{ "project": { "project_id": "snyk/agent-scan", "repo": "snyk/agent-scan", "name": "agent-scan", "github_url": "https://github.com/snyk/agent-scan", "homepage_url": null, "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "ai", "mcp", "modelcontextprotocol", "security" ], "description": "Security scanner for AI agents, MCP servers and agent skills.", "overview": "Use snyk/agent-scan when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [], "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 \"modelcontextprotocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 2911, "recent_commits": 43, "contributors": 16, "issue_response_time_hours": null, "release_frequency_180d": 81 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 31, "agent_score": 72, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 52, "deployment": 90, "popularity": 69, "community": 61 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 67, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 90 }, "summary": { "tl_dr": "Use snyk/agent-scan when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use snyk/agent-scan when the user needs a mcp server project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"modelcontextprotocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "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": "2026-08-14T03:00:55.833Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-14T03:00:55.833Z" }, "summary": "snyk/agent-scan has 5 alternative candidates. Top match is headroomlabs-ai/headroom at 100/100 because Same mcp server intent with mcp overlap.", "stats": { "candidate_count": 5, "explicit_count": 0, "cloudflare_ready_count": 0, "average_similarity": 100, "top_candidate": "headroomlabs-ai/headroom" }, "next_actions": [ { "label": "Compare shortlist", "href": "/api/compare?repos=snyk/agent-scan,headroomlabs-ai/headroom,AstrBotDevs/AstrBot,NanmiCoder/cc-haha,rocketride-org/rocketride-server,deepset-ai/haystack", "kind": "compare" }, { "label": "Open source graph", "href": "/graph/snyk/agent-scan", "kind": "graph" }, { "label": "Explain source score", "href": "/score/snyk/agent-scan", "kind": "score" }, { "label": "Open source project", "href": "/projects/snyk/agent-scan", "kind": "project" }, { "label": "Get recommendations", "href": "/api/recommend?category=mcp_server&limit=5", "kind": "recommend" } ], "comparison_links": { "compare": "/api/compare?repos=snyk/agent-scan,headroomlabs-ai/headroom,AstrBotDevs/AstrBot,NanmiCoder/cc-haha,rocketride-org/rocketride-server,deepset-ai/haystack", "graph": "/graph/snyk/agent-scan", "project": "/projects/snyk/agent-scan", "score": "/score/snyk/agent-scan" }, "evidence": { "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "At least one candidate changes primary language; migration cost may be higher." ], "confidence_reason": "Top alternative has 100/100 similarity with same use case evidence.", "last_verified_at": "2026-08-14T03:00:55.833Z" }, "caveats": [ "At least one candidate changes primary language; migration cost may be higher." ], "confidence_reason": "Top alternative has 100/100 similarity with same use case evidence.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-08-14T03:00:55.833Z", "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "repo": "headroomlabs-ai/headroom", "name": "headroom", "github_url": "https://github.com/headroomlabs-ai/headroom", "homepage_url": "https://docs.headroomlabs.ai/docs", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "ai", "anthropic", "claude-code", "compression", "context-engineering", "context-window", "cursor", "fastapi", "langchain", "llm", "mcp", "openai", "prompt-engineering", "proxy", "python", "rag", "token-optimization", "tokens", "typescript" ], "description": "Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.", "overview": "Use headroomlabs-ai/headroom when the user needs a mcp server project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 66191, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 13, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 91, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 96, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use headroomlabs-ai/headroom when the user needs a mcp server project with docker, vercel, serverless deployment options.", "purpose": "Use headroomlabs-ai/headroom when the user needs a mcp server project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 13, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-13T17:17:29.612Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-13T17:17:29.612Z" }, { "project_id": "AstrBotDevs/AstrBot", "repo": "AstrBotDevs/AstrBot", "name": "AstrBot", "github_url": "https://github.com/AstrBotDevs/AstrBot", "homepage_url": "https://astrbot.app", "language": "Python", "license": "AGPL-3.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "ai", "astrbot", "chatbot", "chatgpt", "discord", "docker", "gemini", "gpt", "llama", "llm", "mcp", "openai", "python", "qq", "qqbot", "telegram" ], "description": "AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. ✨", "overview": "Use AstrBotDevs/AstrBot when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 39107, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 64 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 89, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 92, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use AstrBotDevs/AstrBot when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use AstrBotDevs/AstrBot when the user needs a mcp server project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "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": "2026-08-13T17:17:24.191Z" }, "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": "2026-08-13T17:17:24.191Z" }, { "project_id": "NanmiCoder/cc-haha", "repo": "NanmiCoder/cc-haha", "name": "cc-haha", "github_url": "https://github.com/NanmiCoder/cc-haha", "homepage_url": "cchaha.ai", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "ai", "ai-agent", "anthropic", "claude", "claude-code", "coding-agent", "computer-use", "desktop-app", "electron", "llm", "mcp", "react", "typescript" ], "description": "Local-first cross-platform desktop workspace for Claude Code / agents: multi-agent, Git worktrees, code diffs, skill marketplace, multi-model, Computer Use, task-aware desktop pets, with WeChat, Feishu, DingTalk, Telegram, WhatsApp and H5 access.", "overview": "Use NanmiCoder/cc-haha when the user needs a mcp server project with local, cloud deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "SigNoz/signoz", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 14032, "recent_commits": 100, "contributors": 27, "issue_response_time_hours": null, "release_frequency_180d": 39 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 74, "agent_score": 75, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 63, "deployment": 70, "popularity": 83, "community": 72 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 75, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use NanmiCoder/cc-haha when the user needs a mcp server project with local, cloud deployment options.", "purpose": "Use NanmiCoder/cc-haha when the user needs a mcp server project with local, cloud deployment options.", "install": "Run the MCP server following the repository's transport instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "SigNoz/signoz", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-11T09:18:09.910Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-11T09:18:09.910Z" }, { "project_id": "rocketride-org/rocketride-server", "repo": "rocketride-org/rocketride-server", "name": "rocketride-server", "github_url": "https://github.com/rocketride-org/rocketride-server", "homepage_url": null, "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "cpp", "data-pipeline", "data-processing", "machine-learning", "mcp", "python", "sdk", "typescript", "vscode-extension" ], "description": "High-performance AI pipeline engine with a C++ core and 50+ Python-extensible nodes. Build, debug, and scale LLM workflows with 13+ model providers, 8+ vector databases, and agent orchestration, all from your IDE. Includes VS Code extension, TypeScript/Python SDKs, and Docker deployment.", "overview": "Use rocketride-org/rocketride-server when the user needs a mcp server project with docker, kubernetes, local deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "kubernetes", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"helm chart\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 6102, "recent_commits": 100, "contributors": 52, "issue_response_time_hours": null, "release_frequency_180d": 51 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 69, "agent_score": 84, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 69, "deployment": 90, "popularity": 76, "community": 97 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 79, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use rocketride-org/rocketride-server when the user needs a mcp server project with docker, kubernetes, local deployment options.", "purpose": "Use rocketride-org/rocketride-server when the user needs a mcp server project with docker, kubernetes, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "kubernetes", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"helm chart\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-13T05:52:09.797Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-13T05:52:09.797Z" }, { "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": 26183, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 29 }, "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": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 88, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 100, "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": "2026-08-12T05:50:52.893Z" }, "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": "2026-08-12T05:50:52.893Z" } ], "alternative_matches": [ { "project_id": "headroomlabs-ai/headroom", "repo": "headroomlabs-ai/headroom", "name": "headroom", "github_url": "https://github.com/headroomlabs-ai/headroom", "homepage_url": "https://docs.headroomlabs.ai/docs", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "ai", "anthropic", "claude-code", "compression", "context-engineering", "context-window", "cursor", "fastapi", "langchain", "llm", "mcp", "openai", "prompt-engineering", "proxy", "python", "rag", "token-optimization", "tokens", "typescript" ], "description": "Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.", "overview": "Use headroomlabs-ai/headroom when the user needs a mcp server project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 66191, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 13, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 91, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 96, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use headroomlabs-ai/headroom when the user needs a mcp server project with docker, vercel, serverless deployment options.", "purpose": "Use headroomlabs-ai/headroom when the user needs a mcp server project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 13, "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, library_only, local.", "Shared dependency context: mcp, llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "last_verified_at": "2026-08-13T17:17:29.612Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, library_only, local.", "Shared dependency context: mcp, llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-08-13T17:17:29.612Z", "similarity_score": 100, "alternative_reason": "Same mcp server intent with mcp overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "docker", "library_only", "local" ], "shared_use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "shared_topics": [ "agent", "ai", "mcp" ], "intent_overlap": [ "mcp" ], "dependency_overlap": [ "mcp", "llm-provider" ], "same_language": true, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, library_only, local.", "Shared dependency context: mcp, llm-provider." ], "replacement_risk": "low" }, { "project_id": "AstrBotDevs/AstrBot", "repo": "AstrBotDevs/AstrBot", "name": "AstrBot", "github_url": "https://github.com/AstrBotDevs/AstrBot", "homepage_url": "https://astrbot.app", "language": "Python", "license": "AGPL-3.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "ai", "astrbot", "chatbot", "chatgpt", "discord", "docker", "gemini", "gpt", "llama", "llm", "mcp", "openai", "python", "qq", "qqbot", "telegram" ], "description": "AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. ✨", "overview": "Use AstrBotDevs/AstrBot when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 39107, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 64 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 89, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 92, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use AstrBotDevs/AstrBot when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use AstrBotDevs/AstrBot when the user needs a mcp server project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, library_only, local.", "Shared dependency context: mcp, llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "last_verified_at": "2026-08-13T17:17:24.191Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, library_only, local.", "Shared dependency context: mcp, llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-08-13T17:17:24.191Z", "similarity_score": 100, "alternative_reason": "Same mcp server intent with mcp overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "docker", "library_only", "local", "cloud" ], "shared_use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "shared_topics": [ "agent", "ai", "mcp" ], "intent_overlap": [ "mcp" ], "dependency_overlap": [ "mcp", "llm-provider" ], "same_language": true, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, library_only, local.", "Shared dependency context: mcp, llm-provider." ], "replacement_risk": "low" }, { "project_id": "NanmiCoder/cc-haha", "repo": "NanmiCoder/cc-haha", "name": "cc-haha", "github_url": "https://github.com/NanmiCoder/cc-haha", "homepage_url": "cchaha.ai", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "ai", "ai-agent", "anthropic", "claude", "claude-code", "coding-agent", "computer-use", "desktop-app", "electron", "llm", "mcp", "react", "typescript" ], "description": "Local-first cross-platform desktop workspace for Claude Code / agents: multi-agent, Git worktrees, code diffs, skill marketplace, multi-model, Computer Use, task-aware desktop pets, with WeChat, Feishu, DingTalk, Telegram, WhatsApp and H5 access.", "overview": "Use NanmiCoder/cc-haha when the user needs a mcp server project with local, cloud deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "SigNoz/signoz", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 14032, "recent_commits": 100, "contributors": 27, "issue_response_time_hours": null, "release_frequency_180d": 39 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 74, "agent_score": 75, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 63, "deployment": 70, "popularity": 83, "community": 72 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 75, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use NanmiCoder/cc-haha when the user needs a mcp server project with local, cloud deployment options.", "purpose": "Use NanmiCoder/cc-haha when the user needs a mcp server project with local, cloud deployment options.", "install": "Run the MCP server following the repository's transport instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "SigNoz/signoz", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: mcp, llm-provider.", "Language changes to TypeScript; migration cost may be higher.", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "last_verified_at": "2026-08-11T09:18:09.910Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: mcp, llm-provider.", "Language changes to TypeScript; migration cost may be higher.", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-08-11T09:18:09.910Z", "similarity_score": 100, "alternative_reason": "Same mcp server intent with mcp overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "local", "cloud" ], "shared_use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "shared_topics": [ "agent", "ai", "mcp" ], "intent_overlap": [ "mcp" ], "dependency_overlap": [ "mcp", "llm-provider" ], "same_language": false, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: mcp, llm-provider.", "Language changes to TypeScript; migration cost may be higher." ], "replacement_risk": "low" }, { "project_id": "rocketride-org/rocketride-server", "repo": "rocketride-org/rocketride-server", "name": "rocketride-server", "github_url": "https://github.com/rocketride-org/rocketride-server", "homepage_url": null, "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "cpp", "data-pipeline", "data-processing", "machine-learning", "mcp", "python", "sdk", "typescript", "vscode-extension" ], "description": "High-performance AI pipeline engine with a C++ core and 50+ Python-extensible nodes. Build, debug, and scale LLM workflows with 13+ model providers, 8+ vector databases, and agent orchestration, all from your IDE. Includes VS Code extension, TypeScript/Python SDKs, and Docker deployment.", "overview": "Use rocketride-org/rocketride-server when the user needs a mcp server project with docker, kubernetes, local deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "kubernetes", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"helm chart\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 6102, "recent_commits": 100, "contributors": 52, "issue_response_time_hours": null, "release_frequency_180d": 51 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 69, "agent_score": 84, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 69, "deployment": 90, "popularity": 76, "community": 97 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 79, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use rocketride-org/rocketride-server when the user needs a mcp server project with docker, kubernetes, local deployment options.", "purpose": "Use rocketride-org/rocketride-server when the user needs a mcp server project with docker, kubernetes, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "kubernetes", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"helm chart\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, local, cloud.", "Shared dependency context: mcp, llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "last_verified_at": "2026-08-13T05:52:09.797Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, local, cloud.", "Shared dependency context: mcp, llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-08-13T05:52:09.797Z", "similarity_score": 100, "alternative_reason": "Same mcp server intent with mcp overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "docker", "local", "cloud" ], "shared_use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "shared_topics": [ "ai", "mcp" ], "intent_overlap": [ "mcp" ], "dependency_overlap": [ "mcp", "llm-provider" ], "same_language": true, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, local, cloud.", "Shared dependency context: mcp, llm-provider." ], "replacement_risk": "low" }, { "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": 26183, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 29 }, "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": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 88, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 100, "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, library_only, local.", "Shared dependency context: mcp, llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "last_verified_at": "2026-08-12T05:50:52.893Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, library_only, local.", "Shared dependency context: mcp, llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-08-12T05:50:52.893Z", "similarity_score": 100, "alternative_reason": "Same mcp server intent with mcp overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "docker", "library_only", "local", "cloud" ], "shared_use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "shared_topics": [ "ai", "mcp" ], "intent_overlap": [ "mcp" ], "dependency_overlap": [ "mcp", "llm-provider" ], "same_language": true, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, library_only, local.", "Shared dependency context: mcp, llm-provider." ], "replacement_risk": "low" } ], "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1071, "generated_at": "2026-08-14T04:50:43.767Z", "snapshot_id": "d1:1071:2026-08-14T04:31:06.951Z", "latest_synced_at": "2026-08-14T04:31:06.951Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }