{ "project": { "project_id": "webdriverio/mcp", "repo": "webdriverio/mcp", "name": "mcp", "github_url": "https://github.com/webdriverio/mcp", "homepage_url": "https://www.npmjs.com/package/@wdio/mcp", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "android", "appium", "browser", "ios", "mcp", "mobile", "testing", "webdriverio" ], "description": "A Model Context Protocol (MCP) server that enables AI assistants to interact with web browsers and mobile applications using WebDriverIO. Automate Chrome browsers, iOS apps, and Android apps—all through a unified interface.", "overview": "Use webdriverio/mcp when the user needs a mcp server project with library_only, local, cloud deployment options.", "alternatives": [], "related": [], "dependencies": [ "MCP", "Browser automation" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 33, "recent_commits": 28, "contributors": 10, "issue_response_time_hours": null, "release_frequency_180d": 39 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 24, "agent_score": 62, "score": 78, "agent_score_breakdown": { "documentation": 90, "maintenance": 48, "deployment": 80, "popularity": 30, "community": 55 }, "git_top_score": 78, "git_top_score_breakdown": { "community": 87, "maintenance": 65, "documentation": 84, "stability": 100, "adoption": 44, "agent_readability": 90 }, "summary": { "tl_dr": "Use webdriverio/mcp when the user needs a mcp server project with library_only, local, cloud deployment options.", "purpose": "Use webdriverio/mcp when the user needs a mcp server project with library_only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "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", "Low-confidence classification fields: cloudflareReady.", "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": "2026-07-07T05:00:17.942Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Low-confidence classification fields: cloudflareReady.", "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": "2026-07-07T05:00:17.942Z" }, "related": [ { "project_id": "ceilf6/FrontAgent", "repo": "ceilf6/FrontAgent", "name": "FrontAgent", "github_url": "https://github.com/ceilf6/FrontAgent", "homepage_url": "https://marketplace.visualstudio.com/items?itemName=ceilf6.frontagent", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "controllable", "feedback", "frontend", "grounded", "mcp", "multi-phases", "rag", "sdd", "skills", "web" ], "description": "Frontend AI coding agent platform with CLI, VS Code extension, desktop app, MCP server, RAG planning, Skills, SDD guardrails, browser automation, and LoRA planner models | 面向前端工程的 AI Agent 平台，支持 CLI、VS Code 插件、桌面端、MCP 服务、RAG、Skills、SDD、浏览器自动化与 LoRA 规划模型", "overview": "Use ceilf6/FrontAgent when the user needs a mcp server project with library_only, local, cloud deployment options.", "alternatives": [], "related": [], "dependencies": [ "MCP", "Vector database", "Browser automation", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"pnpm add\" 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": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 107, "recent_commits": 100, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 17 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 30, "agent_score": 64, "score": 78, "agent_score_breakdown": { "documentation": 90, "maintenance": 56, "deployment": 80, "popularity": 41, "community": 47 }, "git_top_score": 78, "git_top_score_breakdown": { "community": 68, "maintenance": 70, "documentation": 84, "stability": 100, "adoption": 56, "agent_readability": 90 }, "summary": { "tl_dr": "Use ceilf6/FrontAgent when the user needs a mcp server project with library_only, local, cloud deployment options.", "purpose": "Use ceilf6/FrontAgent when the user needs a mcp server project with library_only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"pnpm add\" 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": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "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", "users expecting a complete hosted product", "Low-confidence classification fields: cloudflareReady.", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-02T12:00:50.952Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Low-confidence classification fields: cloudflareReady.", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-02T12:00:50.952Z" }, { "project_id": "browserbase/mcp-server-browserbase", "repo": "browserbase/mcp-server-browserbase", "name": "mcp-server-browserbase", "github_url": "https://github.com/browserbase/mcp-server-browserbase", "homepage_url": "https://stagehand.dev", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "browser", "chrome", "chromium", "mcp", "playwright", "puppeteer" ], "description": "Allow LLMs to control a browser with Browserbase and Stagehand", "overview": "Use browserbase/mcp-server-browserbase when the user needs a mcp server project with docker, library_only, local deployment options.", "alternatives": [], "related": [], "dependencies": [ "MCP", "Browser automation", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 3395, "recent_commits": 0, "contributors": 15, "issue_response_time_hours": null, "release_frequency_180d": 1 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 20, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 8, "agent_score": 65, "score": 77, "agent_score_breakdown": { "documentation": 90, "maintenance": 20, "deployment": 90, "popularity": 71, "community": 60 }, "git_top_score": 77, "git_top_score_breakdown": { "community": 100, "maintenance": 16, "documentation": 92, "stability": 78, "adoption": 100, "agent_readability": 90 }, "summary": { "tl_dr": "Use browserbase/mcp-server-browserbase when the user needs a mcp server project with docker, library_only, local deployment options.", "purpose": "Use browserbase/mcp-server-browserbase 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": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 20, "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", "Low-confidence classification fields: cloudflareReady." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-07T01:00:11.639Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Low-confidence classification fields: cloudflareReady." ], "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": "2026-07-07T01:00:11.639Z" }, { "project_id": "firerpa/lamda", "repo": "firerpa/lamda", "name": "lamda", "github_url": "https://github.com/firerpa/lamda", "homepage_url": "https://device-farm.com/", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "adb", "agents", "ai", "android", "appium", "automation", "dynamic-analysis", "frida", "magisk", "mcp", "mcp-server", "mobile-security", "pentesting", "remote-control", "reverse-engineering", "security", "uiautomation", "uiautomator2", "workflow", "xposed" ], "description": "Android Full-Stack Device Control Platform: WebRTC/H.264 remote desktop, UI/OCR/image-matching automation, one-click MITM, built-in Frida, proxy/VPN/frp/P2P networking, MCP/Agent, 160+ APIs, designed for multi-device clusters and engineered deployments.", "overview": "Use firerpa/lamda 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 \"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, gpu.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 7858, "recent_commits": 2, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 3 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 13, "agent_score": 65, "score": 77, "agent_score_breakdown": { "documentation": 90, "maintenance": 23, "deployment": 90, "popularity": 78, "community": 47 }, "git_top_score": 77, "git_top_score_breakdown": { "community": 87, "maintenance": 23, "documentation": 84, "stability": 94, "adoption": 100, "agent_readability": 90 }, "summary": { "tl_dr": "Use firerpa/lamda when the user needs a mcp server project with docker, library_only, local deployment options.", "purpose": "Use firerpa/lamda 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 \"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, gpu.", "No Cloudflare deployment signal detected." ] } }, "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": "2026-07-07T15:01:02.825Z" }, "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": "2026-07-07T15:01:02.825Z" }, { "project_id": "microsoft/playwright-mcp", "repo": "microsoft/playwright-mcp", "name": "playwright-mcp", "github_url": "https://github.com/microsoft/playwright-mcp", "homepage_url": "https://www.npmjs.com/package/@playwright/mcp", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "mcp", "playwright" ], "description": "Playwright MCP server", "overview": "Use microsoft/playwright-mcp when the user needs a mcp server project with docker, library_only, local deployment options.", "alternatives": [], "related": [], "dependencies": [ "MCP" ], "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 \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 34545, "recent_commits": 8, "contributors": 67, "issue_response_time_hours": null, "release_frequency_180d": 20 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 14, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 48, "agent_score": 84, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 59, "deployment": 90, "popularity": 91, "community": 100 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 59, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 90 }, "summary": { "tl_dr": "Use microsoft/playwright-mcp when the user needs a mcp server project with docker, library_only, local deployment options.", "purpose": "Use microsoft/playwright-mcp 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 \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 14, "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", "Low-confidence classification fields: cloudflareReady." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-01T00:00:31.800Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Low-confidence classification fields: cloudflareReady." ], "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": "2026-07-01T00:00:31.800Z" }, { "project_id": "mozilla/firefox-devtools-mcp", "repo": "mozilla/firefox-devtools-mcp", "name": "firefox-devtools-mcp", "github_url": "https://github.com/mozilla/firefox-devtools-mcp", "homepage_url": null, "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "claude-code", "firefox", "mcp", "mcp-server" ], "description": "Model Context Protocol server for Firefox DevTools - enables AI assistants to inspect and control Firefox browser through the Remote Debugging Protocol", "overview": "Use mozilla/firefox-devtools-mcp when the user needs a mcp server project with docker, library_only, local deployment options.", "alternatives": [], "related": [], "dependencies": [ "MCP", "Browser automation" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 249, "recent_commits": 25, "contributors": 13, "issue_response_time_hours": null, "release_frequency_180d": 18 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 25, "agent_score": 67, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 48, "deployment": 90, "popularity": 48, "community": 58 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 100, "maintenance": 65, "documentation": 92, "stability": 100, "adoption": 69, "agent_readability": 90 }, "summary": { "tl_dr": "Use mozilla/firefox-devtools-mcp when the user needs a mcp server project with docker, library_only, local deployment options.", "purpose": "Use mozilla/firefox-devtools-mcp when the user needs a mcp server project with docker, library_only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "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", "Low-confidence classification fields: cloudflareReady.", "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": "2026-07-02T08:00:44.473Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Low-confidence classification fields: cloudflareReady.", "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": "2026-07-02T08:00:44.473Z" }, { "project_id": "opentiny/webmcp-sdk", "repo": "opentiny/webmcp-sdk", "name": "webmcp-sdk", "github_url": "https://github.com/opentiny/webmcp-sdk", "homepage_url": "https://docs.opentiny.design/next-sdk/guide", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "ai-agents", "mcp", "next-sdk", "opentiny", "opentiny-next", "web-agent", "webmcp", "webskills" ], "description": "OpenTiny NEXT-SDKs is a front-end AI and browser automation toolkit. It implements WebMCP + WebSkills to build AI-native apps, and leverages webmcp-cli to enable LLM agents to remote-control any webpage without source code modifications. OpenTiny NEXT-SDKs 是一套前端 AI 与浏览器自动化工具包。它通过 WebMCP + WebSkills 协议构建 AI 原生应用，并利用 webmcp-cli 实现了无需修改源码即可让大模型代理自动控制任", "overview": "Use opentiny/webmcp-sdk when the user needs a mcp server project with library_only, local, cloud deployment options.", "alternatives": [], "related": [], "dependencies": [ "MCP", "Vector database", "Browser automation", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "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": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 91, "recent_commits": 25, "contributors": 10, "issue_response_time_hours": null, "release_frequency_180d": 19 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 24, "agent_score": 63, "score": 81, "agent_score_breakdown": { "documentation": 90, "maintenance": 48, "deployment": 80, "popularity": 39, "community": 55 }, "git_top_score": 81, "git_top_score_breakdown": { "community": 92, "maintenance": 65, "documentation": 84, "stability": 100, "adoption": 56, "agent_readability": 90 }, "summary": { "tl_dr": "Use opentiny/webmcp-sdk when the user needs a mcp server project with library_only, local, cloud deployment options.", "purpose": "Use opentiny/webmcp-sdk when the user needs a mcp server project with library_only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [] }, "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": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "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", "Low-confidence classification fields: cloudflareReady.", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-01T10:01:00.903Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Low-confidence classification fields: cloudflareReady.", "Partial or estimated quality signals: stars30dDelta." ], "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": "2026-07-01T10:01:00.903Z" }, { "project_id": "olo-dot-io/Uni-CLI", "repo": "olo-dot-io/Uni-CLI", "name": "Uni-CLI", "github_url": "https://github.com/olo-dot-io/Uni-CLI", "homepage_url": "https://olo-dot-io.github.io/Uni-CLI/", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent-infrastructure", "ai-agents", "ai-tools", "automation", "browser-automation", "cdp", "chrome", "claude-code", "cli", "codex", "cursor", "developer-tools", "mcp", "mcp-server", "nodejs", "openai", "self-repair", "typescript", "web-scraping", "yaml" ], "description": "Operations substrate for AI agents that use real software: 311 sites/tools, logged-in browsers, desktop apps, local tools, MCP, policy, evidence, AgentEnvelope v2, and self-repair.", "overview": "Use olo-dot-io/Uni-CLI when the user needs a mcp server project with library_only, local, cloud deployment options.", "alternatives": [], "related": [], "dependencies": [ "MCP", "Browser automation", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "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": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 88, "recent_commits": 14, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 41 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 22, "agent_score": 61, "score": 72, "agent_score_breakdown": { "documentation": 90, "maintenance": 43, "deployment": 80, "popularity": 39, "community": 47 }, "git_top_score": 72, "git_top_score_breakdown": { "community": 67, "maintenance": 52, "documentation": 84, "stability": 100, "adoption": 46, "agent_readability": 90 }, "summary": { "tl_dr": "Use olo-dot-io/Uni-CLI when the user needs a mcp server project with library_only, local, cloud deployment options.", "purpose": "Use olo-dot-io/Uni-CLI when the user needs a mcp server project with library_only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "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": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "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", "Low-confidence classification fields: cloudflareReady.", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-03T01:00:40.984Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Low-confidence classification fields: cloudflareReady.", "Partial or estimated quality signals: stars30dDelta." ], "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": "2026-07-03T01:00:40.984Z" }, { "project_id": "achiya-automation/safari-mcp", "repo": "achiya-automation/safari-mcp", "name": "safari-mcp", "github_url": "https://github.com/achiya-automation/safari-mcp", "homepage_url": "https://achiya-automation.com", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-agents", "ai-tools", "apple-silicon", "applescript", "automation", "browser-automation", "claude", "claude-code", "cursor", "devtools", "llm-tools", "macos", "mcp", "mcp-server", "model-context-protocol", "safari", "safari-mcp", "web-automation", "webkit", "windsurf" ], "description": "Native Safari browser automation for AI agents. 80 tools via AppleScript — zero overhead, keeps logins, runs silently in background. Drop-in alternative to Chrome DevTools MCP with 40-60% less CPU/heat on Apple Silicon.", "overview": "Use achiya-automation/safari-mcp when the user needs a mcp server project with docker, library_only, local deployment options.", "alternatives": [], "related": [], "dependencies": [ "MCP", "Browser automation", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"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": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 133, "recent_commits": 32, "contributors": 5, "issue_response_time_hours": null, "release_frequency_180d": 72 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 24, "agent_score": 65, "score": 80, "agent_score_breakdown": { "documentation": 90, "maintenance": 47, "deployment": 90, "popularity": 42, "community": 50 }, "git_top_score": 80, "git_top_score_breakdown": { "community": 78, "maintenance": 64, "documentation": 92, "stability": 100, "adoption": 59, "agent_readability": 90 }, "summary": { "tl_dr": "Use achiya-automation/safari-mcp when the user needs a mcp server project with docker, library_only, local deployment options.", "purpose": "Use achiya-automation/safari-mcp 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": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "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", "Low-confidence classification fields: cloudflareReady.", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-02T12:00:46.748Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Low-confidence classification fields: cloudflareReady.", "Partial or estimated quality signals: stars30dDelta." ], "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": "2026-07-02T12:00:46.748Z" } ], "resolved_from": { "requested_id": "webdriverio/mcp", "resolved_id": "webdriverio/mcp", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 847, "generated_at": "2026-07-08T08:56:03.500Z", "loaded_project_limit": 2000, "truncated": false } }