{ "project": { "project_id": "nirholas/Binance-MCP", "repo": "nirholas/Binance-MCP", "name": "Binance-MCP", "github_url": "https://github.com/nirholas/Binance-MCP", "homepage_url": "https://github.com/nirholas/Binance-MCP", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "algo", "api", "binance", "crypto", "cryptocurrency", "mining", "nft", "npm", "pay", "sse", "staking", "trading" ], "description": "A Model Context Protocol (MCP) server for Binance.com API. Offers standardized access to spot trading, wallets, staking, simple earn, convert, mining, algo trading, VIP loans, NFTs, pay, copy trading, dual investments, C2C/P2P, fiat ops, and rebates. Built in TypeScript/Node.js. Manages auth, requests, and errors for AI agents/devs.", "overview": "Use nirholas/Binance-MCP when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [], "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": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 32, "recent_commits": 2, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 5, "agent_score": 53, "score": 60, "agent_score_breakdown": { "documentation": 90, "maintenance": 17, "deployment": 80, "popularity": 30, "community": 49 }, "git_top_score": 60, "git_top_score_breakdown": { "community": 69, "maintenance": 13, "documentation": 84, "stability": 70, "adoption": 44, "agent_readability": 90 }, "summary": { "tl_dr": "Use nirholas/Binance-MCP when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use nirholas/Binance-MCP when the user needs a mcp server project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [] }, "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": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "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": "2026-07-14T06:00:12.623Z" }, "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": "2026-07-14T06:00:12.623Z" }, "related": [ { "project_id": "nirholas/Binance-US-MCP", "repo": "nirholas/Binance-US-MCP", "name": "Binance-US-MCP", "github_url": "https://github.com/nirholas/Binance-US-MCP", "homepage_url": "https://github.com/nirholas/Binance-US-MCP", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "api", "binance", "claude", "crypto", "cryptocurrency", "mcp", "npm", "otc", "staking", "trade", "trading", "wallet", "websocket" ], "description": "A Model Context Protocol (MCP) server for Binance.US API. Provides standardized access to market data, spot trading, wallets, accounts, staking, OTC, sub-accounts, and institutional features. Built in TypeScript/Node.js. Handles authentication, rate limiting, and errors automatically. Ideal for AI agents and devs.", "overview": "Use nirholas/Binance-US-MCP when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [], "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.", "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": 24, "recent_commits": 2, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 5, "agent_score": 53, "score": 58, "agent_score_breakdown": { "documentation": 90, "maintenance": 17, "deployment": 80, "popularity": 28, "community": 49 }, "git_top_score": 58, "git_top_score_breakdown": { "community": 68, "maintenance": 13, "documentation": 84, "stability": 70, "adoption": 36, "agent_readability": 90 }, "summary": { "tl_dr": "Use nirholas/Binance-US-MCP when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use nirholas/Binance-US-MCP when the user needs a mcp server project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [] }, "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.", "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": "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": "2026-07-14T06:00:18.391Z" }, "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": "2026-07-14T06:00:18.391Z" }, { "project_id": "nirholas/ethereum-wallet-toolkit", "repo": "nirholas/ethereum-wallet-toolkit", "name": "ethereum-wallet-toolkit", "github_url": "https://github.com/nirholas/ethereum-wallet-toolkit", "homepage_url": "https://github.com/nirholas/ethereum-wallet-toolkit", "language": "HTML", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "bip39", "blockchain", "cli", "crypto", "cryptocurrency", "cryptography", "ethereum", "evm", "hd-wallet", "keygen", "keystore", "mcp", "mnemonic", "offline", "python", "security", "signing", "vanity-address", "wallet", "web3" ], "description": "Python toolkit for Ethereum wallets: CLI tools + Model Context Protocol (MCP) servers for wallet generation, BIP39/BIP44 HD wallets, Web3 Secret Storage V3 keystores, and EIP-712 typed data signing", "overview": "Use nirholas/ethereum-wallet-toolkit when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [], "related": [], "dependencies": [ "MCP", "Vector database" ], "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 \"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, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 24, "recent_commits": 2, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 5, "agent_score": 52, "score": 59, "agent_score_breakdown": { "documentation": 90, "maintenance": 17, "deployment": 80, "popularity": 28, "community": 47 }, "git_top_score": 59, "git_top_score_breakdown": { "community": 62, "maintenance": 13, "documentation": 92, "stability": 70, "adoption": 36, "agent_readability": 90 }, "summary": { "tl_dr": "Use nirholas/ethereum-wallet-toolkit when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use nirholas/ethereum-wallet-toolkit 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": [] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" 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": [ "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": "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": "2026-07-14T06:00:16.634Z" }, "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": "2026-07-14T06:00:16.634Z" }, { "project_id": "BerriAI/litellm", "repo": "BerriAI/litellm", "name": "litellm", "github_url": "https://github.com/BerriAI/litellm", "homepage_url": "https://docs.litellm.ai/docs/", "language": "Python", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-gateway", "anthropic", "azure-openai", "bedrock", "gateway", "langchain", "litellm", "llm", "llm-gateway", "llmops", "mcp-gateway", "openai", "openai-proxy", "rust", "rust-ai", "vertex-ai" ], "description": "Python SDK, Proxy Server (AI Gateway) to call 100+ LLM APIs in OpenAI (or native) format, with cost tracking, guardrails, loadbalancing and logging. [Bedrock, Azure, OpenAI, VertexAI, Cohere, Anthropic, Sagemaker, HuggingFace, VLLM, NVIDIA NIM]", "overview": "Use BerriAI/litellm when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "Portkey-AI/gateway", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "Portkey-AI/hoot", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "ax128/AegisGate", "reason": "Same mcp server intent with mcp, llm_gateway overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 53313, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 22, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 89, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 95, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use BerriAI/litellm when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use BerriAI/litellm when the user needs a mcp server project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "Portkey-AI/gateway", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "Portkey-AI/hoot", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "ax128/AegisGate", "reason": "Same mcp server intent with mcp, llm_gateway overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 22, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-12T11:11:51.351Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-12T11:11:51.351Z" }, { "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": "awslabs/mcp", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "lastmile-ai/mcp-agent", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "Razee4315/NetLogo-MCP", "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 \"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." ] } }, "quality_signals": { "stars": 26142, "recent_commits": 86, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 29 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 21, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 54, "agent_score": 85, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 73, "deployment": 80, "popularity": 88, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 82, "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": "awslabs/mcp", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "lastmile-ai/mcp-agent", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "Razee4315/NetLogo-MCP", "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 \"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." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 21, "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": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-12T11:02:37.004Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-07-12T11:02:37.004Z" }, { "project_id": "wonderwhy-er/DesktopCommanderMCP", "repo": "wonderwhy-er/DesktopCommanderMCP", "name": "DesktopCommanderMCP", "github_url": "https://github.com/wonderwhy-er/DesktopCommanderMCP", "homepage_url": "https://desktopcommander.app/", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "ai", "code-analysis", "code-generation", "gemini-cli-extension", "mcp", "terminal-ai", "terminal-automation", "vibe-coding" ], "description": "This is MCP server for Claude that gives it terminal control, file system search and diff file editing capabilities", "overview": "Use wonderwhy-er/DesktopCommanderMCP when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"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." ] } }, "quality_signals": { "stars": 7851, "recent_commits": 22, "contributors": 33, "issue_response_time_hours": null, "release_frequency_180d": 11 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 21, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 66, "agent_score": 76, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 50, "deployment": 90, "popularity": 78, "community": 78 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 64, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use wonderwhy-er/DesktopCommanderMCP when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use wonderwhy-er/DesktopCommanderMCP 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": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 21, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "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": "2026-07-12T11:02:40.686Z" }, "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": "2026-07-12T11:02:40.686Z" }, { "project_id": "googleapis/mcp-toolbox", "repo": "googleapis/mcp-toolbox", "name": "mcp-toolbox", "github_url": "https://github.com/googleapis/mcp-toolbox", "homepage_url": "https://mcp-toolbox.dev/documentation/introduction/", "language": "Go", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "agents", "ai", "bigquery", "clickhouse", "cockroachdb", "database", "elasticsearch", "firestore", "genai", "llm", "mcp", "mongodb", "mysql", "oracle", "postgresql", "redis", "server", "spanner", "tidb" ], "description": "MCP Toolbox for Databases is an open source MCP server for databases.", "overview": "Use googleapis/mcp-toolbox when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "mudler/LocalAI", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "google/adk-go", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "the-open-agent/openagent", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "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 \"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, postgres.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 15936, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 14 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 21, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 51, "agent_score": 87, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 84, "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 googleapis/mcp-toolbox when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use googleapis/mcp-toolbox 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": "mudler/LocalAI", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "google/adk-go", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "the-open-agent/openagent", "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 \"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, postgres.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 21, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-12T11:02:42.001Z" }, "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": "2026-07-12T11:02:42.001Z" }, { "project_id": "modelcontextprotocol/typescript-sdk", "repo": "modelcontextprotocol/typescript-sdk", "name": "typescript-sdk", "github_url": "https://github.com/modelcontextprotocol/typescript-sdk", "homepage_url": "https://ts.sdk.modelcontextprotocol.io/v2", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [], "description": "The official TypeScript SDK for Model Context Protocol servers and clients", "overview": "Use modelcontextprotocol/typescript-sdk 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": "activepieces/activepieces", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "dyoshikawa/rulesync", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP" ], "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 \"model context protocol\" in metadata.", "Matched \"modelcontextprotocol\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": 12828, "recent_commits": 71, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 55 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 26, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 46, "agent_score": 84, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 72, "deployment": 80, "popularity": 82, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 81, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use modelcontextprotocol/typescript-sdk when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use modelcontextprotocol/typescript-sdk 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": "activepieces/activepieces", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "dyoshikawa/rulesync", "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 \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 26, "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": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-12T11:02:06.151Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-07-12T11:02:06.151Z" }, { "project_id": "langchain4j/langchain4j", "repo": "langchain4j/langchain4j", "name": "langchain4j", "github_url": "https://github.com/langchain4j/langchain4j", "homepage_url": "https://docs.langchain4j.dev", "language": "Java", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "anthropic", "chatgpt", "chroma", "embeddings", "gemini", "gpt", "huggingface", "java", "langchain", "llama", "llm", "llms", "milvus", "ollama", "onnx", "openai", "openai-api", "pgvector", "pinecone", "vector-database" ], "description": "LangChain4j is an idiomatic, open-source Java library for building LLM-powered applications on the JVM. It offers a unified API over popular LLM providers and vector stores, and makes implementing tool calling (including MCP support), agents and RAG easy. It integrates seamlessly with enterprise Java frameworks like Quarkus and Spring Boot.", "overview": "Use langchain4j/langchain4j when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "the-open-agent/openagent", "reason": "Same mcp server intent with rag, mcp overlap." }, { "repo": "opensolon/solon-ai", "reason": "Same mcp server intent with rag, mcp overlap." }, { "repo": "agents-flex/agents-flex", "reason": "Same mcp server intent with rag, mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 12578, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 17 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 10, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 46, "agent_score": 85, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 82, "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 langchain4j/langchain4j when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use langchain4j/langchain4j 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": "the-open-agent/openagent", "reason": "Same mcp server intent with rag, mcp overlap." }, { "repo": "opensolon/solon-ai", "reason": "Same mcp server intent with rag, mcp overlap." }, { "repo": "agents-flex/agents-flex", "reason": "Same mcp server intent with rag, mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 10, "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": "2026-07-12T11:44:49.776Z" }, "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": "2026-07-12T11:44:49.776Z" } ], "resolved_from": { "requested_id": "nirholas/Binance-MCP", "resolved_id": "nirholas/Binance-MCP", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 939, "generated_at": "2026-07-14T08:03:45.110Z", "snapshot_id": "d1:939:2026-07-14T08:00:23.096Z", "latest_synced_at": "2026-07-14T08:00:23.096Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }