{ "project": { "project_id": "dosco/graphjin", "repo": "dosco/graphjin", "name": "graphjin", "github_url": "https://github.com/dosco/graphjin", "homepage_url": "https://graphjin.com", "language": "Go", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agentic-ai", "ai-agents", "cloud-native", "cockroachdb", "database", "graphql", "llm", "mariadb", "mcp", "mongodb", "mssql", "mysql", "oracle", "postgresql", "sql", "sqlite", "yugabyte" ], "description": "One governed graph for AI agents — GraphQL + MCP over your databases, files, APIs, and code", "overview": "Use dosco/graphjin 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": "medium", "evidence": [ "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: postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 3130, "recent_commits": 86, "contributors": 56, "issue_response_time_hours": null, "release_frequency_180d": 91 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 39, "agent_score": 83, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 68, "deployment": 90, "popularity": 70, "community": 100 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 78, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 90 }, "summary": { "tl_dr": "Use dosco/graphjin when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use dosco/graphjin 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": "medium", "evidence": [ "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: postgres, 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": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-01T19:00:10.531Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta." ], "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": "2026-08-01T19:00:10.531Z" }, "summary": "dosco/graphjin has 5 alternative candidates. Top match is affaan-m/ECC 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": "affaan-m/ECC" }, "next_actions": [ { "label": "Compare shortlist", "href": "/api/compare?repos=dosco/graphjin,affaan-m/ECC,mudler/LocalAI,ComposioHQ/composio,superset-sh/superset,googleapis/mcp-toolbox", "kind": "compare" }, { "label": "Open source graph", "href": "/graph/dosco/graphjin", "kind": "graph" }, { "label": "Explain source score", "href": "/score/dosco/graphjin", "kind": "score" }, { "label": "Open source project", "href": "/projects/dosco/graphjin", "kind": "project" }, { "label": "Get recommendations", "href": "/api/recommend?category=mcp_server&limit=5", "kind": "recommend" } ], "comparison_links": { "compare": "/api/compare?repos=dosco/graphjin,affaan-m/ECC,mudler/LocalAI,ComposioHQ/composio,superset-sh/superset,googleapis/mcp-toolbox", "graph": "/graph/dosco/graphjin", "project": "/projects/dosco/graphjin", "score": "/score/dosco/graphjin" }, "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": "2026-08-01T19:00:10.531Z" }, "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": "2026-08-01T19:00:10.531Z", "alternatives": [ { "project_id": "affaan-m/ECC", "repo": "affaan-m/ECC", "name": "ECC", "github_url": "https://github.com/affaan-m/ECC", "homepage_url": "https://ecc.tools", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-agents", "anthropic", "claude", "claude-code", "developer-tools", "llm", "mcp", "productivity" ], "description": "The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.", "overview": "Use affaan-m/ECC when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "cobusgreyling/loop-engineering", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "vshulcz/deja-vu", "reason": "Same mcp server intent with agent_memory, mcp overlap." }, { "repo": "trpc-group/trpc-agent-go", "reason": "Same mcp server intent with agent_memory, mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 236550, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 12 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 22, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 88, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 100, "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 affaan-m/ECC when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use affaan-m/ECC when the user needs a mcp server project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "cobusgreyling/loop-engineering", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "vshulcz/deja-vu", "reason": "Same mcp server intent with agent_memory, mcp overlap." }, { "repo": "trpc-group/trpc-agent-go", "reason": "Same mcp server intent with agent_memory, mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 22, "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": "2026-07-31T16:00:35.594Z" }, "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": "2026-07-31T16:00:35.594Z" }, { "project_id": "mudler/LocalAI", "repo": "mudler/LocalAI", "name": "LocalAI", "github_url": "https://github.com/mudler/LocalAI", "homepage_url": "https://localai.io", "language": "Go", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agents", "ai", "api", "audio-generation", "decentralized", "distributed", "image-generation", "libp2p", "llama", "llm", "mamba", "mcp", "musicgen", "object-detection", "rerank", "stable-diffusion", "text-generation", "tts" ], "description": "LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.", "overview": "Use mudler/LocalAI when the user needs a mcp server project with docker, kubernetes, local deployment options.", "alternatives": [ { "repo": "googleapis/mcp-toolbox", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "google/adk-go", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "Gitlawb/zero", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "kubernetes", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository topics include infrastructure-heavy concepts." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 48088, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 38 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 67, "agent_score": 89, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 94, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use mudler/LocalAI when the user needs a mcp server project with docker, kubernetes, local deployment options.", "purpose": "Use mudler/LocalAI when the user needs a mcp server project with docker, kubernetes, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "kubernetes", "local", "cloud" ], "alternatives": [ { "repo": "googleapis/mcp-toolbox", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "google/adk-go", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "Gitlawb/zero", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository topics include infrastructure-heavy concepts." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-01T11:00:22.562Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-01T11:00:22.562Z" }, { "project_id": "ComposioHQ/composio", "repo": "ComposioHQ/composio", "name": "composio", "github_url": "https://github.com/ComposioHQ/composio", "homepage_url": "https://docs.composio.dev", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agentic-ai", "agents", "ai", "ai-agents", "aiagents", "developer-tools", "function-calling", "gpt-4", "javascript", "js", "llm", "llmops", "mcp", "python", "remote-mcp-server", "sse", "typescript" ], "description": "Composio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.", "overview": "Use ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "mastra-ai/mastra", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "open-multi-agent/open-multi-agent", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Cloudflare Workers", "LLM provider" ], "deployments": [ "cloudflare", "serverless", "vercel", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "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": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signals": { "stars": 29473, "recent_commits": 100, "contributors": 82, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 57, "agent_score": 90, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 89, "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 ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "purpose": "Use ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "cloudflare", "serverless", "vercel", "library_only", "local" ], "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "mastra-ai/mastra", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "open-multi-agent/open-multi-agent", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "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": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-31T04:00:25.020Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-31T04:00:25.020Z" }, { "project_id": "superset-sh/superset", "repo": "superset-sh/superset", "name": "superset", "github_url": "https://github.com/superset-sh/superset", "homepage_url": "https://superset.sh", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agentic-ai", "ai-agents", "claude-code", "cli", "codex", "coding-agents", "cursor-agent", "desktop-app", "developer-tools", "electron", "git-worktree", "llm", "mcp", "opencode", "orchestration", "parallel-agents", "terminal", "tui", "vibe-coding", "worktrees" ], "description": "Code Editor for the AI Agents Era - Run an army of Claude Code, Codex, etc. on your machine", "overview": "Use superset-sh/superset when the user needs a mcp server project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "upstash/context7", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "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" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" 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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 12622, "recent_commits": 100, "contributors": 86, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 24, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 55, "agent_score": 87, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "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 superset-sh/superset when the user needs a mcp server project with docker, vercel, serverless deployment options.", "purpose": "Use superset-sh/superset 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", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "vercel", "serverless", "local" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "upstash/context7", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" 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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 24, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-27T04:31:18.059Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-27T04:31:18.059Z" }, { "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": "the-open-agent/openagent", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "google/adk-go", "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.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 16090, "recent_commits": 84, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 15 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 51, "agent_score": 87, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 74, "deployment": 90, "popularity": 84, "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 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": "the-open-agent/openagent", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "google/adk-go", "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.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-31T13:00:40.143Z" }, "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": "2026-07-31T13:00:40.143Z" } ], "alternative_matches": [ { "project_id": "affaan-m/ECC", "repo": "affaan-m/ECC", "name": "ECC", "github_url": "https://github.com/affaan-m/ECC", "homepage_url": "https://ecc.tools", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-agents", "anthropic", "claude", "claude-code", "developer-tools", "llm", "mcp", "productivity" ], "description": "The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.", "overview": "Use affaan-m/ECC when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "cobusgreyling/loop-engineering", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "vshulcz/deja-vu", "reason": "Same mcp server intent with agent_memory, mcp overlap." }, { "repo": "trpc-group/trpc-agent-go", "reason": "Same mcp server intent with agent_memory, mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 236550, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 12 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 22, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 88, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 100, "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 affaan-m/ECC when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use affaan-m/ECC when the user needs a mcp server project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "cobusgreyling/loop-engineering", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "vshulcz/deja-vu", "reason": "Same mcp server intent with agent_memory, mcp overlap." }, { "repo": "trpc-group/trpc-agent-go", "reason": "Same mcp server intent with agent_memory, mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 22, "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: library_only, local, cloud.", "Shared dependency context: mcp, llm-provider.", "Language changes to JavaScript; migration cost may be higher.", "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": "2026-07-31T16:00:35.594Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: library_only, local, cloud.", "Shared dependency context: mcp, llm-provider.", "Language changes to JavaScript; migration cost may be higher.", "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": "2026-07-31T16:00:35.594Z", "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": [ "library_only", "local", "cloud" ], "shared_use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "shared_topics": [ "ai-agents", "llm", "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: library_only, local, cloud.", "Shared dependency context: mcp, llm-provider.", "Language changes to JavaScript; migration cost may be higher." ], "replacement_risk": "low" }, { "project_id": "mudler/LocalAI", "repo": "mudler/LocalAI", "name": "LocalAI", "github_url": "https://github.com/mudler/LocalAI", "homepage_url": "https://localai.io", "language": "Go", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agents", "ai", "api", "audio-generation", "decentralized", "distributed", "image-generation", "libp2p", "llama", "llm", "mamba", "mcp", "musicgen", "object-detection", "rerank", "stable-diffusion", "text-generation", "tts" ], "description": "LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.", "overview": "Use mudler/LocalAI when the user needs a mcp server project with docker, kubernetes, local deployment options.", "alternatives": [ { "repo": "googleapis/mcp-toolbox", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "google/adk-go", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "Gitlawb/zero", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "kubernetes", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository topics include infrastructure-heavy concepts." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 48088, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 38 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 67, "agent_score": 89, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 94, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use mudler/LocalAI when the user needs a mcp server project with docker, kubernetes, local deployment options.", "purpose": "Use mudler/LocalAI when the user needs a mcp server project with docker, kubernetes, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "kubernetes", "local", "cloud" ], "alternatives": [ { "repo": "googleapis/mcp-toolbox", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "google/adk-go", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "Gitlawb/zero", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository topics include infrastructure-heavy concepts." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "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, local, cloud.", "Shared dependency context: mcp, llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "last_verified_at": "2026-08-01T11:00:22.562Z" }, "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, 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": "2026-08-01T11:00:22.562Z", "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": [ "llm", "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": "ComposioHQ/composio", "repo": "ComposioHQ/composio", "name": "composio", "github_url": "https://github.com/ComposioHQ/composio", "homepage_url": "https://docs.composio.dev", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agentic-ai", "agents", "ai", "ai-agents", "aiagents", "developer-tools", "function-calling", "gpt-4", "javascript", "js", "llm", "llmops", "mcp", "python", "remote-mcp-server", "sse", "typescript" ], "description": "Composio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.", "overview": "Use ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "mastra-ai/mastra", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "open-multi-agent/open-multi-agent", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Cloudflare Workers", "LLM provider" ], "deployments": [ "cloudflare", "serverless", "vercel", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "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": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signals": { "stars": 29473, "recent_commits": 100, "contributors": 82, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 57, "agent_score": 90, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 89, "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 ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "purpose": "Use ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "cloudflare", "serverless", "vercel", "library_only", "local" ], "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "mastra-ai/mastra", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "open-multi-agent/open-multi-agent", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "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": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: library_only, local.", "Shared dependency context: mcp, llm-provider.", "Language changes to TypeScript; migration cost may be higher.", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "last_verified_at": "2026-07-31T04:00:25.020Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: library_only, local.", "Shared dependency context: mcp, llm-provider.", "Language changes to TypeScript; migration cost may be higher.", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "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": "2026-07-31T04:00:25.020Z", "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": [ "library_only", "local" ], "shared_use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "shared_topics": [ "agentic-ai", "ai-agents", "llm", "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: library_only, local.", "Shared dependency context: mcp, llm-provider.", "Language changes to TypeScript; migration cost may be higher." ], "replacement_risk": "low" }, { "project_id": "superset-sh/superset", "repo": "superset-sh/superset", "name": "superset", "github_url": "https://github.com/superset-sh/superset", "homepage_url": "https://superset.sh", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agentic-ai", "ai-agents", "claude-code", "cli", "codex", "coding-agents", "cursor-agent", "desktop-app", "developer-tools", "electron", "git-worktree", "llm", "mcp", "opencode", "orchestration", "parallel-agents", "terminal", "tui", "vibe-coding", "worktrees" ], "description": "Code Editor for the AI Agents Era - Run an army of Claude Code, Codex, etc. on your machine", "overview": "Use superset-sh/superset when the user needs a mcp server project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "upstash/context7", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "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" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" 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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 12622, "recent_commits": 100, "contributors": 86, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 24, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 55, "agent_score": 87, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "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 superset-sh/superset when the user needs a mcp server project with docker, vercel, serverless deployment options.", "purpose": "Use superset-sh/superset 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", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "vercel", "serverless", "local" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "upstash/context7", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" 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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 24, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "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.", "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: commits30d, releases180d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "last_verified_at": "2026-07-27T04:31:18.059Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, local.", "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: commits30d, releases180d." ], "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": "2026-07-27T04:31:18.059Z", "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" ], "shared_use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "shared_topics": [ "agentic-ai", "ai-agents", "llm", "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: docker, local.", "Shared dependency context: mcp, llm-provider.", "Language changes to TypeScript; migration cost may be higher." ], "replacement_risk": "low" }, { "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": "the-open-agent/openagent", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "google/adk-go", "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.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 16090, "recent_commits": 84, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 15 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 51, "agent_score": 87, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 74, "deployment": 90, "popularity": 84, "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 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": "the-open-agent/openagent", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "google/adk-go", "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.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "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: contributors90d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "last_verified_at": "2026-07-31T13:00:40.143Z" }, "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: 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": "2026-07-31T13:00:40.143Z", "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": [ "cockroachdb", "database", "llm", "mcp", "mongodb", "mysql", "oracle", "postgresql" ], "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": 1020, "generated_at": "2026-08-01T21:36:59.461Z", "snapshot_id": "d1:1020:2026-08-01T21:30:26.795Z", "latest_synced_at": "2026-08-01T21:30:26.795Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }