{ "query": { "use_case": "build Cloudflare-ready AI agents", "deployment": "vercel", "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": "browserbase/stagehand", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "SeleniumHQ/selenium", "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.", "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": 45396, "recent_commits": 98, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 37 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 89, "score": 59, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 93, "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": "2026-11-03T22:00:58.162Z", "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": "browserbase/stagehand", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "SeleniumHQ/selenium", "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.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-03T22:00:58.162Z", "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 vercel 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": "vercel", "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": "2026-11-03T22:00:58.162Z" }, "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 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": "2026-11-03T22:00:58.162Z", "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 vercel deployment target. It is classified as browser_agent. Ranking signals: community 84/100, maintenance 76/100.", "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 vercel deployment target.", "It is classified as browser_agent.", "Ranking signals: community 84/100, maintenance 76/100." ], "decision_summary": "vercel-labs/agent-browser 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 vercel 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 vercel 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": "vercel", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 84, "maintenance": 76, "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": 45396, "forks": 3113, "open_issues": 497, "default_branch": "main", "created_at": "2026-01-11T05:38:15Z", "updated_at": "2026-11-03T21:48:18Z", "pushed_at": "2026-11-03T21:45:45Z", "synced_at": "2026-11-03T22:00:58.162Z" }, "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": "browserbase/stagehand", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "SeleniumHQ/selenium", "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.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-03T22:00:58.162Z" }, "metrics": { "project_id": "vercel-labs/agent-browser", "stars_30d_delta": 1933, "commits_30d": 98, "releases_180d": 37, "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": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-03T22:00:58.162Z" } }, { "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": "jackwener/OpenCLI", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "jo-inc/camofox-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "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": 25925, "recent_commits": 91, "contributors": 48, "issue_response_time_hours": null, "release_frequency_180d": 23 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 48, "agent_score": 85, "score": 48, "agent_score_breakdown": { "documentation": 90, "maintenance": 67, "deployment": 90, "popularity": 88, "community": 93 }, "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": "2026-11-03T18:01:07.876Z", "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": "jackwener/OpenCLI", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "jo-inc/camofox-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"playwright\" in metadata." ] }, "deployment": { "confidence": "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": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-03T18:01:07.876Z", "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 vercel deployment target.", "It is classified as browser_agent.", "Ranking signals: community 48/100, maintenance 67/100." ], "ranking_signals": { "use_case_match": 50, "community": 48, "maintenance": 67, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "vercel", "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": "2026-11-03T18:01:07.876Z" }, "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": "2026-11-03T18:01:07.876Z", "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 vercel deployment target. It is classified as browser_agent. Ranking signals: community 48/100, maintenance 67/100.", "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 vercel deployment target.", "It is classified as browser_agent.", "Ranking signals: community 48/100, maintenance 67/100." ], "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 vercel 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 vercel 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": "vercel", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 48, "maintenance": 67, "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": 25925, "forks": 1806, "open_issues": 409, "default_branch": "main", "created_at": "2024-03-24T19:19:44Z", "updated_at": "2026-11-03T16:12:15Z", "pushed_at": "2026-11-03T16:41:30Z", "synced_at": "2026-11-03T18:01:07.876Z" }, "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": "jackwener/OpenCLI", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "jo-inc/camofox-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use 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": "2026-11-03T18:01:07.876Z" }, "metrics": { "project_id": "browserbase/stagehand", "stars_30d_delta": 404, "commits_30d": 91, "releases_180d": 23, "contributors_90d": 48, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 48, "maintenance_score": 67, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-03T18:01:07.876Z" } }, { "project_id": "kunchenguid/chrome-devtools-axi", "repo": "kunchenguid/chrome-devtools-axi", "name": "chrome-devtools-axi", "github_url": "https://github.com/kunchenguid/chrome-devtools-axi", "homepage_url": null, "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "browser_agent" ], "tags": [], "description": "The most agent-ergonomic browser automation", "overview": "Use kunchenguid/chrome-devtools-axi when the user needs a browser agent project with vercel, serverless, library-only deployment options.", "alternatives": [ { "repo": "Tencent/BrowserSkill", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browserbase/stagehand", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "vercel", "serverless", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "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.", "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": 445, "recent_commits": 21, "contributors": 18, "issue_response_time_hours": null, "release_frequency_180d": 27 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 26, "agent_score": 69, "score": 39, "agent_score_breakdown": { "documentation": 90, "maintenance": 48, "deployment": 90, "popularity": 53, "community": 63 }, "git_top_score": 87, "git_top_score_breakdown": { "community": 100, "maintenance": 61, "documentation": 92, "stability": 100, "adoption": 77, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-10-31T20:00:54.464Z", "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 kunchenguid/chrome-devtools-axi when the user needs a browser agent project with vercel, serverless, library-only deployment options.", "purpose": "Use kunchenguid/chrome-devtools-axi 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": "Tencent/BrowserSkill", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browserbase/stagehand", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "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.", "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": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-10-31T20:00:54.464Z", "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.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use kunchenguid/chrome-devtools-axi 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 vercel deployment target.", "It is classified as browser_agent.", "Ranking signals: community 26/100, maintenance 48/100." ], "ranking_signals": { "use_case_match": 50, "community": 26, "maintenance": 48, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "vercel", "category": "browser_agent" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 39/100, use-case match is 50/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-10-31T20:00:54.464Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 39/100, use-case match is 50/100, or constraints are weakly matched; 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": "2026-10-31T20:00:54.464Z", "reason": "Use kunchenguid/chrome-devtools-axi 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 vercel deployment target. It is classified as browser_agent. Ranking signals: community 26/100, maintenance 48/100.", "reasons": [ "Use kunchenguid/chrome-devtools-axi 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 vercel deployment target.", "It is classified as browser_agent.", "Ranking signals: community 26/100, maintenance 48/100." ], "decision_summary": "kunchenguid/chrome-devtools-axi is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 39/100 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 vercel deployment.", "maturity": "Early or uneven maturity signal; review maintenance history before adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/kunchenguid/chrome-devtools-axi to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/kunchenguid/chrome-devtools-axi for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the vercel deployment path before committing to a migration.", "Compare against /alternatives/kunchenguid/chrome-devtools-axi before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/kunchenguid/chrome-devtools-axi", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/kunchenguid/chrome-devtools-axi", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/kunchenguid/chrome-devtools-axi", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/kunchenguid/chrome-devtools-axi", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/kunchenguid/chrome-devtools-axi", "kind": "compare" } ], "matched_constraints": { "deployment": "vercel", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 26, "maintenance": 48, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "kunchenguid/chrome-devtools-axi", "owner": "kunchenguid", "name": "chrome-devtools-axi", "full_name": "kunchenguid/chrome-devtools-axi", "github_url": "https://github.com/kunchenguid/chrome-devtools-axi", "homepage_url": null, "description": "The most agent-ergonomic browser automation", "language": "TypeScript", "topics": [], "license": "MIT", "stars": 445, "forks": 70, "open_issues": 17, "default_branch": "main", "created_at": "2026-03-27T23:06:35Z", "updated_at": "2026-10-29T13:46:33Z", "pushed_at": "2026-10-29T13:46:42Z", "synced_at": "2026-10-31T20:00:54.464Z" }, "agent_card": { "project_id": "kunchenguid/chrome-devtools-axi", "project_kind": "project", "category": "browser_agent", "difficulty": "beginner", "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": "Tencent/BrowserSkill", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "browserbase/stagehand", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use kunchenguid/chrome-devtools-axi 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.", "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": "2026-10-31T20:00:54.464Z" }, "metrics": { "project_id": "kunchenguid/chrome-devtools-axi", "stars_30d_delta": 42, "commits_30d": 21, "releases_180d": 27, "contributors_90d": 18, "issue_first_response_median_hours": null, "recent_push_days": 2, "git_score": 26, "maintenance_score": 48, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-10-31T20:00:54.464Z" } }, { "project_id": "justrach/kuri", "repo": "justrach/kuri", "name": "kuri", "github_url": "https://github.com/justrach/kuri", "homepage_url": "https://kuri.trilok.ai", "language": "Zig", "license": "NOASSERTION", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "ai-agents", "android", "browser-automation", "chrome-cdp", "ios", "mobile-automation", "web-scraping", "zig" ], "description": "Browser automation, web crawling, and iOS + Android device control for AI agents. Zig-native, token-efficient CDP snapshots, HAR recording, native adb wire-protocol client, and a standalone fetcher.", "overview": "Use justrach/kuri when the user needs a browser agent project with vercel, serverless, library-only deployment options.", "alternatives": [ { "repo": "jackwener/OpenCLI", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "citrolabs/ego-lite", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "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": "beginner", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 367, "recent_commits": 4, "contributors": 6, "issue_response_time_hours": null, "release_frequency_180d": 17 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 21, "agent_score": 63, "score": 35, "agent_score_breakdown": { "documentation": 90, "maintenance": 34, "deployment": 90, "popularity": 51, "community": 51 }, "git_top_score": 78, "git_top_score_breakdown": { "community": 86, "maintenance": 38, "documentation": 84, "stability": 100, "adoption": 70, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-10-31T23:01:04.024Z", "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 justrach/kuri when the user needs a browser agent project with vercel, serverless, library-only deployment options.", "purpose": "Use justrach/kuri 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": "jackwener/OpenCLI", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "citrolabs/ego-lite", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "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.", "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": [ "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": "2026-10-31T23:01:04.024Z", "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.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use justrach/kuri 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 vercel deployment target.", "It is classified as browser_agent.", "Ranking signals: community 21/100, maintenance 34/100." ], "ranking_signals": { "use_case_match": 50, "community": 21, "maintenance": 34, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "vercel", "category": "browser_agent" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 35/100, use-case match is 50/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-10-31T23:01:04.024Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 35/100, use-case match is 50/100, or constraints are weakly matched; 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": "2026-10-31T23:01:04.024Z", "reason": "Use justrach/kuri 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 vercel deployment target. It is classified as browser_agent. Ranking signals: community 21/100, maintenance 34/100.", "reasons": [ "Use justrach/kuri 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 vercel deployment target.", "It is classified as browser_agent.", "Ranking signals: community 21/100, maintenance 34/100." ], "decision_summary": "justrach/kuri is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 35/100 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 vercel deployment.", "maturity": "Early or uneven maturity signal; review maintenance history before adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/justrach/kuri to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/justrach/kuri for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the vercel deployment path before committing to a migration.", "Compare against /alternatives/justrach/kuri before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/justrach/kuri", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/justrach/kuri", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/justrach/kuri", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/justrach/kuri", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/justrach/kuri", "kind": "compare" } ], "matched_constraints": { "deployment": "vercel", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 21, "maintenance": 34, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "justrach/kuri", "owner": "justrach", "name": "kuri", "full_name": "justrach/kuri", "github_url": "https://github.com/justrach/kuri", "homepage_url": "https://kuri.trilok.ai", "description": "Browser automation, web crawling, and iOS + Android device control for AI agents. Zig-native, token-efficient CDP snapshots, HAR recording, native adb wire-protocol client, and a standalone fetcher.", "language": "Zig", "topics": [ "ai-agents", "android", "browser-automation", "chrome-cdp", "ios", "mobile-automation", "web-scraping", "zig" ], "license": "NOASSERTION", "stars": 367, "forks": 21, "open_issues": 14, "default_branch": "main", "created_at": "2026-03-04T07:09:00Z", "updated_at": "2026-10-27T23:29:51Z", "pushed_at": "2026-10-09T09:24:32Z", "synced_at": "2026-10-31T23:01:04.024Z" }, "agent_card": { "project_id": "justrach/kuri", "project_kind": "project", "category": "browser_agent", "difficulty": "beginner", "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": "jackwener/OpenCLI", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "citrolabs/ego-lite", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "jo-inc/camofox-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use justrach/kuri 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.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-10-31T23:01:04.024Z" }, "metrics": { "project_id": "justrach/kuri", "stars_30d_delta": 6, "commits_30d": 4, "releases_180d": 17, "contributors_90d": 6, "issue_first_response_median_hours": null, "recent_push_days": 22, "git_score": 21, "maintenance_score": 34, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-10-31T23:01:04.024Z" } }, { "project_id": "vercel/chatbot", "repo": "vercel/chatbot", "name": "chatbot", "github_url": "https://github.com/vercel/chatbot", "homepage_url": "https://chatbot.ai-sdk.dev", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "ai", "chatgpt", "nextjs", "react", "redis", "shadcn-ui", "vercel" ], "description": "A full-featured, hackable Next.js AI chatbot built by Vercel", "overview": "Use vercel/chatbot when the user needs a browser agent project with vercel, serverless, library-only deployment options.", "alternatives": [ { "repo": "Tencent/BrowserSkill", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browserbase/stagehand", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee", "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 repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"serverless\" 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": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 21031, "recent_commits": 5, "contributors": 76, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 20, "agent_score": 78, "score": 35, "agent_score_breakdown": { "documentation": 90, "maintenance": 36, "deployment": 90, "popularity": 86, "community": 100 }, "git_top_score": 78, "git_top_score_breakdown": { "community": 100, "maintenance": 28, "documentation": 84, "stability": 70, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-04T09:00:50.044Z", "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/chatbot when the user needs a browser agent project with vercel, serverless, library-only deployment options.", "purpose": "Use vercel/chatbot 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": "Tencent/BrowserSkill", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browserbase/stagehand", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "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 \"vercel\" in repository content.", "Matched \"serverless\" 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": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-04T09:00:50.044Z", "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.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use vercel/chatbot 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 vercel deployment target.", "It is classified as browser_agent.", "Ranking signals: community 20/100, maintenance 36/100." ], "ranking_signals": { "use_case_match": 50, "community": 20, "maintenance": 36, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "vercel", "category": "browser_agent" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 35/100, use-case match is 50/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-04T09:00:50.044Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 35/100, use-case match is 50/100, or constraints are weakly matched; 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": "2026-11-04T09:00:50.044Z", "reason": "Use vercel/chatbot 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 vercel deployment target. It is classified as browser_agent. Ranking signals: community 20/100, maintenance 36/100.", "reasons": [ "Use vercel/chatbot 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 vercel deployment target.", "It is classified as browser_agent.", "Ranking signals: community 20/100, maintenance 36/100." ], "decision_summary": "vercel/chatbot is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 35/100 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 vercel deployment.", "maturity": "Early or uneven maturity signal; review maintenance history before adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/vercel/chatbot to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/vercel/chatbot for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the vercel deployment path before committing to a migration.", "Compare against /alternatives/vercel/chatbot before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/vercel/chatbot", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/vercel/chatbot", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/vercel/chatbot", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/vercel/chatbot", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/vercel/chatbot", "kind": "compare" } ], "matched_constraints": { "deployment": "vercel", "category": "browser_agent" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 20, "maintenance": 36, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "vercel/chatbot", "owner": "vercel", "name": "chatbot", "full_name": "vercel/chatbot", "github_url": "https://github.com/vercel/chatbot", "homepage_url": "https://chatbot.ai-sdk.dev", "description": "A full-featured, hackable Next.js AI chatbot built by Vercel", "language": "TypeScript", "topics": [ "ai", "chatgpt", "nextjs", "react", "redis", "shadcn-ui", "vercel" ], "license": "NOASSERTION", "stars": 21031, "forks": 6784, "open_issues": 34, "default_branch": "main", "created_at": "2023-05-19T16:36:23Z", "updated_at": "2026-11-03T20:39:09Z", "pushed_at": "2026-11-03T18:02:17Z", "synced_at": "2026-11-04T09:00:50.044Z" }, "agent_card": { "project_id": "vercel/chatbot", "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": "Tencent/BrowserSkill", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "browserbase/stagehand", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "apify/crawlee", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use vercel/chatbot when the user needs a browser agent project with vercel, serverless, library-only deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"playwright\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"serverless\" 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": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-04T09:00:50.044Z" }, "metrics": { "project_id": "vercel/chatbot", "stars_30d_delta": 46, "commits_30d": 5, "releases_180d": 0, "contributors_90d": 76, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 20, "maintenance_score": 36, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-04T09:00:50.044Z" } } ], "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1224, "generated_at": "2026-11-04T10:02:02.460Z", "snapshot_id": "d1:1224:2026-11-04T10:00:53.757Z", "latest_synced_at": "2026-11-04T10:00:53.757Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }