{ "query": { "q": "Browser Automation", "ranking": "browse" }, "projects": [ { "project_id": "browser-use/browser-use", "repo": "browser-use/browser-use", "name": "browser-use", "github_url": "https://github.com/browser-use/browser-use", "homepage_url": "https://browser-use.com", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "ai-agents", "ai-tools", "browser-automation", "browser-use", "llm", "playwright", "python" ], "description": "🌐 Make websites accessible for AI agents. Automate tasks online with ease.", "overview": "Use browser-use/browser-use when the user needs a browser agent project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee-python", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "tiliondev/fortress", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"playwright\" in metadata.", "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 107429, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 25 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 90, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 100, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use browser-use/browser-use when the user needs a browser agent project with docker, library-only, local deployment options.", "purpose": "Use browser-use/browser-use when the user needs a browser agent project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "backend-only jobs", "offline batch processing" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee-python", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "tiliondev/fortress", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"playwright\" in metadata.", "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "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", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-01T02:00:27.218Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-01T02:00:27.218Z" }, { "project_id": "vercel-labs/agent-browser", "repo": "vercel-labs/agent-browser", "name": "agent-browser", "github_url": "https://github.com/vercel-labs/agent-browser", "homepage_url": "https://agent-browser.dev", "language": "Rust", "license": "Apache-2.0", "project_kind": "project", "category": [ "browser_agent" ], "tags": [], "description": "Browser automation CLI for AI agents", "overview": "Use vercel-labs/agent-browser when the user needs a browser agent project with vercel, serverless, library-only deployment options.", "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "unclecode/crawl4ai", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "huggingface/huggingface.js", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "vercel", "serverless", "library_only", "local" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 39677, "recent_commits": 28, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 86 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 25, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 77, "agent_score": 86, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 65, "deployment": 90, "popularity": 92, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 76, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use vercel-labs/agent-browser when the user needs a browser agent project with vercel, serverless, library-only deployment options.", "purpose": "Use vercel-labs/agent-browser when the user needs a browser agent project with vercel, serverless, library-only deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "backend-only jobs", "offline batch processing" ], "deployment": [ "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "unclecode/crawl4ai", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "huggingface/huggingface.js", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 25, "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": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-01T14:30:13.429Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: 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": "2026-08-01T14:30:13.429Z" }, { "project_id": "unclecode/crawl4ai", "repo": "unclecode/crawl4ai", "name": "crawl4ai", "github_url": "https://github.com/unclecode/crawl4ai", "homepage_url": "https://crawl4ai.com", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "browser_agent" ], "tags": [], "description": "🚀🤖 Crawl4AI: Open-source LLM Friendly Web Crawler & Scraper. Don't be shy, join here: https://discord.gg/jP8KfhDhyN", "overview": "Use unclecode/crawl4ai when the user needs a browser agent project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "vercel-labs/agent-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee-python", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"playwright\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, gpu, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 75751, "recent_commits": 37, "contributors": 82, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 38, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 72, "agent_score": 85, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 56, "deployment": 90, "popularity": 98, "community": 100 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 70, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use unclecode/crawl4ai when the user needs a browser agent project with docker, library-only, local deployment options.", "purpose": "Use unclecode/crawl4ai when the user needs a browser agent project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "backend-only jobs", "offline batch processing" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "vercel-labs/agent-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee-python", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"playwright\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, gpu, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 38, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-01T11:30:24.831Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-01T11:30:24.831Z" }, { "project_id": "citrolabs/ego-lite", "repo": "citrolabs/ego-lite", "name": "ego-lite", "github_url": "https://github.com/citrolabs/ego-lite", "homepage_url": "https://lite.ego.app", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "agent-skills", "ai-agent", "automation", "browser", "browser-automation", "claude-code", "codex", "hermes-agent", "skills", "skills-sh" ], "description": "The fastest browser for AI agents to run browser automation, built for sharing your logged-in browser state with your AI agents, like Codex or Claude Code, without disturbing you. Zero cost, zero config.", "overview": "Use citrolabs/ego-lite when the user needs a browser agent project with vercel, serverless, local deployment options.", "alternatives": [ { "repo": "jo-inc/camofox-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "vercel-labs/agent-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "vercel", "serverless", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 7011, "recent_commits": 64, "contributors": 5, "issue_response_time_hours": null, "release_frequency_180d": 13 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 66, "agent_score": 70, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 51, "deployment": 80, "popularity": 77, "community": 50 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 95, "maintenance": 67, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use citrolabs/ego-lite when the user needs a browser agent project with vercel, serverless, local deployment options.", "purpose": "Use citrolabs/ego-lite when the user needs a browser agent project with vercel, serverless, local deployment options.", "install": "Run the browser agent with the setup described in the repository README.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "backend-only jobs", "offline batch processing" ], "deployment": [ "vercel", "serverless", "local" ], "alternatives": [ { "repo": "jo-inc/camofox-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "vercel-labs/agent-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "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", "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": "2026-08-01T00:30:20.788Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "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": "2026-08-01T00:30:20.788Z" }, { "project_id": "apify/crawlee", "repo": "apify/crawlee", "name": "crawlee", "github_url": "https://github.com/apify/crawlee", "homepage_url": "https://crawlee.dev", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "apify", "automation", "crawler", "crawling", "headless", "headless-chrome", "javascript", "nodejs", "npm", "playwright", "puppeteer", "scraper", "scraping", "typescript", "web-crawler", "web-crawling", "web-scraping" ], "description": "Crawlee—A web scraping and browser automation library for Node.js to build reliable crawlers. In JavaScript and TypeScript. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Puppeteer, Playwright, Cheerio, JSDOM, and raw HTTP. Both headful and headless mode. With proxy rotation.", "overview": "Use apify/crawlee when the user needs a browser agent project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browsercode", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Vector database", "Browser automation", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"playwright\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 25133, "recent_commits": 48, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 2 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 39, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 57, "agent_score": 81, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 47, "deployment": 90, "popularity": 88, "community": 100 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 100, "maintenance": 56, "documentation": 84, "stability": 76, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use apify/crawlee when the user needs a browser agent project with docker, library-only, local deployment options.", "purpose": "Use apify/crawlee when the user needs a browser agent project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "backend-only jobs", "offline batch processing" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browsercode", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"playwright\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "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": 39, "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": "2026-08-01T07:00:33.379Z" }, "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": "2026-08-01T07:00:33.379Z" }, { "project_id": "browser-use/browser-harness", "repo": "browser-use/browser-harness", "name": "browser-harness", "github_url": "https://github.com/browser-use/browser-harness", "homepage_url": "https://browser-harness.com", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "ai-agent", "browser-agent", "browser-automation", "browser-use", "browser-use-box", "browser-use-cloud", "cdp", "cloud-browser", "llm", "persistent-browser", "playwright", "telegram-agent", "vps-agent", "web-automation" ], "description": "Browser Harness | Self-healing harness that enables LLMs to complete any task.", "overview": "Use browser-use/browser-harness when the user needs a browser agent project with local, cloud deployment options.", "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "unclecode/crawl4ai", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee-python", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"playwright\" in metadata.", "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 16371, "recent_commits": 50, "contributors": 60, "issue_response_time_hours": null, "release_frequency_180d": 9 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 54, "agent_score": 79, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 57, "deployment": 70, "popularity": 84, "community": 100 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 71, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use browser-use/browser-harness when the user needs a browser agent project with local, cloud deployment options.", "purpose": "Use browser-use/browser-harness when the user needs a browser agent project with local, cloud deployment options.", "install": "Run the browser agent with the setup described in the repository README.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "backend-only jobs", "offline batch processing" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "unclecode/crawl4ai", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee-python", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"playwright\" in metadata.", "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-31T03:57:09.253Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "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": "2026-07-31T03:57:09.253Z" }, { "project_id": "browser-use/browsercode", "repo": "browser-use/browsercode", "name": "browsercode", "github_url": "https://github.com/browser-use/browsercode", "homepage_url": null, "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "browser_agent" ], "tags": [], "description": "The browser-native agent framework", "overview": "Use browser-use/browsercode when the user needs a browser agent project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browserbase/stagehand", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 258, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 38 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 38, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 46, "agent_score": 79, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 48, "community": 100 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 100, "adoption": 68, "agent_readability": 100 }, "summary": { "tl_dr": "Use browser-use/browsercode when the user needs a browser agent project with docker, local, cloud deployment options.", "purpose": "Use browser-use/browsercode when the user needs a browser agent project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "backend-only jobs", "offline batch processing" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browserbase/stagehand", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 38, "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 incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-29T18:30:27.948Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "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": "2026-07-29T18:30:27.948Z" }, { "project_id": "browserbase/stagehand", "repo": "browserbase/stagehand", "name": "stagehand", "github_url": "https://github.com/browserbase/stagehand", "homepage_url": "https://stagehand.dev", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "agents", "ai", "llms", "playwright", "puppeteer", "selenium" ], "description": "The SDK For Browser Agents", "overview": "Use browserbase/stagehand when the user needs a browser agent project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browsercode", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser agent\" in metadata.", "Matched \"playwright\" 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": [ "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": 23697, "recent_commits": 43, "contributors": 41, "issue_response_time_hours": null, "release_frequency_180d": 30 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 39, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 44, "agent_score": 79, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 58, "deployment": 80, "popularity": 87, "community": 86 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 71, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use browserbase/stagehand when the user needs a browser agent project with library-only, local, cloud deployment options.", "purpose": "Use browserbase/stagehand when the user needs a browser agent project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "backend-only jobs", "offline batch processing" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browsercode", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser agent\" in metadata.", "Matched \"playwright\" 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": [ "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": 39, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-01T06:30:24.479Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-01T06:30:24.479Z" }, { "project_id": "browserless/browserless", "repo": "browserless/browserless", "name": "browserless", "github_url": "https://github.com/browserless/browserless", "homepage_url": "https://browserless.io", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "browserless", "chrome", "docker", "firefox", "nodejs", "playwright", "puppeteer", "typescript", "webkit", "websocket" ], "description": "Deploy headless browsers in Docker. Run on our cloud or bring your own. Free for non-commercial uses.", "overview": "Use browserless/browserless when the user needs a browser agent project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browsercode", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"playwright\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 13542, "recent_commits": 36, "contributors": 81, "issue_response_time_hours": null, "release_frequency_180d": 13 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 39, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 42, "agent_score": 83, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 66, "deployment": 80, "popularity": 83, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 77, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use browserless/browserless when the user needs a browser agent project with docker, local, cloud deployment options.", "purpose": "Use browserless/browserless when the user needs a browser agent project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "backend-only jobs", "offline batch processing" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browsercode", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"playwright\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 39, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-01T06:00:28.031Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-01T06:00:28.031Z" }, { "project_id": "apify/crawlee-python", "repo": "apify/crawlee-python", "name": "crawlee-python", "github_url": "https://github.com/apify/crawlee-python", "homepage_url": "https://crawlee.dev/python/", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "apify", "automation", "beautifulsoup", "crawler", "crawling", "headless", "headless-chrome", "parsel", "pip", "playwright", "python", "scraper", "scraping", "selenium", "web-crawler", "web-crawling", "web-scraping" ], "description": "Crawlee—A web scraping and browser automation library for Python to build reliable crawlers. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Parsel, BeautifulSoup, Playwright, and raw HTTP. Both headful and headless mode. With proxy rotation.", "overview": "Use apify/crawlee-python when the user needs a browser agent project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "reason": "Same browser agent intent with rag, browser_automation, llm_gateway overlap." }, { "repo": "browser-act/skills", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Vector database", "Browser automation", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"playwright\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 9373, "recent_commits": 100, "contributors": 46, "issue_response_time_hours": null, "release_frequency_180d": 16 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 37, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 42, "agent_score": 81, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 67, "deployment": 80, "popularity": 79, "community": 91 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 78, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use apify/crawlee-python when the user needs a browser agent project with library-only, local, cloud deployment options.", "purpose": "Use apify/crawlee-python when the user needs a browser agent project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "backend-only jobs", "offline batch processing" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "reason": "Same browser agent intent with rag, browser_automation, llm_gateway overlap." }, { "repo": "browser-act/skills", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"playwright\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 37, "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", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-28T09:01:08.798Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d." ], "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": "2026-07-28T09:01:08.798Z" }, { "project_id": "SeleniumHQ/selenium", "repo": "SeleniumHQ/selenium", "name": "selenium", "github_url": "https://github.com/SeleniumHQ/selenium", "homepage_url": "https://selenium.dev", "language": "Java", "license": "Apache-2.0", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "dotnet", "java", "javascript", "python", "ruby", "rust", "selenium", "webdriver" ], "description": "A browser automation framework and ecosystem.", "overview": "Use SeleniumHQ/selenium when the user needs a browser agent project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browsercode", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee-python", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 34341, "recent_commits": 94, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 38, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 41, "agent_score": 86, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 65, "deployment": 90, "popularity": 91, "community": 100 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 76, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use SeleniumHQ/selenium when the user needs a browser agent project with docker, library-only, local deployment options.", "purpose": "Use SeleniumHQ/selenium when the user needs a browser agent project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "backend-only jobs", "offline batch processing" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browsercode", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee-python", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 38, "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": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-01T09:00:27.780Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: 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": "2026-08-01T09:00:27.780Z" }, { "project_id": "Tencent/BrowserSkill", "repo": "Tencent/BrowserSkill", "name": "BrowserSkill", "github_url": "https://github.com/Tencent/BrowserSkill", "homepage_url": null, "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "agent", "browser-use" ], "description": "Let AI agents use your real, logged-in browser without interrupting your work. CLI + extension for browser automation across any shell-capable AI agent.", "overview": "Use Tencent/BrowserSkill when the user needs a browser agent project with local, cloud deployment options.", "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "unclecode/crawl4ai", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 728, "recent_commits": 72, "contributors": 9, "issue_response_time_hours": null, "release_frequency_180d": 9 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 28, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 41, "agent_score": 64, "score": 87, "agent_score_breakdown": { "documentation": 90, "maintenance": 48, "deployment": 70, "popularity": 57, "community": 54 }, "git_top_score": 87, "git_top_score_breakdown": { "community": 98, "maintenance": 65, "documentation": 84, "stability": 100, "adoption": 80, "agent_readability": 100 }, "summary": { "tl_dr": "Use Tencent/BrowserSkill when the user needs a browser agent project with local, cloud deployment options.", "purpose": "Use Tencent/BrowserSkill when the user needs a browser agent project with local, cloud deployment options.", "install": "Run the browser agent with the setup described in the repository README.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "backend-only jobs", "offline batch processing" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "unclecode/crawl4ai", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 28, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-31T11:00:15.918Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "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": "2026-07-31T11:00:15.918Z" }, { "project_id": "browser-act/skills", "repo": "browser-act/skills", "name": "skills", "github_url": "https://github.com/browser-act/skills", "homepage_url": "https://www.browseract.com/?co-from=github", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "agent-infrastructure", "ai-agents", "automation", "claude-cli", "claude-code", "claude-code-skills", "claude-skills", "codex", "codex-cli", "codex-skill", "cursor", "data-extraction", "no-code", "openclaw", "openclaw-cli", "openclaw-skill", "openclaw-skills", "web-data-extraction", "web-scraping", "web-scraping-api" ], "description": "Browser automation CLI built for AI agents. Break through anti-bot walls, hand off to humans across platforms when stuck. Parallel multi-task execution, independent multi-session operation, isolated multi-account browsing.", "overview": "Use browser-act/skills when the user needs a browser agent project with local, cloud deployment options.", "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "unclecode/crawl4ai", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "citrolabs/ego-lite", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 5024, "recent_commits": 100, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 23, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 40, "agent_score": 62, "score": 79, "agent_score_breakdown": { "documentation": 90, "maintenance": 28, "deployment": 70, "popularity": 74, "community": 49 }, "git_top_score": 79, "git_top_score_breakdown": { "community": 91, "maintenance": 39, "documentation": 84, "stability": 70, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use browser-act/skills when the user needs a browser agent project with local, cloud deployment options.", "purpose": "Use browser-act/skills when the user needs a browser agent project with local, cloud deployment options.", "install": "Run the browser agent with the setup described in the repository README.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "backend-only jobs", "offline batch processing" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "unclecode/crawl4ai", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "citrolabs/ego-lite", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "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": 23, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-31T11:30:10.195Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-31T11:30:10.195Z" }, { "project_id": "huggingface/huggingface.js", "repo": "huggingface/huggingface.js", "name": "huggingface.js", "github_url": "https://github.com/huggingface/huggingface.js", "homepage_url": "https://hf.co/docs/huggingface.js", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "api-client", "hub", "huggingface", "inference", "machine-learning" ], "description": "Use Hugging Face with JavaScript", "overview": "Use huggingface/huggingface.js when the user needs a browser agent project with serverless, library-only, local deployment options.", "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browsercode", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "serverless", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"playwright\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 2474, "recent_commits": 51, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 94 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 40, "agent_score": 82, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 68, "deployment": 90, "popularity": 68, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 78, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use huggingface/huggingface.js when the user needs a browser agent project with serverless, library-only, local deployment options.", "purpose": "Use huggingface/huggingface.js when the user needs a browser agent project with serverless, library-only, local deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "backend-only jobs", "offline batch processing" ], "deployment": [ "serverless", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browsercode", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"playwright\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "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": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-25T09:31:06.152Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: 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": "2026-07-25T09:31:06.152Z" }, { "project_id": "jo-inc/camofox-browser", "repo": "jo-inc/camofox-browser", "name": "camofox-browser", "github_url": "https://github.com/jo-inc/camofox-browser", "homepage_url": "https://github.com/jo-inc/camofox-browser#readme", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "ai-agent", "anti-bot", "antidetect-browser", "automation", "bot-detection", "browser-automation", "cloudflare-bypass", "headless-browser", "javascript", "nodejs", "playwright", "puppeteer", "scraping", "stealth-browser", "web-scraping" ], "description": "Stealth headless browser for AI agents — bypass Cloudflare, bot detection, and anti-scraping. Drop-in Puppeteer/Playwright replacement.", "overview": "Use jo-inc/camofox-browser when the user needs a browser agent project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "citrolabs/ego-lite", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "Browser automation", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"playwright\" 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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 8064, "recent_commits": 34, "contributors": 34, "issue_response_time_hours": null, "release_frequency_180d": 17 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 7, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 36, "agent_score": 77, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 53, "deployment": 90, "popularity": 78, "community": 79 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 68, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use jo-inc/camofox-browser when the user needs a browser agent project with docker, library-only, local deployment options.", "purpose": "Use jo-inc/camofox-browser when the user needs a browser agent project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "backend-only jobs", "offline batch processing" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "citrolabs/ego-lite", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"playwright\" 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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 7, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-26T04:02:35.681Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-26T04:02:35.681Z" }, { "project_id": "abi/screenshot-to-code", "repo": "abi/screenshot-to-code", "name": "screenshot-to-code", "github_url": "https://github.com/abi/screenshot-to-code", "homepage_url": "https://screenshottocode.com", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "browser_agent" ], "tags": [], "description": "Drop in a screenshot and convert it to clean code (HTML/Tailwind/React/Vue)", "overview": "Use abi/screenshot-to-code when the user needs a browser agent project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "unclecode/crawl4ai", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"playwright\" in repository content." ] }, "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": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 73788, "recent_commits": 59, "contributors": 26, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 33, "agent_score": 74, "score": 81, "agent_score_breakdown": { "documentation": 90, "maintenance": 31, "deployment": 90, "popularity": 97, "community": 71 }, "git_top_score": 81, "git_top_score_breakdown": { "community": 100, "maintenance": 41, "documentation": 92, "stability": 60, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use abi/screenshot-to-code when the user needs a browser agent project with docker, library-only, local deployment options.", "purpose": "Use abi/screenshot-to-code when the user needs a browser agent project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "backend-only jobs", "offline batch processing" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "unclecode/crawl4ai", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"playwright\" in repository content." ] }, "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": [ "Found multi-service or orchestration configuration files." ] }, "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": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-01T11:30:20.691Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-01T11:30:20.691Z" }, { "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": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "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": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 160, "recent_commits": 64, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 84 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 28, "agent_score": 67, "score": 84, "agent_score_breakdown": { "documentation": 90, "maintenance": 52, "deployment": 90, "popularity": 44, "community": 52 }, "git_top_score": 84, "git_top_score_breakdown": { "community": 85, "maintenance": 67, "documentation": 92, "stability": 100, "adoption": 62, "agent_readability": 100 }, "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": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp, workflow overlap." } ] }, "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": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-31T12:30:08.774Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-31T12:30:08.774Z" }, { "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": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "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": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 111, "recent_commits": 68, "contributors": 11, "issue_response_time_hours": null, "release_frequency_180d": 19 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 28, "agent_score": 65, "score": 84, "agent_score_breakdown": { "documentation": 90, "maintenance": 54, "deployment": 80, "popularity": 41, "community": 56 }, "git_top_score": 84, "git_top_score_breakdown": { "community": 95, "maintenance": 69, "documentation": 84, "stability": 100, "adoption": 58, "agent_readability": 100 }, "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": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp, workflow overlap." } ] }, "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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-31T19:00:27.850Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-31T19:00:27.850Z" }, { "project_id": "apify/apify-sdk-python", "repo": "apify/apify-sdk-python", "name": "apify-sdk-python", "github_url": "https://github.com/apify/apify-sdk-python", "homepage_url": "https://docs.apify.com/sdk/python", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "actor", "apify", "automation", "crawlee", "data-extraction", "proxy", "python", "scraping", "sdk", "web-crawling", "web-scraping" ], "description": "Apify SDK for Python—The official library for building Apify Actors: serverless cloud programs for web scraping, browser automation, data processing, and AI agents. Manages the Actor lifecycle, storages (datasets, key-value stores, request queues), events, proxies, and pay-per-event monetization. Built on top of the the Apify API Client.", "overview": "Use apify/apify-sdk-python when the user needs a browser agent project with docker, serverless, library-only deployment options.", "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "unclecode/crawl4ai", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "reason": "Same browser agent intent with rag, browser_automation, llm_gateway overlap." } ], "related": [], "dependencies": [ "Vector database", "Browser automation", "LLM provider" ], "deployments": [ "docker", "serverless", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 174, "recent_commits": 63, "contributors": 30, "issue_response_time_hours": null, "release_frequency_180d": 9 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 27, "agent_score": 72, "score": 86, "agent_score_breakdown": { "documentation": 90, "maintenance": 52, "deployment": 100, "popularity": 45, "community": 75 }, "git_top_score": 86, "git_top_score_breakdown": { "community": 100, "maintenance": 67, "documentation": 92, "stability": 100, "adoption": 64, "agent_readability": 100 }, "summary": { "tl_dr": "Use apify/apify-sdk-python when the user needs a browser agent project with docker, serverless, library-only deployment options.", "purpose": "Use apify/apify-sdk-python when the user needs a browser agent project with docker, serverless, library-only deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "backend-only jobs", "offline batch processing" ], "deployment": [ "docker", "serverless", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "unclecode/crawl4ai", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "reason": "Same browser agent intent with rag, browser_automation, llm_gateway overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-01T04:30:18.944Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-01T04:30:18.944Z" }, { "project_id": "shaun0927/openchrome", "repo": "shaun0927/openchrome", "name": "openchrome", "github_url": "https://github.com/shaun0927/openchrome", "homepage_url": null, "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [], "description": "Open-source browser automation MCP server. Control your real Chrome from any AI agent.", "overview": "Use shaun0927/openchrome when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "repo": "microsoft/playwright-mcp", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "repo": "apify/apify-mcp-server", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "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": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "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": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 228, "recent_commits": 47, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 92 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 26, "agent_score": 67, "score": 83, "agent_score_breakdown": { "documentation": 90, "maintenance": 50, "deployment": 90, "popularity": 47, "community": 52 }, "git_top_score": 83, "git_top_score_breakdown": { "community": 87, "maintenance": 66, "documentation": 84, "stability": 100, "adoption": 68, "agent_readability": 100 }, "summary": { "tl_dr": "Use shaun0927/openchrome when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use shaun0927/openchrome when the user needs a mcp server project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "repo": "microsoft/playwright-mcp", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "repo": "apify/apify-mcp-server", "reason": "Same mcp server intent with mcp, workflow 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 \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-29T14:00:25.662Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-29T14:00:25.662Z" } ], "knowledge": [ { "project": { "id": "browser-use/browser-use", "owner": "browser-use", "name": "browser-use", "full_name": "browser-use/browser-use", "github_url": "https://github.com/browser-use/browser-use", "homepage_url": "https://browser-use.com", "description": "🌐 Make websites accessible for AI agents. Automate tasks online with ease.", "language": "Python", "topics": [ "ai-agents", "ai-tools", "browser-automation", "browser-use", "llm", "playwright", "python" ], "license": "MIT", "stars": 107429, "forks": 11816, "open_issues": 345, "default_branch": "main", "created_at": "2024-10-31T16:00:56Z", "updated_at": "2026-08-01T01:46:31Z", "pushed_at": "2026-07-31T03:02:17Z", "synced_at": "2026-08-01T02:00:27.218Z" }, "agent_card": { "project_id": "browser-use/browser-use", "project_kind": "project", "category": "browser_agent", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "apify/crawlee-python", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "tiliondev/fortress", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use browser-use/browser-use when the user needs a browser agent project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"playwright\" in metadata.", "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T02:00:27.218Z" }, "metrics": { "project_id": "browser-use/browser-use", "stars_30d_delta": 5982, "commits_30d": 100, "releases_180d": 25, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-01T02:00:27.218Z" } }, { "project": { "id": "vercel-labs/agent-browser", "owner": "vercel-labs", "name": "agent-browser", "full_name": "vercel-labs/agent-browser", "github_url": "https://github.com/vercel-labs/agent-browser", "homepage_url": "https://agent-browser.dev", "description": "Browser automation CLI for AI agents", "language": "Rust", "topics": [], "license": "Apache-2.0", "stars": 39677, "forks": 2594, "open_issues": 627, "default_branch": "main", "created_at": "2026-01-11T05:38:15Z", "updated_at": "2026-08-01T14:27:06Z", "pushed_at": "2026-07-31T22:34:48Z", "synced_at": "2026-08-01T14:30:13.429Z" }, "agent_card": { "project_id": "vercel-labs/agent-browser", "project_kind": "project", "category": "browser_agent", "difficulty": "intermediate", "deployment": [ "vercel", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "unclecode/crawl4ai", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "huggingface/huggingface.js", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use vercel-labs/agent-browser when the user needs a browser agent project with vercel, serverless, library-only deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T14:30:13.429Z" }, "metrics": { "project_id": "vercel-labs/agent-browser", "stars_30d_delta": 1684, "commits_30d": 28, "releases_180d": 86, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 77, "maintenance_score": 65, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 25, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-01T14:30:13.429Z" } }, { "project": { "id": "unclecode/crawl4ai", "owner": "unclecode", "name": "crawl4ai", "full_name": "unclecode/crawl4ai", "github_url": "https://github.com/unclecode/crawl4ai", "homepage_url": "https://crawl4ai.com", "description": "🚀🤖 Crawl4AI: Open-source LLM Friendly Web Crawler & Scraper. Don't be shy, join here: https://discord.gg/jP8KfhDhyN", "language": "Python", "topics": [], "license": "Apache-2.0", "stars": 75751, "forks": 7833, "open_issues": 130, "default_branch": "main", "created_at": "2024-05-09T09:48:50Z", "updated_at": "2026-08-01T11:24:32Z", "pushed_at": "2026-07-30T13:51:44Z", "synced_at": "2026-08-01T11:30:24.831Z" }, "agent_card": { "project_id": "unclecode/crawl4ai", "project_kind": "project", "category": "browser_agent", "difficulty": "advanced", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "vercel-labs/agent-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "apify/crawlee-python", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use unclecode/crawl4ai when the user needs a browser agent project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"playwright\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, gpu, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T11:30:24.831Z" }, "metrics": { "project_id": "unclecode/crawl4ai", "stars_30d_delta": 6350, "commits_30d": 37, "releases_180d": 7, "contributors_90d": 82, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 72, "maintenance_score": 56, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 38, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-01T11:30:24.831Z" } }, { "project": { "id": "citrolabs/ego-lite", "owner": "citrolabs", "name": "ego-lite", "full_name": "citrolabs/ego-lite", "github_url": "https://github.com/citrolabs/ego-lite", "homepage_url": "https://lite.ego.app", "description": "The fastest browser for AI agents to run browser automation, built for sharing your logged-in browser state with your AI agents, like Codex or Claude Code, without disturbing you. Zero cost, zero config.", "language": "JavaScript", "topics": [ "agent-skills", "ai-agent", "automation", "browser", "browser-automation", "claude-code", "codex", "hermes-agent", "skills", "skills-sh" ], "license": "MIT", "stars": 7011, "forks": 333, "open_issues": 52, "default_branch": "main", "created_at": "2026-04-16T12:51:09Z", "updated_at": "2026-08-01T00:29:35Z", "pushed_at": "2026-07-30T12:32:42Z", "synced_at": "2026-08-01T00:30:20.788Z" }, "agent_card": { "project_id": "citrolabs/ego-lite", "project_kind": "project", "category": "browser_agent", "difficulty": "beginner", "deployment": [ "vercel", "serverless", "local" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "jo-inc/camofox-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "vercel-labs/agent-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use citrolabs/ego-lite when the user needs a browser agent project with vercel, serverless, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T00:30:20.788Z" }, "metrics": { "project_id": "citrolabs/ego-lite", "stars_30d_delta": 1984, "commits_30d": 64, "releases_180d": 13, "contributors_90d": 5, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 66, "maintenance_score": 51, "signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-01T00:30:20.788Z" } }, { "project": { "id": "apify/crawlee", "owner": "apify", "name": "crawlee", "full_name": "apify/crawlee", "github_url": "https://github.com/apify/crawlee", "homepage_url": "https://crawlee.dev", "description": "Crawlee—A web scraping and browser automation library for Node.js to build reliable crawlers. In JavaScript and TypeScript. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Puppeteer, Playwright, Cheerio, JSDOM, and raw HTTP. Both headful and headless mode. With proxy rotation.", "language": "TypeScript", "topics": [ "apify", "automation", "crawler", "crawling", "headless", "headless-chrome", "javascript", "nodejs", "npm", "playwright", "puppeteer", "scraper", "scraping", "typescript", "web-crawler", "web-crawling", "web-scraping" ], "license": "Apache-2.0", "stars": 25133, "forks": 1587, "open_issues": 164, "default_branch": "master", "created_at": "2016-08-26T18:35:03Z", "updated_at": "2026-08-01T04:03:16Z", "pushed_at": "2026-07-31T23:49:16Z", "synced_at": "2026-08-01T07:00:33.379Z" }, "agent_card": { "project_id": "apify/crawlee", "project_kind": "project", "category": "browser_agent", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "browser-use/browsercode", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use apify/crawlee when the user needs a browser agent project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"playwright\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T07:00:33.379Z" }, "metrics": { "project_id": "apify/crawlee", "stars_30d_delta": 1156, "commits_30d": 48, "releases_180d": 2, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 57, "maintenance_score": 47, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 39, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-01T07:00:33.379Z" } }, { "project": { "id": "browser-use/browser-harness", "owner": "browser-use", "name": "browser-harness", "full_name": "browser-use/browser-harness", "github_url": "https://github.com/browser-use/browser-harness", "homepage_url": "https://browser-harness.com", "description": "Browser Harness | Self-healing harness that enables LLMs to complete any task.", "language": "Python", "topics": [ "ai-agent", "browser-agent", "browser-automation", "browser-use", "browser-use-box", "browser-use-cloud", "cdp", "cloud-browser", "llm", "persistent-browser", "playwright", "telegram-agent", "vps-agent", "web-automation" ], "license": "MIT", "stars": 16371, "forks": 1548, "open_issues": 224, "default_branch": "main", "created_at": "2026-04-17T01:56:15Z", "updated_at": "2026-07-31T02:13:28Z", "pushed_at": "2026-07-31T03:43:08Z", "synced_at": "2026-07-31T03:57:09.253Z" }, "agent_card": { "project_id": "browser-use/browser-harness", "project_kind": "project", "category": "browser_agent", "difficulty": "intermediate", "deployment": [ "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "unclecode/crawl4ai", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "apify/crawlee-python", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use browser-use/browser-harness when the user needs a browser agent project with local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"playwright\" in metadata.", "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-31T03:57:09.253Z" }, "metrics": { "project_id": "browser-use/browser-harness", "stars_30d_delta": 829, "commits_30d": 50, "releases_180d": 9, "contributors_90d": 60, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 54, "maintenance_score": 57, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-31T03:57:09.253Z" } }, { "project": { "id": "browser-use/browsercode", "owner": "browser-use", "name": "browsercode", "full_name": "browser-use/browsercode", "github_url": "https://github.com/browser-use/browsercode", "homepage_url": null, "description": "The browser-native agent framework", "language": "TypeScript", "topics": [], "license": "MIT", "stars": 258, "forks": 35, "open_issues": 3, "default_branch": "main", "created_at": "2026-04-21T00:56:36Z", "updated_at": "2026-07-29T06:29:47Z", "pushed_at": "2026-07-29T18:23:40Z", "synced_at": "2026-07-29T18:30:27.948Z" }, "agent_card": { "project_id": "browser-use/browsercode", "project_kind": "project", "category": "browser_agent", "difficulty": "beginner", "deployment": [ "docker", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "browserbase/stagehand", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use browser-use/browsercode when the user needs a browser agent project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-29T18:30:27.948Z" }, "metrics": { "project_id": "browser-use/browsercode", "stars_30d_delta": 60, "commits_30d": 100, "releases_180d": 38, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 46, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 38, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-07-29T18:30:27.948Z" } }, { "project": { "id": "browserbase/stagehand", "owner": "browserbase", "name": "stagehand", "full_name": "browserbase/stagehand", "github_url": "https://github.com/browserbase/stagehand", "homepage_url": "https://stagehand.dev", "description": "The SDK For Browser Agents", "language": "TypeScript", "topics": [ "agents", "ai", "llms", "playwright", "puppeteer", "selenium" ], "license": "MIT", "stars": 23697, "forks": 1634, "open_issues": 326, "default_branch": "main", "created_at": "2024-03-24T19:19:44Z", "updated_at": "2026-08-01T02:35:44Z", "pushed_at": "2026-08-01T06:22:52Z", "synced_at": "2026-08-01T06:30:24.479Z" }, "agent_card": { "project_id": "browserbase/stagehand", "project_kind": "project", "category": "browser_agent", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "browser-use/browsercode", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use browserbase/stagehand when the user needs a browser agent project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser agent\" in metadata.", "Matched \"playwright\" 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": [ "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." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T06:30:24.479Z" }, "metrics": { "project_id": "browserbase/stagehand", "stars_30d_delta": 495, "commits_30d": 43, "releases_180d": 30, "contributors_90d": 41, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 44, "maintenance_score": 58, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 39, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-01T06:30:24.479Z" } }, { "project": { "id": "browserless/browserless", "owner": "browserless", "name": "browserless", "full_name": "browserless/browserless", "github_url": "https://github.com/browserless/browserless", "homepage_url": "https://browserless.io", "description": "Deploy headless browsers in Docker. Run on our cloud or bring your own. Free for non-commercial uses.", "language": "TypeScript", "topics": [ "browserless", "chrome", "docker", "firefox", "nodejs", "playwright", "puppeteer", "typescript", "webkit", "websocket" ], "license": "NOASSERTION", "stars": 13542, "forks": 1026, "open_issues": 30, "default_branch": "main", "created_at": "2017-11-17T04:35:31Z", "updated_at": "2026-07-31T17:53:22Z", "pushed_at": "2026-07-31T23:22:55Z", "synced_at": "2026-08-01T06:00:28.031Z" }, "agent_card": { "project_id": "browserless/browserless", "project_kind": "project", "category": "browser_agent", "difficulty": "intermediate", "deployment": [ "docker", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "browser-use/browsercode", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use browserless/browserless when the user needs a browser agent project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"playwright\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T06:00:28.031Z" }, "metrics": { "project_id": "browserless/browserless", "stars_30d_delta": 175, "commits_30d": 36, "releases_180d": 13, "contributors_90d": 81, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 42, "maintenance_score": 66, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 39, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-01T06:00:28.031Z" } }, { "project": { "id": "apify/crawlee-python", "owner": "apify", "name": "crawlee-python", "full_name": "apify/crawlee-python", "github_url": "https://github.com/apify/crawlee-python", "homepage_url": "https://crawlee.dev/python/", "description": "Crawlee—A web scraping and browser automation library for Python to build reliable crawlers. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Parsel, BeautifulSoup, Playwright, and raw HTTP. Both headful and headless mode. With proxy rotation.", "language": "Python", "topics": [ "apify", "automation", "beautifulsoup", "crawler", "crawling", "headless", "headless-chrome", "parsel", "pip", "playwright", "python", "scraper", "scraping", "selenium", "web-crawler", "web-crawling", "web-scraping" ], "license": "Apache-2.0", "stars": 9373, "forks": 782, "open_issues": 78, "default_branch": "master", "created_at": "2024-01-10T08:44:47Z", "updated_at": "2026-07-28T08:39:18Z", "pushed_at": "2026-07-28T07:14:07Z", "synced_at": "2026-07-28T09:01:08.798Z" }, "agent_card": { "project_id": "apify/crawlee-python", "project_kind": "project", "category": "browser_agent", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "apify/crawlee", "reason": "Same browser agent intent with rag, browser_automation, llm_gateway overlap." }, { "project_id": "browser-act/skills", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use apify/crawlee-python when the user needs a browser agent project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"playwright\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-28T09:01:08.798Z" }, "metrics": { "project_id": "apify/crawlee-python", "stars_30d_delta": 165, "commits_30d": 100, "releases_180d": 16, "contributors_90d": 46, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 42, "maintenance_score": 67, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 37, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-28T09:01:08.798Z" } }, { "project": { "id": "SeleniumHQ/selenium", "owner": "SeleniumHQ", "name": "selenium", "full_name": "SeleniumHQ/selenium", "github_url": "https://github.com/SeleniumHQ/selenium", "homepage_url": "https://selenium.dev", "description": "A browser automation framework and ecosystem.", "language": "Java", "topics": [ "dotnet", "java", "javascript", "python", "ruby", "rust", "selenium", "webdriver" ], "license": "Apache-2.0", "stars": 34341, "forks": 8695, "open_issues": 185, "default_branch": "trunk", "created_at": "2013-01-14T21:40:56Z", "updated_at": "2026-08-01T08:03:38Z", "pushed_at": "2026-08-01T03:00:12Z", "synced_at": "2026-08-01T09:00:27.780Z" }, "agent_card": { "project_id": "SeleniumHQ/selenium", "project_kind": "project", "category": "browser_agent", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "browser-use/browsercode", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "apify/crawlee-python", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use SeleniumHQ/selenium when the user needs a browser agent project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T09:00:27.780Z" }, "metrics": { "project_id": "SeleniumHQ/selenium", "stars_30d_delta": 128, "commits_30d": 94, "releases_180d": 7, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 41, "maintenance_score": 65, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 38, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-01T09:00:27.780Z" } }, { "project": { "id": "Tencent/BrowserSkill", "owner": "Tencent", "name": "BrowserSkill", "full_name": "Tencent/BrowserSkill", "github_url": "https://github.com/Tencent/BrowserSkill", "homepage_url": null, "description": "Let AI agents use your real, logged-in browser without interrupting your work. CLI + extension for browser automation across any shell-capable AI agent.", "language": "TypeScript", "topics": [ "agent", "browser-use" ], "license": "MIT", "stars": 728, "forks": 55, "open_issues": 23, "default_branch": "main", "created_at": "2026-06-22T07:24:40Z", "updated_at": "2026-07-31T10:50:07Z", "pushed_at": "2026-07-31T06:29:13Z", "synced_at": "2026-07-31T11:00:15.918Z" }, "agent_card": { "project_id": "Tencent/BrowserSkill", "project_kind": "project", "category": "browser_agent", "difficulty": "beginner", "deployment": [ "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "unclecode/crawl4ai", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use Tencent/BrowserSkill when the user needs a browser agent project with local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-31T11:00:15.918Z" }, "metrics": { "project_id": "Tencent/BrowserSkill", "stars_30d_delta": 652, "commits_30d": 72, "releases_180d": 9, "contributors_90d": 9, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 41, "maintenance_score": 48, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 28, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-31T11:00:15.918Z" } }, { "project": { "id": "browser-act/skills", "owner": "browser-act", "name": "skills", "full_name": "browser-act/skills", "github_url": "https://github.com/browser-act/skills", "homepage_url": "https://www.browseract.com/?co-from=github", "description": "Browser automation CLI built for AI agents. Break through anti-bot walls, hand off to humans across platforms when stuck. Parallel multi-task execution, independent multi-session operation, isolated multi-account browsing.", "language": "Python", "topics": [ "agent-infrastructure", "ai-agents", "automation", "claude-cli", "claude-code", "claude-code-skills", "claude-skills", "codex", "codex-cli", "codex-skill", "cursor", "data-extraction", "no-code", "openclaw", "openclaw-cli", "openclaw-skill", "openclaw-skills", "web-data-extraction", "web-scraping", "web-scraping-api" ], "license": "MIT", "stars": 5024, "forks": 237, "open_issues": 8, "default_branch": "main", "created_at": "2026-02-06T10:35:35Z", "updated_at": "2026-07-31T10:59:30Z", "pushed_at": "2026-07-21T13:51:28Z", "synced_at": "2026-07-31T11:30:10.195Z" }, "agent_card": { "project_id": "browser-act/skills", "project_kind": "project", "category": "browser_agent", "difficulty": "beginner", "deployment": [ "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "unclecode/crawl4ai", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "citrolabs/ego-lite", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use browser-act/skills when the user needs a browser agent project with local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-31T11:30:10.195Z" }, "metrics": { "project_id": "browser-act/skills", "stars_30d_delta": 962, "commits_30d": 100, "releases_180d": 0, "contributors_90d": 4, "issue_first_response_median_hours": null, "recent_push_days": 9, "git_score": 40, "maintenance_score": 28, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 23, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-31T11:30:10.195Z" } }, { "project": { "id": "huggingface/huggingface.js", "owner": "huggingface", "name": "huggingface.js", "full_name": "huggingface/huggingface.js", "github_url": "https://github.com/huggingface/huggingface.js", "homepage_url": "https://hf.co/docs/huggingface.js", "description": "Use Hugging Face with JavaScript", "language": "TypeScript", "topics": [ "api-client", "hub", "huggingface", "inference", "machine-learning" ], "license": "MIT", "stars": 2474, "forks": 794, "open_issues": 263, "default_branch": "main", "created_at": "2023-02-06T18:37:09Z", "updated_at": "2026-07-24T05:54:47Z", "pushed_at": "2026-07-24T05:54:11Z", "synced_at": "2026-07-25T09:31:06.152Z" }, "agent_card": { "project_id": "huggingface/huggingface.js", "project_kind": "project", "category": "browser_agent", "difficulty": "beginner", "deployment": [ "serverless", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "browser-use/browsercode", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use huggingface/huggingface.js when the user needs a browser agent project with serverless, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"playwright\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-25T09:31:06.152Z" }, "metrics": { "project_id": "huggingface/huggingface.js", "stars_30d_delta": 31, "commits_30d": 51, "releases_180d": 94, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 40, "maintenance_score": 68, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-07-25T09:31:06.152Z" } }, { "project": { "id": "jo-inc/camofox-browser", "owner": "jo-inc", "name": "camofox-browser", "full_name": "jo-inc/camofox-browser", "github_url": "https://github.com/jo-inc/camofox-browser", "homepage_url": "https://github.com/jo-inc/camofox-browser#readme", "description": "Stealth headless browser for AI agents — bypass Cloudflare, bot detection, and anti-scraping. Drop-in Puppeteer/Playwright replacement.", "language": "JavaScript", "topics": [ "ai-agent", "anti-bot", "antidetect-browser", "automation", "bot-detection", "browser-automation", "cloudflare-bypass", "headless-browser", "javascript", "nodejs", "playwright", "puppeteer", "scraping", "stealth-browser", "web-scraping" ], "license": "MIT", "stars": 8064, "forks": 845, "open_issues": 55, "default_branch": "master", "created_at": "2026-01-26T07:31:13Z", "updated_at": "2026-07-26T02:48:06Z", "pushed_at": "2026-07-20T16:38:50Z", "synced_at": "2026-07-26T04:02:35.681Z" }, "agent_card": { "project_id": "jo-inc/camofox-browser", "project_kind": "project", "category": "browser_agent", "difficulty": "beginner", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "citrolabs/ego-lite", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use jo-inc/camofox-browser when the user needs a browser agent project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"playwright\" 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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-26T04:02:35.681Z" }, "metrics": { "project_id": "jo-inc/camofox-browser", "stars_30d_delta": 265, "commits_30d": 34, "releases_180d": 17, "contributors_90d": 34, "issue_first_response_median_hours": null, "recent_push_days": 5, "git_score": 36, "maintenance_score": 53, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 7, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-26T04:02:35.681Z" } }, { "project": { "id": "abi/screenshot-to-code", "owner": "abi", "name": "screenshot-to-code", "full_name": "abi/screenshot-to-code", "github_url": "https://github.com/abi/screenshot-to-code", "homepage_url": "https://screenshottocode.com", "description": "Drop in a screenshot and convert it to clean code (HTML/Tailwind/React/Vue)", "language": "Python", "topics": [], "license": "MIT", "stars": 73788, "forks": 9066, "open_issues": 126, "default_branch": "main", "created_at": "2023-11-14T17:53:32Z", "updated_at": "2026-08-01T11:03:57Z", "pushed_at": "2026-07-30T15:18:05Z", "synced_at": "2026-08-01T11:30:20.691Z" }, "agent_card": { "project_id": "abi/screenshot-to-code", "project_kind": "project", "category": "browser_agent", "difficulty": "advanced", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "unclecode/crawl4ai", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use abi/screenshot-to-code when the user needs a browser agent project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"playwright\" in repository content." ] }, "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": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T11:30:20.691Z" }, "metrics": { "project_id": "abi/screenshot-to-code", "stars_30d_delta": 673, "commits_30d": 59, "releases_180d": 0, "contributors_90d": 26, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 33, "maintenance_score": 31, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-01T11:30:20.691Z" } }, { "project": { "id": "achiya-automation/safari-mcp", "owner": "achiya-automation", "name": "safari-mcp", "full_name": "achiya-automation/safari-mcp", "github_url": "https://github.com/achiya-automation/safari-mcp", "homepage_url": "https://achiya-automation.com", "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.", "language": "JavaScript", "topics": [ "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" ], "license": "MIT", "stars": 160, "forks": 21, "open_issues": 10, "default_branch": "main", "created_at": "2026-03-18T17:47:00Z", "updated_at": "2026-07-31T11:13:21Z", "pushed_at": "2026-07-31T11:12:22Z", "synced_at": "2026-07-31T12:30:08.774Z" }, "agent_card": { "project_id": "achiya-automation/safari-mcp", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "summary_for_agent": "Use achiya-automation/safari-mcp when the user needs a mcp server project with docker, library-only, local deployment options.", "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": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-31T12:30:08.774Z" }, "metrics": { "project_id": "achiya-automation/safari-mcp", "stars_30d_delta": 27, "commits_30d": 64, "releases_180d": 84, "contributors_90d": 7, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 28, "maintenance_score": 52, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-31T12:30:08.774Z" } }, { "project": { "id": "opentiny/webmcp-sdk", "owner": "opentiny", "name": "webmcp-sdk", "full_name": "opentiny/webmcp-sdk", "github_url": "https://github.com/opentiny/webmcp-sdk", "homepage_url": "https://docs.opentiny.design/next-sdk/guide", "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", "language": "TypeScript", "topics": [ "ai", "ai-agents", "mcp", "next-sdk", "opentiny", "opentiny-next", "web-agent", "webmcp", "webskills" ], "license": "MIT", "stars": 111, "forks": 21, "open_issues": 14, "default_branch": "dev", "created_at": "2025-07-15T03:48:45Z", "updated_at": "2026-07-31T01:14:56Z", "pushed_at": "2026-07-31T07:18:39Z", "synced_at": "2026-07-31T19:00:27.850Z" }, "agent_card": { "project_id": "opentiny/webmcp-sdk", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp overlap." }, { "project_id": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "summary_for_agent": "Use opentiny/webmcp-sdk when the user needs a mcp server project with library-only, local, cloud deployment options.", "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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-31T19:00:27.850Z" }, "metrics": { "project_id": "opentiny/webmcp-sdk", "stars_30d_delta": 20, "commits_30d": 68, "releases_180d": 19, "contributors_90d": 11, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 28, "maintenance_score": 54, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-31T19:00:27.850Z" } }, { "project": { "id": "apify/apify-sdk-python", "owner": "apify", "name": "apify-sdk-python", "full_name": "apify/apify-sdk-python", "github_url": "https://github.com/apify/apify-sdk-python", "homepage_url": "https://docs.apify.com/sdk/python", "description": "Apify SDK for Python—The official library for building Apify Actors: serverless cloud programs for web scraping, browser automation, data processing, and AI agents. Manages the Actor lifecycle, storages (datasets, key-value stores, request queues), events, proxies, and pay-per-event monetization. Built on top of the the Apify API Client.", "language": "Python", "topics": [ "actor", "apify", "automation", "crawlee", "data-extraction", "proxy", "python", "scraping", "sdk", "web-crawling", "web-scraping" ], "license": "Apache-2.0", "stars": 174, "forks": 27, "open_issues": 12, "default_branch": "master", "created_at": "2022-12-02T13:12:31Z", "updated_at": "2026-07-31T13:53:40Z", "pushed_at": "2026-07-31T13:51:10Z", "synced_at": "2026-08-01T04:30:18.944Z" }, "agent_card": { "project_id": "apify/apify-sdk-python", "project_kind": "project", "category": "browser_agent", "difficulty": "beginner", "deployment": [ "docker", "serverless", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "unclecode/crawl4ai", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "apify/crawlee", "reason": "Same browser agent intent with rag, browser_automation, llm_gateway overlap." } ], "summary_for_agent": "Use apify/apify-sdk-python when the user needs a browser agent project with docker, serverless, library-only deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T04:30:18.944Z" }, "metrics": { "project_id": "apify/apify-sdk-python", "stars_30d_delta": 3, "commits_30d": 63, "releases_180d": 9, "contributors_90d": 30, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 27, "maintenance_score": 52, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-01T04:30:18.944Z" } }, { "project": { "id": "shaun0927/openchrome", "owner": "shaun0927", "name": "openchrome", "full_name": "shaun0927/openchrome", "github_url": "https://github.com/shaun0927/openchrome", "homepage_url": null, "description": "Open-source browser automation MCP server. Control your real Chrome from any AI agent.", "language": "TypeScript", "topics": [], "license": "MIT", "stars": 228, "forks": 40, "open_issues": 2, "default_branch": "main", "created_at": "2026-01-24T15:46:33Z", "updated_at": "2026-07-29T09:10:46Z", "pushed_at": "2026-07-29T09:08:28Z", "synced_at": "2026-07-29T14:00:25.662Z" }, "agent_card": { "project_id": "shaun0927/openchrome", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "project_id": "microsoft/playwright-mcp", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "project_id": "apify/apify-mcp-server", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "summary_for_agent": "Use shaun0927/openchrome when the user needs a mcp server project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "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": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-29T14:00:25.662Z" }, "metrics": { "project_id": "shaun0927/openchrome", "stars_30d_delta": 37, "commits_30d": 47, "releases_180d": 92, "contributors_90d": 7, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 26, "maintenance_score": 50, "signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-29T14:00:25.662Z" } } ], "search": { "applied_filters": { "q": "Browser Automation" }, "known_filter_values": { "category": [ "agent_framework", "ai_app_template", "ai_observability", "browser_agent", "coding_agent", "llm_eval", "llm_gateway", "local_llm_runtime", "mcp_server", "prompt_tooling", "rag_framework", "vector_database", "workflow_automation" ], "deployment": [ "cloud", "cloudflare", "docker", "kubernetes", "library_only", "local", "serverless", "vercel" ], "difficulty": [ "advanced", "beginner", "intermediate" ], "language": [ "C", "C#", "C++", "Clojure", "Dart", "Dockerfile", "Elixir", "Go", "Go Template", "Haskell", "HTML", "Java", "JavaScript", "Julia", "Jupyter Notebook", "Kotlin", "Lua", "MDX", "Nix", "Pascal", "PHP", "PowerShell", "Python", "QML", "ReScript", "Ruby", "Rust", "Shell", "Svelte", "Swift", "TeX", "TypeScript", "Wolfram Language", "Zig" ], "project_kind": [ "project", "collection" ], "min_confidence": [ "low", "medium", "high" ], "cloudflare_ready": [ false, true ] } }, "page": { "offset": 0, "limit": 20, "has_more": true, "next_cursor": "eyJ2IjoxLCJzIjoiZDE6MTAyMDoyMDI2LTA4LTAxVDIyOjAwOjMwLjY4NFoiLCJxIjoiYTI2NWJiYjYzMmU4NGQ4Y2Q2MWVmYTNhIiwibyI6MjB9", "snapshot_id": "d1:1020:2026-08-01T22:00:30.684Z" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1020, "generated_at": "2026-08-01T22:24:53.068Z", "snapshot_id": "d1:1020:2026-08-01T22:00:30.684Z", "latest_synced_at": "2026-08-01T22:00:30.684Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }