{ "query": { "use_case": "build Cloudflare-ready AI agents", "deployment": "library_only", "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": "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": "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": 11223, "recent_commits": 70, "contributors": 47, "issue_response_time_hours": null, "release_frequency_180d": 20 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 75, "agent_score": 82, "score": 64, "agent_score_breakdown": { "documentation": 90, "maintenance": 62, "deployment": 90, "popularity": 81, "community": 92 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 74, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T04:31:03.467Z", "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": "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": "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": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T04:31:03.467Z", "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 library_only deployment target.", "It is classified as browser_agent.", "Ranking signals: community 75/100, maintenance 62/100." ], "ranking_signals": { "use_case_match": 75, "community": 75, "maintenance": 62, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "library_only", "category": "browser_agent" }, "unmatched_constraints": {}, "confidence_reason": "Medium confidence because the 64/100 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": "2026-09-26T04:31:03.467Z" }, "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 64/100 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": "2026-09-26T04:31:03.467Z", "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 library_only deployment target. It is classified as browser_agent. Ranking signals: community 75/100, maintenance 62/100.", "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 library_only deployment target.", "It is classified as browser_agent.", "Ranking signals: community 75/100, maintenance 62/100." ], "decision_summary": "jo-inc/camofox-browser is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 64/100 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 library_only deployment.", "maturity": "High maturity signal from community and maintenance scores.", "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 library_only 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": "library_only", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 75, "community": 75, "maintenance": 62, "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": 11223, "forks": 1112, "open_issues": 115, "default_branch": "master", "created_at": "2026-01-26T07:31:13Z", "updated_at": "2026-09-26T04:12:20Z", "pushed_at": "2026-09-22T23:39:29Z", "synced_at": "2026-09-26T04:31:03.467Z" }, "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": "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": "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": "2026-09-26T04:31:03.467Z" }, "metrics": { "project_id": "jo-inc/camofox-browser", "stars_30d_delta": 2329, "commits_30d": 70, "releases_180d": 20, "contributors_90d": 47, "issue_first_response_median_hours": null, "recent_push_days": 3, "git_score": 75, "maintenance_score": 62, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-26T04:31:03.467Z" } }, { "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": "Agents that use the browser.", "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": "browserbase/stagehand", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "jackwener/OpenCLI", "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 \"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": 116376, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 15 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 90, "score": 59, "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 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T16:31:17.417Z", "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/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": "browserbase/stagehand", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "jackwener/OpenCLI", "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 \"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": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T16:31:17.417Z", "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.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use browser-use/browser-use 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 library_only deployment target.", "It is classified as browser_agent.", "Ranking signals: community 84/100, maintenance 76/100." ], "ranking_signals": { "use_case_match": 50, "community": 84, "maintenance": 76, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "library_only", "category": "browser_agent" }, "unmatched_constraints": {}, "confidence_reason": "Medium confidence because the 59/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-26T16:31:17.417Z" }, "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.", "users expecting a complete hosted product" ], "confidence_reason": "Medium confidence because the 59/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "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": "2026-09-26T16:31:17.417Z", "reason": "Use browser-use/browser-use 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 library_only deployment target. It is classified as browser_agent. Ranking signals: community 84/100, maintenance 76/100.", "reasons": [ "Use browser-use/browser-use 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 library_only deployment target.", "It is classified as browser_agent.", "Ranking signals: community 84/100, maintenance 76/100." ], "decision_summary": "browser-use/browser-use is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 59/100 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 library_only deployment.", "maturity": "High maturity signal from community and maintenance scores.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/browser-use/browser-use to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/browser-use/browser-use for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the library_only deployment path before committing to a migration.", "Compare against /alternatives/browser-use/browser-use 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/browser-use/browser-use", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/browser-use/browser-use", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/browser-use/browser-use", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/browser-use/browser-use", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/browser-use/browser-use", "kind": "compare" } ], "matched_constraints": { "deployment": "library_only", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 84, "maintenance": 76, "readiness": 60, "license_fit": 0 }, "confidence": "medium", "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": "Agents that use the browser.", "language": "Python", "topics": [ "ai-agents", "ai-tools", "browser-automation", "browser-use", "llm", "playwright", "python" ], "license": "MIT", "stars": 116376, "forks": 12817, "open_issues": 516, "default_branch": "main", "created_at": "2024-10-31T16:00:56Z", "updated_at": "2026-09-26T16:31:11Z", "pushed_at": "2026-09-26T07:29:35Z", "synced_at": "2026-09-26T16:31:17.417Z" }, "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": "browserbase/stagehand", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "jackwener/OpenCLI", "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 \"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": "2026-09-26T16:31:17.417Z" }, "metrics": { "project_id": "browser-use/browser-use", "stars_30d_delta": 4968, "commits_30d": 100, "releases_180d": 15, "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": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-26T16:31:17.417Z" } }, { "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": 43196, "recent_commits": 39, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 44 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 78, "agent_score": 87, "score": 56, "agent_score_breakdown": { "documentation": 90, "maintenance": 67, "deployment": 90, "popularity": 93, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 78, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T03:31:06.758Z", "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 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": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T03:31:06.758Z", "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 vercel-labs/agent-browser when the user needs a browser agent project with vercel, serverless, library-only deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested library_only deployment target.", "It is classified as browser_agent.", "Ranking signals: community 78/100, maintenance 67/100." ], "ranking_signals": { "use_case_match": 50, "community": 78, "maintenance": 67, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "library_only", "category": "browser_agent" }, "unmatched_constraints": {}, "confidence_reason": "Medium confidence because the 56/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-26T03:31:06.758Z" }, "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 56/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "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": "2026-09-26T03:31:06.758Z", "reason": "Use vercel-labs/agent-browser when the user needs a browser agent project with vercel, serverless, library-only deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested library_only deployment target. It is classified as browser_agent. Ranking signals: community 78/100, maintenance 67/100.", "reasons": [ "Use vercel-labs/agent-browser when the user needs a browser agent project with vercel, serverless, library-only deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested library_only deployment target.", "It is classified as browser_agent.", "Ranking signals: community 78/100, maintenance 67/100." ], "decision_summary": "vercel-labs/agent-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": "Partial use-case overlap for \"build Cloudflare-ready AI agents\"; validate the target workflow.", "deployment_fit": "Matches requested library_only deployment.", "maturity": "High maturity signal from community and maintenance scores.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/vercel-labs/agent-browser to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/vercel-labs/agent-browser for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the library_only deployment path before committing to a migration.", "Compare against /alternatives/vercel-labs/agent-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/vercel-labs/agent-browser", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/vercel-labs/agent-browser", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/vercel-labs/agent-browser", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/vercel-labs/agent-browser", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/vercel-labs/agent-browser", "kind": "compare" } ], "matched_constraints": { "deployment": "library_only", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 78, "maintenance": 67, "readiness": 60, "license_fit": 0 }, "confidence": "medium", "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": 43196, "forks": 2901, "open_issues": 817, "default_branch": "main", "created_at": "2026-01-11T05:38:15Z", "updated_at": "2026-09-26T03:21:20Z", "pushed_at": "2026-09-24T21:28:48Z", "synced_at": "2026-09-26T03:31:06.758Z" }, "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": "2026-09-26T03:31:06.758Z" }, "metrics": { "project_id": "vercel-labs/agent-browser", "stars_30d_delta": 1821, "commits_30d": 39, "releases_180d": 44, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 78, "maintenance_score": 67, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-26T03:31:06.758Z" } }, { "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", "dsh-plugin" ], "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 library-only, 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": [ "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 \"browser-use\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": 7273, "recent_commits": 100, "contributors": 22, "issue_response_time_hours": null, "release_frequency_180d": 21 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 73, "agent_score": 75, "score": 54, "agent_score_breakdown": { "documentation": 90, "maintenance": 62, "deployment": 80, "popularity": 77, "community": 67 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 74, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T05:08:53.199Z", "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 Tencent/BrowserSkill when the user needs a browser agent project with library-only, local, cloud deployment options.", "purpose": "Use Tencent/BrowserSkill 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": "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": "high", "evidence": [ "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": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T05:08:53.199Z", "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.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use Tencent/BrowserSkill when the user needs a browser agent project with library-only, local, cloud deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested library_only deployment target.", "It is classified as browser_agent.", "Ranking signals: community 73/100, maintenance 62/100." ], "ranking_signals": { "use_case_match": 50, "community": 73, "maintenance": 62, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "library_only", "category": "browser_agent" }, "unmatched_constraints": {}, "confidence_reason": "Medium confidence because the 54/100 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": "2026-09-26T05:08:53.199Z" }, "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.", "users expecting a complete hosted product" ], "confidence_reason": "Medium confidence because the 54/100 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": "2026-09-26T05:08:53.199Z", "reason": "Use Tencent/BrowserSkill when the user needs a browser agent project with library-only, local, cloud deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested library_only deployment target. It is classified as browser_agent. Ranking signals: community 73/100, maintenance 62/100.", "reasons": [ "Use Tencent/BrowserSkill when the user needs a browser agent project with library-only, local, cloud deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested library_only deployment target.", "It is classified as browser_agent.", "Ranking signals: community 73/100, maintenance 62/100." ], "decision_summary": "Tencent/BrowserSkill is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 54/100 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 library_only deployment.", "maturity": "High maturity signal from community and maintenance scores.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/Tencent/BrowserSkill to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/Tencent/BrowserSkill for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the library_only deployment path before committing to a migration.", "Compare against /alternatives/Tencent/BrowserSkill 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/Tencent/BrowserSkill", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/Tencent/BrowserSkill", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/Tencent/BrowserSkill", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/Tencent/BrowserSkill", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/Tencent/BrowserSkill", "kind": "compare" } ], "matched_constraints": { "deployment": "library_only", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 73, "maintenance": 62, "readiness": 60, "license_fit": 0 }, "confidence": "medium", "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", "dsh-plugin" ], "license": "MIT", "stars": 7273, "forks": 523, "open_issues": 62, "default_branch": "main", "created_at": "2026-06-22T07:24:40Z", "updated_at": "2026-09-26T05:03:34Z", "pushed_at": "2026-09-26T04:45:51Z", "synced_at": "2026-09-26T05:08:53.199Z" }, "agent_card": { "project_id": "Tencent/BrowserSkill", "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": "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 library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": "2026-09-26T05:08:53.199Z" }, "metrics": { "project_id": "Tencent/BrowserSkill", "stars_30d_delta": 5898, "commits_30d": 100, "releases_180d": 21, "contributors_90d": 22, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 73, "maintenance_score": 62, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-26T05:08:53.199Z" } }, { "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", "ai-agents", "browser-agent", "browser-automation", "cdp", "cloud-browser", "data-extraction", "headless-chrome", "playwright", "python", "typescript", "web-automation", "web-scraping" ], "description": "The SDK to extract data and interact with any site on the web. Get started with Claude Code, Codex, Eve, Mastra, and more.", "overview": "Use browserbase/stagehand 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": "jo-inc/camofox-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", "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 \"playwright\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"pip 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": 25399, "recent_commits": 62, "contributors": 45, "issue_response_time_hours": null, "release_frequency_180d": 26 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 70, "agent_score": 83, "score": 53, "agent_score_breakdown": { "documentation": 90, "maintenance": 62, "deployment": 90, "popularity": 88, "community": 90 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 74, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T17:31:08.692Z", "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 browserbase/stagehand when the user needs a browser agent project with vercel, serverless, library-only deployment options.", "purpose": "Use browserbase/stagehand 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": "jo-inc/camofox-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 \"playwright\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"pip 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": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T17:31:08.692Z", "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 browserbase/stagehand when the user needs a browser agent project with vercel, serverless, library-only deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested library_only deployment target.", "It is classified as browser_agent.", "Ranking signals: community 70/100, maintenance 62/100." ], "ranking_signals": { "use_case_match": 50, "community": 70, "maintenance": 62, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "library_only", "category": "browser_agent" }, "unmatched_constraints": {}, "confidence_reason": "Medium confidence because the 53/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-26T17:31:08.692Z" }, "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 53/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "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": "2026-09-26T17:31:08.692Z", "reason": "Use browserbase/stagehand when the user needs a browser agent project with vercel, serverless, library-only deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested library_only deployment target. It is classified as browser_agent. Ranking signals: community 70/100, maintenance 62/100.", "reasons": [ "Use browserbase/stagehand when the user needs a browser agent project with vercel, serverless, library-only deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested library_only deployment target.", "It is classified as browser_agent.", "Ranking signals: community 70/100, maintenance 62/100." ], "decision_summary": "browserbase/stagehand is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 53/100 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 library_only deployment.", "maturity": "High maturity signal from community and maintenance scores.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/browserbase/stagehand to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/browserbase/stagehand for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the library_only deployment path before committing to a migration.", "Compare against /alternatives/browserbase/stagehand 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/browserbase/stagehand", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/browserbase/stagehand", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/browserbase/stagehand", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/browserbase/stagehand", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/browserbase/stagehand", "kind": "compare" } ], "matched_constraints": { "deployment": "library_only", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 70, "maintenance": 62, "readiness": 60, "license_fit": 0 }, "confidence": "medium", "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 to extract data and interact with any site on the web. Get started with Claude Code, Codex, Eve, Mastra, and more.", "language": "TypeScript", "topics": [ "agents", "ai", "ai-agents", "browser-agent", "browser-automation", "cdp", "cloud-browser", "data-extraction", "headless-chrome", "playwright", "python", "typescript", "web-automation", "web-scraping" ], "license": "MIT", "stars": 25399, "forks": 1737, "open_issues": 371, "default_branch": "main", "created_at": "2024-03-24T19:19:44Z", "updated_at": "2026-09-26T16:51:52Z", "pushed_at": "2026-09-25T22:10:16Z", "synced_at": "2026-09-26T17:31:08.692Z" }, "agent_card": { "project_id": "browserbase/stagehand", "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": "jo-inc/camofox-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 browserbase/stagehand when the user needs a browser agent project with vercel, serverless, library-only deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"playwright\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"pip 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": "2026-09-26T17:31:08.692Z" }, "metrics": { "project_id": "browserbase/stagehand", "stars_30d_delta": 1372, "commits_30d": 62, "releases_180d": 26, "contributors_90d": 45, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 70, "maintenance_score": 62, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-26T17:31:08.692Z" } } ], "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1213, "generated_at": "2026-09-26T18:29:49.767Z", "snapshot_id": "d1:1213:2026-09-26T18:01:08.000Z", "latest_synced_at": "2026-09-26T18:01:08.000Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }