{ "query": { "use_case": "build Cloudflare-ready AI agents", "deployment": "serverless", "category": "browser_agent" }, "recommendations": [ { "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": 42927, "recent_commits": 46, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 48 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 79, "agent_score": 87, "score": 56, "agent_score_breakdown": { "documentation": 90, "maintenance": 68, "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": "2026-09-20T20:01:02.787Z", "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": "2026-09-20T20:01:02.787Z", "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 serverless deployment target.", "It is classified as browser_agent.", "Ranking signals: community 79/100, maintenance 68/100." ], "ranking_signals": { "use_case_match": 50, "community": 79, "maintenance": 68, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "serverless", "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": "2026-09-20T20:01:02.787Z" }, "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": "2026-09-20T20:01:02.787Z", "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 serverless deployment target. It is classified as browser_agent. Ranking signals: community 79/100, maintenance 68/100.", "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 serverless deployment target.", "It is classified as browser_agent.", "Ranking signals: community 79/100, maintenance 68/100." ], "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 serverless 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 serverless 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": "serverless", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 79, "maintenance": 68, "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": 42927, "forks": 2880, "open_issues": 793, "default_branch": "main", "created_at": "2026-01-11T05:38:15Z", "updated_at": "2026-09-20T19:21:04Z", "pushed_at": "2026-09-18T22:18:42Z", "synced_at": "2026-09-20T20:01:02.787Z" }, "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": "2026-09-20T20:01:02.787Z" }, "metrics": { "project_id": "vercel-labs/agent-browser", "stars_30d_delta": 1866, "commits_30d": 46, "releases_180d": 48, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 79, "maintenance_score": 68, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-20T20:01:02.787Z" } }, { "project_id": "jackwener/OpenCLI", "repo": "jackwener/OpenCLI", "name": "OpenCLI", "github_url": "https://github.com/jackwener/OpenCLI", "homepage_url": "https://opencli.info/", "language": "JavaScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "ai-agent", "ai-agents", "ai-tools", "browser-automation", "browser-use", "cli", "playwright" ], "description": "Make Any Website into CLI & Use your logged-in browser by AI agent. ", "overview": "Use jackwener/OpenCLI when the user needs a browser agent project with docker, vercel, serverless 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": "citrolabs/ego-lite", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "docker", "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": "high", "evidence": [ "Matched \"playwright\" in metadata.", "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" 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": 29488, "recent_commits": 99, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 56 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 77, "agent_score": 88, "score": 56, "agent_score_breakdown": { "documentation": 90, "maintenance": 68, "deployment": 100, "popularity": 89, "community": 100 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 78, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T15:30:59.494Z", "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 jackwener/OpenCLI when the user needs a browser agent project with docker, vercel, serverless deployment options.", "purpose": "Use jackwener/OpenCLI when the user needs a browser agent project with docker, vercel, serverless 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", "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": "citrolabs/ego-lite", "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": [ "Matched \"vercel\" 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": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T15:30:59.494Z", "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 jackwener/OpenCLI when the user needs a browser agent project with docker, vercel, serverless deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested serverless deployment target.", "It is classified as browser_agent.", "Ranking signals: community 77/100, maintenance 68/100." ], "ranking_signals": { "use_case_match": 50, "community": 77, "maintenance": 68, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "serverless", "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": "2026-09-20T15:30:59.494Z" }, "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; 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": "2026-09-20T15:30:59.494Z", "reason": "Use jackwener/OpenCLI when the user needs a browser agent project with docker, vercel, serverless deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested serverless deployment target. It is classified as browser_agent. Ranking signals: community 77/100, maintenance 68/100.", "reasons": [ "Use jackwener/OpenCLI when the user needs a browser agent project with docker, vercel, serverless deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested serverless deployment target.", "It is classified as browser_agent.", "Ranking signals: community 77/100, maintenance 68/100." ], "decision_summary": "jackwener/OpenCLI 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 serverless deployment.", "maturity": "High maturity signal from community and maintenance scores.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/jackwener/OpenCLI to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/jackwener/OpenCLI for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the serverless deployment path before committing to a migration.", "Compare against /alternatives/jackwener/OpenCLI 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/jackwener/OpenCLI", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/jackwener/OpenCLI", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/jackwener/OpenCLI", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/jackwener/OpenCLI", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/jackwener/OpenCLI", "kind": "compare" } ], "matched_constraints": { "deployment": "serverless", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 77, "maintenance": 68, "readiness": 60, "license_fit": 0 }, "confidence": "medium", "project": { "id": "jackwener/OpenCLI", "owner": "jackwener", "name": "OpenCLI", "full_name": "jackwener/OpenCLI", "github_url": "https://github.com/jackwener/OpenCLI", "homepage_url": "https://opencli.info/", "description": "Make Any Website into CLI & Use your logged-in browser by AI agent. ", "language": "JavaScript", "topics": [ "ai-agent", "ai-agents", "ai-tools", "browser-automation", "browser-use", "cli", "playwright" ], "license": "Apache-2.0", "stars": 29488, "forks": 2883, "open_issues": 282, "default_branch": "main", "created_at": "2026-03-14T22:10:23Z", "updated_at": "2026-09-20T15:16:46Z", "pushed_at": "2026-08-30T17:36:26Z", "synced_at": "2026-09-20T15:30:59.494Z" }, "agent_card": { "project_id": "jackwener/OpenCLI", "project_kind": "project", "category": "browser_agent", "difficulty": "intermediate", "deployment": [ "docker", "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": "citrolabs/ego-lite", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use jackwener/OpenCLI when the user needs a browser agent project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"playwright\" in metadata.", "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" 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": "2026-09-20T15:30:59.494Z" }, "metrics": { "project_id": "jackwener/OpenCLI", "stars_30d_delta": 1247, "commits_30d": 99, "releases_180d": 56, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 20, "git_score": 77, "maintenance_score": 68, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-20T15:30:59.494Z" } }, { "project_id": "citrolabs/ego-lite", "repo": "citrolabs/ego-lite", "name": "ego-lite", "github_url": "https://github.com/citrolabs/ego-lite", "homepage_url": "https://lite.ego.app", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "agent-skills", "ai-agent", "automation", "browser", "browser-automation", "claude-code", "codex", "hermes-agent", "skills", "skills-sh" ], "description": "The fastest browser for AI agents to run browser automation, built for sharing your logged-in browser state with your AI agents, like Codex or Claude Code, without disturbing you. Zero cost, zero config.", "overview": "Use citrolabs/ego-lite when the user needs a browser agent project with vercel, serverless, local deployment options.", "alternatives": [ { "repo": "vercel-labs/agent-browser", "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": [ "Browser automation", "LLM provider" ], "deployments": [ "vercel", "serverless", "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" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": 16279, "recent_commits": 79, "contributors": 9, "issue_response_time_hours": null, "release_frequency_180d": 13 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 69, "agent_score": 73, "score": 51, "agent_score_breakdown": { "documentation": 90, "maintenance": 55, "deployment": 80, "popularity": 84, "community": 54 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 69, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T20:31:04.080Z", "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 citrolabs/ego-lite when the user needs a browser agent project with vercel, serverless, local deployment options.", "purpose": "Use citrolabs/ego-lite when the user needs a browser agent project with vercel, serverless, local deployment options.", "install": "Run the browser agent with the setup described in the repository README.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "backend-only jobs", "offline batch processing" ], "deployment": [ "vercel", "serverless", "local" ], "alternatives": [ { "repo": "vercel-labs/agent-browser", "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": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": "2026-09-20T20:31:04.080Z", "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 citrolabs/ego-lite when the user needs a browser agent project with vercel, serverless, local deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested serverless deployment target.", "It is classified as browser_agent.", "Ranking signals: community 69/100, maintenance 55/100." ], "ranking_signals": { "use_case_match": 50, "community": 69, "maintenance": 55, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "serverless", "category": "browser_agent" }, "unmatched_constraints": {}, "confidence_reason": "Medium confidence because the 51/100 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": "2026-09-20T20:31:04.080Z" }, "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 51/100 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": "2026-09-20T20:31:04.080Z", "reason": "Use citrolabs/ego-lite when the user needs a browser agent project with vercel, serverless, local deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested serverless deployment target. It is classified as browser_agent. Ranking signals: community 69/100, maintenance 55/100.", "reasons": [ "Use citrolabs/ego-lite when the user needs a browser agent project with vercel, serverless, local deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested serverless deployment target.", "It is classified as browser_agent.", "Ranking signals: community 69/100, maintenance 55/100." ], "decision_summary": "citrolabs/ego-lite is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 51/100 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 serverless 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/citrolabs/ego-lite to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/citrolabs/ego-lite for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the serverless deployment path before committing to a migration.", "Compare against /alternatives/citrolabs/ego-lite before final selection." ], "risk_flags": [], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/citrolabs/ego-lite", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/citrolabs/ego-lite", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/citrolabs/ego-lite", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/citrolabs/ego-lite", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/citrolabs/ego-lite", "kind": "compare" } ], "matched_constraints": { "deployment": "serverless", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 69, "maintenance": 55, "readiness": 60, "license_fit": 0 }, "confidence": "medium", "project": { "id": "citrolabs/ego-lite", "owner": "citrolabs", "name": "ego-lite", "full_name": "citrolabs/ego-lite", "github_url": "https://github.com/citrolabs/ego-lite", "homepage_url": "https://lite.ego.app", "description": "The fastest browser for AI agents to run browser automation, built for sharing your logged-in browser state with your AI agents, like Codex or Claude Code, without disturbing you. Zero cost, zero config.", "language": "JavaScript", "topics": [ "agent-skills", "ai-agent", "automation", "browser", "browser-automation", "claude-code", "codex", "hermes-agent", "skills", "skills-sh" ], "license": "MIT", "stars": 16279, "forks": 854, "open_issues": 172, "default_branch": "main", "created_at": "2026-04-16T12:51:09Z", "updated_at": "2026-09-20T20:00:47Z", "pushed_at": "2026-09-20T08:48:37Z", "synced_at": "2026-09-20T20:31:04.080Z" }, "agent_card": { "project_id": "citrolabs/ego-lite", "project_kind": "project", "category": "browser_agent", "difficulty": "intermediate", "deployment": [ "vercel", "serverless", "local" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "vercel-labs/agent-browser", "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 citrolabs/ego-lite when the user needs a browser agent project with vercel, serverless, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": "2026-09-20T20:31:04.080Z" }, "metrics": { "project_id": "citrolabs/ego-lite", "stars_30d_delta": 4008, "commits_30d": 79, "releases_180d": 13, "contributors_90d": 9, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 69, "maintenance_score": 55, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-20T20:31:04.080Z" } }, { "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": "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": [ "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": 24588, "recent_commits": 69, "contributors": 44, "issue_response_time_hours": null, "release_frequency_180d": 27 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 51, "agent_score": 83, "score": 48, "agent_score_breakdown": { "documentation": 90, "maintenance": 63, "deployment": 90, "popularity": 88, "community": 89 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 75, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T08:01:11.450Z", "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": "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": "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": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T08:01:11.450Z", "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 serverless deployment target.", "It is classified as browser_agent.", "Ranking signals: community 51/100, maintenance 63/100." ], "ranking_signals": { "use_case_match": 50, "community": 51, "maintenance": 63, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "serverless", "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 usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-20T08:01:11.450Z" }, "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 48/100 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": "2026-09-20T08:01:11.450Z", "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 serverless deployment target. It is classified as browser_agent. Ranking signals: community 51/100, maintenance 63/100.", "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 serverless deployment target.", "It is classified as browser_agent.", "Ranking signals: community 51/100, maintenance 63/100." ], "decision_summary": "browserbase/stagehand 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 serverless 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/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 serverless 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": "serverless", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 51, "maintenance": 63, "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": 24588, "forks": 1698, "open_issues": 394, "default_branch": "main", "created_at": "2024-03-24T19:19:44Z", "updated_at": "2026-09-20T07:52:20Z", "pushed_at": "2026-09-20T01:49:28Z", "synced_at": "2026-09-20T08:01:11.450Z" }, "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": "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 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": "2026-09-20T08:01:11.450Z" }, "metrics": { "project_id": "browserbase/stagehand", "stars_30d_delta": 631, "commits_30d": 69, "releases_180d": 27, "contributors_90d": 44, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 51, "maintenance_score": 63, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-20T08:01:11.450Z" } }, { "project_id": "huggingface/huggingface.js", "repo": "huggingface/huggingface.js", "name": "huggingface.js", "github_url": "https://github.com/huggingface/huggingface.js", "homepage_url": "https://hf.co/docs/huggingface.js", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "api-client", "hub", "huggingface", "inference", "machine-learning" ], "description": "Use Hugging Face with JavaScript", "overview": "Use huggingface/huggingface.js when the user needs a browser agent project with serverless, library-only, local deployment options.", "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browsercode", "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": [ "serverless", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"playwright\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 2526, "recent_commits": 75, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 42, "agent_score": 83, "score": 48, "agent_score_breakdown": { "documentation": 90, "maintenance": 72, "deployment": 90, "popularity": 68, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 81, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T01:00:50.300Z", "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 huggingface/huggingface.js when the user needs a browser agent project with serverless, library-only, local deployment options.", "purpose": "Use huggingface/huggingface.js when the user needs a browser agent project with serverless, library-only, local deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "backend-only jobs", "offline batch processing" ], "deployment": [ "serverless", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browsercode", "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 repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T01:00:50.300Z", "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: releases180d, contributors90d.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use huggingface/huggingface.js when the user needs a browser agent project with serverless, library-only, local deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested serverless deployment target.", "It is classified as browser_agent.", "Ranking signals: community 42/100, maintenance 72/100." ], "ranking_signals": { "use_case_match": 50, "community": 42, "maintenance": 72, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "serverless", "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 usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-20T01:00:50.300Z" }, "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: releases180d, contributors90d.", "users expecting a complete hosted product" ], "confidence_reason": "Medium confidence because the 48/100 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": "2026-09-20T01:00:50.300Z", "reason": "Use huggingface/huggingface.js when the user needs a browser agent project with serverless, library-only, local deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested serverless deployment target. It is classified as browser_agent. Ranking signals: community 42/100, maintenance 72/100.", "reasons": [ "Use huggingface/huggingface.js when the user needs a browser agent project with serverless, library-only, local deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested serverless deployment target.", "It is classified as browser_agent.", "Ranking signals: community 42/100, maintenance 72/100." ], "decision_summary": "huggingface/huggingface.js 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 serverless 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/huggingface/huggingface.js to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/huggingface/huggingface.js for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the serverless deployment path before committing to a migration.", "Compare against /alternatives/huggingface/huggingface.js 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/huggingface/huggingface.js", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/huggingface/huggingface.js", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/huggingface/huggingface.js", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/huggingface/huggingface.js", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/huggingface/huggingface.js", "kind": "compare" } ], "matched_constraints": { "deployment": "serverless", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 42, "maintenance": 72, "readiness": 60, "license_fit": 0 }, "confidence": "medium", "project": { "id": "huggingface/huggingface.js", "owner": "huggingface", "name": "huggingface.js", "full_name": "huggingface/huggingface.js", "github_url": "https://github.com/huggingface/huggingface.js", "homepage_url": "https://hf.co/docs/huggingface.js", "description": "Use Hugging Face with JavaScript", "language": "TypeScript", "topics": [ "api-client", "hub", "huggingface", "inference", "machine-learning" ], "license": "MIT", "stars": 2526, "forks": 896, "open_issues": 326, "default_branch": "main", "created_at": "2023-02-06T18:37:09Z", "updated_at": "2026-09-19T10:17:35Z", "pushed_at": "2026-09-19T03:21:59Z", "synced_at": "2026-09-20T01:00:50.300Z" }, "agent_card": { "project_id": "huggingface/huggingface.js", "project_kind": "project", "category": "browser_agent", "difficulty": "beginner", "deployment": [ "serverless", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "browser-use/browsercode", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], 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