered by LLM, RAG and agent loops, supporting computer-use, browser-use and coding agent, demo: https://demo.openagentai.org", "overview": "Use the-open-agent/openagent when the user needs a mcp server project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, coding_agent, mcp overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "Browser automation", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "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": 5555, "recent_commits": 12, "contributors": 63, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 36, "agent_score": 79, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 57, "deployment": 80, "popularity": 75, "community": 100 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 60, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use the-open-agent/openagent when the user needs a mcp server project with docker, local, cloud deployment options.", "purpose": "Use the-open-agent/openagent when the user needs a mcp server project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, coding_agent, mcp overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "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": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-24T05:06:35.842Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-24T05:06:35.842Z" }, { "project_id": "rush-db/rushdb", "repo": "rush-db/rushdb", "name": "rushdb", "github_url": "https://github.com/rush-db/rushdb", "homepage_url": "https://rushdb.com", "language": "TypeScript", "license": null, "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "ai-agents", "ai-memory", "ai-tools", "app-backend", "cloud", "database", "docker", "embeddings", "graph-database", "graphs", "instant-apps", "llm-memory", "llm-tooling", "mcp", "neo4j", "rag", "self-hosted", "semantic-search", "vector-search" ], "description": "RushDB is a graph + vector database and memory layer for AI agents. Push any JSON, get typed, searchable, relationship-aware records back — no schema, no migrations. Built on Neo4j.", "overview": "Use rush-db/rushdb when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"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": [ "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": 321, "recent_commits": 27, "contributors": 5, "issue_response_time_hours": null, "release_frequency_180d": 94 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 23, "agent_score": 66, "score": 82, "agent_score_breakdown": { "documentation": 90, "maintenance": 45, "deployment": 90, "popularity": 50, "community": 50 }, "git_top_score": 82, "git_top_score_breakdown": { "community": 82, "maintenance": 63, "documentation": 84, "stability": 100, "adoption": 69, "agent_readability": 100 }, "summary": { "tl_dr": "Use rush-db/rushdb when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use rush-db/rushdb 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": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "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": [ "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": 32, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-22T01:54:34.557Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-22T01:54:34.557Z" }, { "project_id": "gefsikatsinelou/MetaSearchMCP", "repo": "gefsikatsinelou/MetaSearchMCP", "name": "MetaSearchMCP", "github_url": "https://github.com/gefsikatsinelou/MetaSearchMCP", "homepage_url": null, "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent-tools", "ai-agents", "google-search", "google-search-api", "llm", "llm-tools", "mcp", "mcp-server", "metasearch", "model-context-protocol", "rag", "search-api", "searxng", "serp", "serpapi", "web-search" ], "description": "Open-source metasearch backend, MCP server, and AI search API for LLM agents. Python FastAPI search gateway with Google search via SerpBase and Serper, multi-engine search aggregation, structured JSON output, provider fallback, deduplication, and SearXNG alternative architecture for agent workflows.", "overview": "Use gefsikatsinelou/MetaSearchMCP when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp, llm_gateway overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 52, "recent_commits": 97, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 14, "agent_score": 59, "score": 67, "agent_score_breakdown": { "documentation": 90, "maintenance": 31, "deployment": 90, "popularity": 34, "community": 47 }, "git_top_score": 67, "git_top_score_breakdown": { "community": 65, "maintenance": 41, "documentation": 92, "stability": 70, "adoption": 41, "agent_readability": 100 }, "summary": { "tl_dr": "Use gefsikatsinelou/MetaSearchMCP when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use gefsikatsinelou/MetaSearchMCP when the user needs a mcp server project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp, llm_gateway overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-25T17:01:36.461Z" }, "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": "2026-08-25T17:01:36.461Z" }, { "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": [ { "repo": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, coding_agent, mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ], "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": 99, "recent_commits": 23, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 4 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 24, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 13, "agent_score": 61, "score": 78, "agent_score_breakdown": { "documentation": 90, "maintenance": 30, "deployment": 90, "popularity": 40, "community": 52 }, "git_top_score": 78, "git_top_score_breakdown": { "community": 83, "maintenance": 46, "documentation": 92, "stability": 100, "adoption": 56, "agent_readability": 100 }, "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": [ { "repo": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, coding_agent, mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, 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 \"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": "snapshot", "stars30d_window_days": 24, "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": "2026-08-25T17:01:45.774Z" }, "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": "2026-08-25T17:01:45.774Z" }, { "project_id": "deepset-ai/haystack", "repo": "deepset-ai/haystack", "name": "haystack", "github_url": "https://github.com/deepset-ai/haystack", "homepage_url": "https://haystack.deepset.ai", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent-framework", "agentic-ai", "agentic-rag", "agents", "ai", "ai-agents", "context-engineering", "framework", "genai", "generative-ai", "information-retrieval", "large-language-models", "llm", "mcp", "multi-agent", "orchestration", "python", "rag", "retrieval-augmented-generation", "semantic-search" ], "description": "Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.", "overview": "Use deepset-ai/haystack when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp, llm_gateway overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 26294, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 32 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 52, "agent_score": 88, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 88, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use deepset-ai/haystack when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use deepset-ai/haystack when the user needs a mcp server project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp, llm_gateway overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-24T02:01:40.786Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-24T02:01:40.786Z" } ], "resolved_from": { "requested_id": "nduckmink/arkon", "resolved_id": "nduckmink/arkon", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1204, "generated_at": "2026-08-27T17:25:31.981Z", "snapshot_id": "d1:1204:2026-08-27T16:01:00.566Z", "latest_synced_at": "2026-08-27T16:01:00.566Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }