{ "query": { "use_case": "build Cloudflare-ready AI agents", "deployment": "docker", "category": "browser_agent" }, "recommendations": [ { "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": "jackwener/OpenCLI", "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": "browserbase/stagehand", "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": "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": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 12138, "recent_commits": 6, "contributors": 49, "issue_response_time_hours": null, "release_frequency_180d": 19 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 49, "agent_score": 81, "score": 56, "agent_score_breakdown": { "documentation": 90, "maintenance": 54, "deployment": 90, "popularity": 82, "community": 94 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 100, "maintenance": 54, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-03T23:31:01.134Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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": "jackwener/OpenCLI", "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": "browserbase/stagehand", "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": [ "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": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-03T23:31:01.134Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use jo-inc/camofox-browser when the user needs a browser agent project with docker, library-only, local deployment options.", "Use-case match is 75/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested docker deployment target.", "It is classified as browser_agent.", "Ranking signals: community 49/100, maintenance 54/100." ], "ranking_signals": { "use_case_match": 75, "community": 49, "maintenance": 54, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "docker", "category": "browser_agent" }, "unmatched_constraints": {}, "confidence_reason": "Medium confidence because the 56/100 recommendation is usable but quality or maturity evidence should be reviewed; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-11-03T23:31:01.134Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "users expecting a complete hosted product" ], "confidence_reason": "Medium confidence because the 56/100 recommendation is usable but quality or maturity evidence should be reviewed; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-03T23:31:01.134Z", "reason": "Use jo-inc/camofox-browser when the user needs a browser agent project with docker, library-only, local deployment options. Use-case match is 75/100 for \"build Cloudflare-ready AI agents\". It matches the requested docker deployment target. It is classified as browser_agent. Ranking signals: community 49/100, maintenance 54/100.", "reasons": [ "Use jo-inc/camofox-browser when the user needs a browser agent project with docker, library-only, local deployment options.", "Use-case match is 75/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested docker deployment target.", "It is classified as browser_agent.", "Ranking signals: community 49/100, maintenance 54/100." ], "decision_summary": "jo-inc/camofox-browser is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 56/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Strong use-case overlap for \"build Cloudflare-ready AI agents\".", "deployment_fit": "Matches requested docker deployment.", "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/jo-inc/camofox-browser to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/jo-inc/camofox-browser for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the docker deployment path before committing to a migration.", "Compare against /alternatives/jo-inc/camofox-browser before final selection." ], "risk_flags": [], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/jo-inc/camofox-browser", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/jo-inc/camofox-browser", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/jo-inc/camofox-browser", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/jo-inc/camofox-browser", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/jo-inc/camofox-browser", "kind": "compare" } ], "matched_constraints": { "deployment": "docker", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 75, "community": 49, "maintenance": 54, "readiness": 60, "license_fit": 0 }, "confidence": "medium", "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": 12138, "forks": 1227, "open_issues": 140, "default_branch": "master", "created_at": "2026-01-26T07:31:13Z", "updated_at": "2026-11-03T23:11:20Z", "pushed_at": "2026-11-02T03:25:02Z", "synced_at": "2026-11-03T23:31:01.134Z" }, "agent_card": { "project_id": "jo-inc/camofox-browser", "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": "jackwener/OpenCLI", "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": "browserbase/stagehand", "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": [ "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": "2026-11-03T23:31:01.134Z" }, "metrics": { "project_id": "jo-inc/camofox-browser", "stars_30d_delta": 760, "commits_30d": 6, "releases_180d": 19, "contributors_90d": 49, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 49, "maintenance_score": 54, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-03T23:31:01.134Z" } }, { "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, local, cloud deployment options.", "alternatives": [ { "repo": "huggingface/huggingface.js", "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": "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 \"browser automation\" 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, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 34584, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 10 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 43, "agent_score": 85, "score": 48, "agent_score_breakdown": { "documentation": 90, "maintenance": 72, "deployment": 80, "popularity": 91, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 81, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-03T18:31:06.182Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use SeleniumHQ/selenium when the user needs a browser agent project with docker, local, cloud deployment options.", "purpose": "Use SeleniumHQ/selenium 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": "huggingface/huggingface.js", "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": "browser-use/browsercode", "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": [ "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": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-03T18:31:06.182Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Partial or estimated quality signals: commits30d, contributors90d." ], "recommendation_reasons": [ "Use SeleniumHQ/selenium when the user needs a browser agent project with docker, local, cloud deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested docker deployment target.", "It is classified as browser_agent.", "Ranking signals: community 43/100, maintenance 72/100." ], "ranking_signals": { "use_case_match": 50, "community": 43, "maintenance": 72, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "docker", "category": "browser_agent" }, "unmatched_constraints": {}, "confidence_reason": "Medium confidence because the 48/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-11-03T18:31:06.182Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Medium confidence because the 48/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-03T18:31:06.182Z", "reason": "Use SeleniumHQ/selenium when the user needs a browser agent project with docker, local, cloud deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested docker deployment target. It is classified as browser_agent. Ranking signals: community 43/100, maintenance 72/100.", "reasons": [ "Use SeleniumHQ/selenium when the user needs a browser agent project with docker, local, cloud deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested docker deployment target.", "It is classified as browser_agent.", "Ranking signals: community 43/100, maintenance 72/100." ], "decision_summary": "SeleniumHQ/selenium is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 48/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"build Cloudflare-ready AI agents\"; validate the target workflow.", "deployment_fit": "Matches requested docker deployment.", "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/SeleniumHQ/selenium to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/SeleniumHQ/selenium for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the docker deployment path before committing to a migration.", "Compare against /alternatives/SeleniumHQ/selenium before final selection." ], "risk_flags": [], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/SeleniumHQ/selenium", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/SeleniumHQ/selenium", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/SeleniumHQ/selenium", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/SeleniumHQ/selenium", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/SeleniumHQ/selenium", "kind": "compare" } ], "matched_constraints": { "deployment": "docker", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 43, "maintenance": 72, "readiness": 60, "license_fit": 0 }, "confidence": "medium", "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": 34584, "forks": 8726, "open_issues": 192, "default_branch": "trunk", "created_at": "2013-01-14T21:40:56Z", "updated_at": "2026-11-03T16:29:11Z", "pushed_at": "2026-11-03T16:28:17Z", "synced_at": "2026-11-03T18:31:06.182Z" }, "agent_card": { "project_id": "SeleniumHQ/selenium", "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": "huggingface/huggingface.js", "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": "browser-use/browsercode", "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, 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": [ "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": "2026-11-03T18:31:06.182Z" }, "metrics": { "project_id": "SeleniumHQ/selenium", "stars_30d_delta": 66, "commits_30d": 100, "releases_180d": 10, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 43, "maintenance_score": 72, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-03T18:31:06.182Z" } }, { "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": "jackwener/OpenCLI", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "jo-inc/camofox-browser", "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": [ "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": 13894, "recent_commits": 42, "contributors": 82, "issue_response_time_hours": null, "release_frequency_180d": 31 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 42, "agent_score": 83, "score": 47, "agent_score_breakdown": { "documentation": 90, "maintenance": 67, "deployment": 80, "popularity": 83, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 78, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-03T18:01:05.625Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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": "jackwener/OpenCLI", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "jo-inc/camofox-browser", "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": "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": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-03T18:01:05.625Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "recommendation_reasons": [ "Use browserless/browserless when the user needs a browser agent project with docker, local, cloud deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested docker deployment target.", "It is classified as browser_agent.", "Ranking signals: community 42/100, maintenance 67/100." ], "ranking_signals": { "use_case_match": 50, "community": 42, "maintenance": 67, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "docker", "category": "browser_agent" }, "unmatched_constraints": {}, "confidence_reason": "Medium confidence because the 47/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-11-03T18:01:05.625Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Medium confidence because the 47/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-03T18:01:05.625Z", "reason": "Use browserless/browserless when the user needs a browser agent project with docker, local, cloud deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested docker deployment target. It is classified as browser_agent. Ranking signals: community 42/100, maintenance 67/100.", "reasons": [ "Use browserless/browserless when the user needs a browser agent project with docker, local, cloud deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested docker deployment target.", "It is classified as browser_agent.", "Ranking signals: community 42/100, maintenance 67/100." ], "decision_summary": "browserless/browserless is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 47/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"build Cloudflare-ready AI agents\"; validate the target workflow.", "deployment_fit": "Matches requested docker deployment.", "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/browserless/browserless to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/browserless/browserless for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the docker deployment path before committing to a migration.", "Compare against /alternatives/browserless/browserless before final selection." ], "risk_flags": [], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/browserless/browserless", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/browserless/browserless", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/browserless/browserless", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/browserless/browserless", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/browserless/browserless", "kind": "compare" } ], "matched_constraints": { "deployment": "docker", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 42, "maintenance": 67, "readiness": 60, "license_fit": 0 }, "confidence": "medium", "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": 13894, "forks": 1054, "open_issues": 12, "default_branch": "main", "created_at": "2017-11-17T04:35:31Z", "updated_at": "2026-11-03T13:48:56Z", "pushed_at": "2026-11-03T12:26:07Z", "synced_at": "2026-11-03T18:01:05.625Z" }, "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": "jackwener/OpenCLI", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "jo-inc/camofox-browser", "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 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": "2026-11-03T18:01:05.625Z" }, "metrics": { "project_id": "browserless/browserless", "stars_30d_delta": 129, "commits_30d": 42, "releases_180d": 31, "contributors_90d": 82, "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": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-03T18:01:05.625Z" } }, { "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": "Tencent/BrowserSkill", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "jackwener/OpenCLI", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "jo-inc/camofox-browser", "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": 26325, "recent_commits": 83, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 6 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 44, "agent_score": 84, "score": 46, "agent_score_breakdown": { "documentation": 90, "maintenance": 61, "deployment": 90, "popularity": 88, "community": 100 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 73, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-03T18:01:10.418Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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": "Tencent/BrowserSkill", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "jackwener/OpenCLI", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "jo-inc/camofox-browser", "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": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-03T18:01:10.418Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Partial or estimated quality signals: contributors90d.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use apify/crawlee when the user needs a browser agent project with docker, library-only, local deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested docker deployment target.", "It is classified as browser_agent.", "Ranking signals: community 44/100, maintenance 61/100." ], "ranking_signals": { "use_case_match": 50, "community": 44, "maintenance": 61, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "docker", "category": "browser_agent" }, "unmatched_constraints": {}, "confidence_reason": "Medium confidence because the 46/100 recommendation is usable but quality or maturity evidence should be reviewed; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-11-03T18:01:10.418Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Partial or estimated quality signals: contributors90d.", "users expecting a complete hosted product" ], "confidence_reason": "Medium confidence because the 46/100 recommendation is usable but quality or maturity evidence should be reviewed; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-03T18:01:10.418Z", "reason": "Use apify/crawlee when the user needs a browser agent project with docker, library-only, local deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested docker deployment target. It is classified as browser_agent. Ranking signals: community 44/100, maintenance 61/100.", "reasons": [ "Use apify/crawlee when the user needs a browser agent project with docker, library-only, local deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested docker deployment target.", "It is classified as browser_agent.", "Ranking signals: community 44/100, maintenance 61/100." ], "decision_summary": "apify/crawlee is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 46/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"build Cloudflare-ready AI agents\"; validate the target workflow.", "deployment_fit": "Matches requested docker deployment.", "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/apify/crawlee to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/apify/crawlee for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the docker deployment path before committing to a migration.", "Compare against /alternatives/apify/crawlee before final selection." ], "risk_flags": [], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/apify/crawlee", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/apify/crawlee", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/apify/crawlee", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/apify/crawlee", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/apify/crawlee", "kind": "compare" } ], "matched_constraints": { "deployment": "docker", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 44, "maintenance": 61, "readiness": 60, "license_fit": 0 }, "confidence": "medium", "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": 26325, "forks": 1742, "open_issues": 148, "default_branch": "master", "created_at": "2016-08-26T18:35:03Z", "updated_at": "2026-11-03T17:31:04Z", "pushed_at": "2026-11-03T17:16:05Z", "synced_at": "2026-11-03T18:01:10.418Z" }, "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": "Tencent/BrowserSkill", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "jackwener/OpenCLI", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "jo-inc/camofox-browser", "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": "2026-11-03T18:01:10.418Z" }, "metrics": { "project_id": "apify/crawlee", "stars_30d_delta": 351, "commits_30d": 83, "releases_180d": 6, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 44, "maintenance_score": 61, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-03T18:01:10.418Z" } }, { "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": "Tencent/BrowserSkill", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browserbase/stagehand", "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": [ "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": 785, "recent_commits": 18, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 44 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 36, "agent_score": 77, "score": 45, "agent_score_breakdown": { "documentation": 90, "maintenance": 63, "deployment": 80, "popularity": 58, "community": 100 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 69, "documentation": 84, "stability": 100, "adoption": 83, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-02T21:31:11.905Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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": "Tencent/BrowserSkill", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browserbase/stagehand", "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-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": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-02T21:31:11.905Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Partial or estimated quality signals: contributors90d." ], "recommendation_reasons": [ "Use browser-use/browsercode when the user needs a browser agent project with docker, local, cloud deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested docker deployment target.", "It is classified as browser_agent.", "Ranking signals: community 36/100, maintenance 63/100." ], "ranking_signals": { "use_case_match": 50, "community": 36, "maintenance": 63, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "docker", "category": "browser_agent" }, "unmatched_constraints": {}, "confidence_reason": "Medium confidence because the 45/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-11-02T21:31:11.905Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Partial or estimated quality signals: contributors90d." ], "confidence_reason": "Medium confidence because the 45/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-02T21:31:11.905Z", "reason": "Use browser-use/browsercode when the user needs a browser agent project with docker, local, cloud deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested docker deployment target. It is classified as browser_agent. Ranking signals: community 36/100, maintenance 63/100.", "reasons": [ "Use browser-use/browsercode when the user needs a browser agent project with docker, local, cloud deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested docker deployment target.", "It is classified as browser_agent.", "Ranking signals: community 36/100, maintenance 63/100." ], "decision_summary": "browser-use/browsercode is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 45/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"build Cloudflare-ready AI agents\"; validate the target workflow.", "deployment_fit": "Matches requested docker deployment.", "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/browser-use/browsercode to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/browser-use/browsercode for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the docker deployment path before committing to a migration.", "Compare against /alternatives/browser-use/browsercode before final selection." ], "risk_flags": [], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/browser-use/browsercode", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/browser-use/browsercode", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/browser-use/browsercode", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/browser-use/browsercode", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/browser-use/browsercode", "kind": "compare" } ], "matched_constraints": { "deployment": "docker", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 36, "maintenance": 63, "readiness": 60, "license_fit": 0 }, "confidence": "medium", "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": 785, "forks": 91, "open_issues": 26, "default_branch": "main", "created_at": "2026-04-21T00:56:36Z", "updated_at": "2026-10-31T01:11:10Z", "pushed_at": "2026-10-30T09:07:14Z", "synced_at": "2026-11-02T21:31:11.905Z" }, "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": "Tencent/BrowserSkill", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "browserbase/stagehand", "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 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": { 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