{
  "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": 40083,
        "recent_commits": 31,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 82
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 77,
      "agent_score": 86,
      "score": 55,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 65,
        "deployment": 90,
        "popularity": 92,
        "community": 100
      },
      "git_top_score": 92,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 76,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use vercel-labs/agent-browser when the user needs a browser agent project with vercel, serverless, library-only deployment options.",
        "purpose": "Use vercel-labs/agent-browser when the user needs a browser agent project with vercel, serverless, library-only deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "vercel",
          "serverless",
          "library_only",
          "local"
        ],
        "alternatives": [
          {
            "repo": "browser-use/browser-use",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "unclecode/crawl4ai",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "huggingface/huggingface.js",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"browser automation\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"vercel\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "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 77/100, maintenance 65/100."
        ],
        "ranking_signals": {
          "use_case_match": 50,
          "community": 77,
          "maintenance": 65,
          "readiness": 60,
          "license_fit": 0
        },
        "matched_constraints": {
          "deployment": "serverless",
          "category": "browser_agent"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Medium confidence because the 55/100 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": "2026-08-06T21:30:58.879Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: contributors90d.",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Medium confidence because the 55/100 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"
      ],
      "last_verified_at": "2026-08-06T21:30:58.879Z",
      "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 77/100, maintenance 65/100.",
      "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 77/100, maintenance 65/100."
      ],
      "decision_summary": "vercel-labs/agent-browser is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 55/100 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": 77,
        "maintenance": 65,
        "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": 40083,
        "forks": 2632,
        "open_issues": 644,
        "default_branch": "main",
        "created_at": "2026-01-11T05:38:15Z",
        "updated_at": "2026-08-06T20:56:29Z",
        "pushed_at": "2026-08-04T23:22:49Z",
        "synced_at": "2026-08-06T21:30:58.879Z"
      },
      "agent_card": {
        "project_id": "vercel-labs/agent-browser",
        "project_kind": "project",
        "category": "browser_agent",
        "difficulty": "intermediate",
        "deployment": [
          "vercel",
          "serverless",
          "library_only",
          "local"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "browser-use/browser-use",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "project_id": "unclecode/crawl4ai",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "project_id": "huggingface/huggingface.js",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          }
        ],
        "summary_for_agent": "Use vercel-labs/agent-browser when the user needs a browser agent project with vercel, serverless, library-only deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"browser automation\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"vercel\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-06T21:30:58.879Z"
      },
      "metrics": {
        "project_id": "vercel-labs/agent-browser",
        "stars_30d_delta": 2090,
        "commits_30d": 31,
        "releases_180d": 82,
        "contributors_90d": 100,
        "issue_first_response_median_hours": null,
        "recent_push_days": 1,
        "git_score": 77,
        "maintenance_score": 65,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "calculated_at": "2026-08-06T21:30:58.879Z"
      }
    },
    {
      "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": "browser-use/browser-harness",
          "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": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"browser automation\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"vercel\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 7011,
        "recent_commits": 64,
        "contributors": 5,
        "issue_response_time_hours": null,
        "release_frequency_180d": 13
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 66,
      "agent_score": 70,
      "score": 50,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 51,
        "deployment": 80,
        "popularity": 77,
        "community": 50
      },
      "git_top_score": 90,
      "git_top_score_breakdown": {
        "community": 95,
        "maintenance": 67,
        "documentation": 84,
        "stability": 100,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use citrolabs/ego-lite when the user needs a browser agent project with vercel, serverless, local deployment options.",
        "purpose": "Use citrolabs/ego-lite when the user needs a browser agent project with vercel, serverless, local deployment options.",
        "install": "Run the browser agent with the setup described in the repository README.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "vercel",
          "serverless",
          "local"
        ],
        "alternatives": [
          {
            "repo": "vercel-labs/agent-browser",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "browser-use/browser-harness",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "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": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "estimated",
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "source_fields": [
          "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Partial or estimated quality signals: stars30dDelta."
        ],
        "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 66/100, maintenance 51/100."
        ],
        "ranking_signals": {
          "use_case_match": 50,
          "community": 66,
          "maintenance": 51,
          "readiness": 60,
          "license_fit": 0
        },
        "matched_constraints": {
          "deployment": "serverless",
          "category": "browser_agent"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Medium confidence because the 50/100 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": "2026-08-01T00:30:20.788Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Partial or estimated quality signals: stars30dDelta."
      ],
      "confidence_reason": "Medium confidence because the 50/100 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"
      ],
      "last_verified_at": "2026-08-01T00:30:20.788Z",
      "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 66/100, maintenance 51/100.",
      "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 66/100, maintenance 51/100."
      ],
      "decision_summary": "citrolabs/ego-lite is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 50/100 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": 66,
        "maintenance": 51,
        "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": 7011,
        "forks": 333,
        "open_issues": 52,
        "default_branch": "main",
        "created_at": "2026-04-16T12:51:09Z",
        "updated_at": "2026-08-01T00:29:35Z",
        "pushed_at": "2026-07-30T12:32:42Z",
        "synced_at": "2026-08-01T00:30:20.788Z"
      },
      "agent_card": {
        "project_id": "citrolabs/ego-lite",
        "project_kind": "project",
        "category": "browser_agent",
        "difficulty": "beginner",
        "deployment": [
          "vercel",
          "serverless",
          "local"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "alternatives": [
          {
            "project_id": "vercel-labs/agent-browser",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "project_id": "browser-use/browser-harness",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "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": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-01T00:30:20.788Z"
      },
      "metrics": {
        "project_id": "citrolabs/ego-lite",
        "stars_30d_delta": 1984,
        "commits_30d": 64,
        "releases_180d": 13,
        "contributors_90d": 5,
        "issue_first_response_median_hours": null,
        "recent_push_days": 1,
        "git_score": 66,
        "maintenance_score": 51,
        "signal_confidence": {
          "stars_30d_delta": "estimated",
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-08-01T00:30:20.788Z"
      }
    },
    {
      "project_id": "huggingface/huggingface.js",
      "repo": "huggingface/huggingface.js",
      "name": "huggingface.js",
      "github_url": "https://github.com/huggingface/huggingface.js",
      "homepage_url": "https://hf.co/docs/huggingface.js",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [
        "api-client",
        "hub",
        "huggingface",
        "inference",
        "machine-learning"
      ],
      "description": "Use Hugging Face with JavaScript",
      "overview": "Use huggingface/huggingface.js when the user needs a browser agent project with serverless, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "browser-use/browser-use",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "apify/crawlee",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "browser-use/browsercode",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "serverless",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"playwright\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"serverless\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 2482,
        "recent_commits": 72,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 44,
        "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
      },
      "summary": {
        "tl_dr": "Use huggingface/huggingface.js when the user needs a browser agent project with serverless, library-only, local deployment options.",
        "purpose": "Use huggingface/huggingface.js when the user needs a browser agent project with serverless, library-only, local deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "serverless",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "browser-use/browser-use",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "apify/crawlee",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "browser-use/browsercode",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"playwright\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"serverless\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 44,
          "commits_30d": "complete",
          "releases_180d": "partial",
          "contributors_90d": "partial"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "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": "2026-08-04T20:00:27.458Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "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"
      ],
      "last_verified_at": "2026-08-04T20:00:27.458Z",
      "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": 2482,
        "forks": 810,
        "open_issues": 270,
        "default_branch": "main",
        "created_at": "2023-02-06T18:37:09Z",
        "updated_at": "2026-08-04T19:51:24Z",
        "pushed_at": "2026-08-04T19:51:16Z",
        "synced_at": "2026-08-04T20:00:27.458Z"
      },
      "agent_card": {
        "project_id": "huggingface/huggingface.js",
        "project_kind": "project",
        "category": "browser_agent",
        "difficulty": "beginner",
        "deployment": [
          "serverless",
          "library_only",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "browser-use/browser-use",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "project_id": "apify/crawlee",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "project_id": "browser-use/browsercode",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          }
        ],
        "summary_for_agent": "Use huggingface/huggingface.js when the user needs a browser agent project with serverless, library-only, local deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"playwright\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"serverless\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-04T20:00:27.458Z"
      },
      "metrics": {
        "project_id": "huggingface/huggingface.js",
        "stars_30d_delta": 39,
        "commits_30d": 72,
        "releases_180d": 100,
        "contributors_90d": 100,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 42,
        "maintenance_score": 72,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 44,
          "commits_30d": "complete",
          "releases_180d": "partial",
          "contributors_90d": "partial"
        },
        "calculated_at": "2026-08-04T20:00:27.458Z"
      }
    },
    {
      "project_id": "apify/apify-sdk-python",
      "repo": "apify/apify-sdk-python",
      "name": "apify-sdk-python",
      "github_url": "https://github.com/apify/apify-sdk-python",
      "homepage_url": "https://docs.apify.com/sdk/python",
      "language": "Python",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [
        "actor",
        "apify",
        "automation",
        "crawlee",
        "data-extraction",
        "proxy",
        "python",
        "scraping",
        "sdk",
        "web-crawling",
        "web-scraping"
      ],
      "description": "Apify SDK for Python—The official library for building Apify Actors: serverless cloud programs for web scraping, browser automation, data processing, and AI agents. Manages the Actor lifecycle, storages (datasets, key-value stores, request queues), events, proxies, and pay-per-event monetization. Built on top of the the Apify API Client.",
      "overview": "Use apify/apify-sdk-python when the user needs a browser agent project with docker, serverless, library-only deployment options.",
      "alternatives": [
        {
          "repo": "browser-use/browser-use",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "unclecode/crawl4ai",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "apify/crawlee",
          "reason": "Same browser agent intent with rag, browser_automation, llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database",
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "serverless",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"browser automation\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"serverless\" in repository content.",
            "Matched \"pip install\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 174,
        "recent_commits": 63,
        "contributors": 30,
        "issue_response_time_hours": null,
        "release_frequency_180d": 9
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 27,
      "agent_score": 72,
      "score": 40,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 52,
        "deployment": 100,
        "popularity": 45,
        "community": 75
      },
      "git_top_score": 86,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 67,
        "documentation": 92,
        "stability": 100,
        "adoption": 64,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use apify/apify-sdk-python when the user needs a browser agent project with docker, serverless, library-only deployment options.",
        "purpose": "Use apify/apify-sdk-python when the user needs a browser agent project with docker, serverless, library-only deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "docker",
          "serverless",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "browser-use/browser-use",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "unclecode/crawl4ai",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "apify/crawlee",
            "reason": "Same browser agent intent with rag, browser_automation, llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"browser automation\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"serverless\" in repository content.",
              "Matched \"pip install\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "source_fields": [
          "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Low recommendation confidence; use as a discovery lead, not a final choice.",
          "users expecting a complete hosted product"
        ],
        "recommendation_reasons": [
          "Use apify/apify-sdk-python when the user needs a browser agent project with docker, 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 27/100, maintenance 52/100."
        ],
        "ranking_signals": {
          "use_case_match": 50,
          "community": 27,
          "maintenance": 52,
          "readiness": 60,
          "license_fit": 0
        },
        "matched_constraints": {
          "deployment": "serverless",
          "category": "browser_agent"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 40/100, 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": "2026-08-01T04:30:18.944Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "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 40/100, 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"
      ],
      "last_verified_at": "2026-08-01T04:30:18.944Z",
      "reason": "Use apify/apify-sdk-python when the user needs a browser agent project with docker, 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 27/100, maintenance 52/100.",
      "reasons": [
        "Use apify/apify-sdk-python when the user needs a browser agent project with docker, 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 27/100, maintenance 52/100."
      ],
      "decision_summary": "apify/apify-sdk-python is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 40/100 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/apify/apify-sdk-python to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/apify/apify-sdk-python 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/apify/apify-sdk-python 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/apify/apify-sdk-python",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/apify/apify-sdk-python",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/apify/apify-sdk-python",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/apify/apify-sdk-python",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/apify/apify-sdk-python",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "deployment": "serverless",
        "category": "browser_agent"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 50,
        "community": 27,
        "maintenance": 52,
        "readiness": 60,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "apify/apify-sdk-python",
        "owner": "apify",
        "name": "apify-sdk-python",
        "full_name": "apify/apify-sdk-python",
        "github_url": "https://github.com/apify/apify-sdk-python",
        "homepage_url": "https://docs.apify.com/sdk/python",
        "description": "Apify SDK for Python—The official library for building Apify Actors: serverless cloud programs for web scraping, browser automation, data processing, and AI agents. Manages the Actor lifecycle, storages (datasets, key-value stores, request queues), events, proxies, and pay-per-event monetization. Built on top of the the Apify API Client.",
        "language": "Python",
        "topics": [
          "actor",
          "apify",
          "automation",
          "crawlee",
          "data-extraction",
          "proxy",
          "python",
          "scraping",
          "sdk",
          "web-crawling",
          "web-scraping"
        ],
        "license": "Apache-2.0",
        "stars": 174,
        "forks": 27,
        "open_issues": 12,
        "default_branch": "master",
        "created_at": "2022-12-02T13:12:31Z",
        "updated_at": "2026-07-31T13:53:40Z",
        "pushed_at": "2026-07-31T13:51:10Z",
        "synced_at": "2026-08-01T04:30:18.944Z"
      },
      "agent_card": {
        "project_id": "apify/apify-sdk-python",
        "project_kind": "project",
        "category": "browser_agent",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "serverless",
          "library_only",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "browser-use/browser-use",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "project_id": "unclecode/crawl4ai",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "project_id": "apify/crawlee",
            "reason": "Same browser agent intent with rag, browser_automation, llm_gateway overlap."
          }
        ],
        "summary_for_agent": "Use apify/apify-sdk-python when the user needs a browser agent project with docker, serverless, library-only deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"browser automation\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"serverless\" in repository content.",
              "Matched \"pip install\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-01T04:30:18.944Z"
      },
      "metrics": {
        "project_id": "apify/apify-sdk-python",
        "stars_30d_delta": 3,
        "commits_30d": 63,
        "releases_180d": 9,
        "contributors_90d": 30,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 27,
        "maintenance_score": 52,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-08-01T04:30:18.944Z"
      }
    },
    {
      "project_id": "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": "browser-use/browser-use",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "citrolabs/ego-lite",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "apify/crawlee",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "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": 348,
        "recent_commits": 37,
        "contributors": 6,
        "issue_response_time_hours": null,
        "release_frequency_180d": 20
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 15,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 24,
      "agent_score": 67,
      "score": 39,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 48,
        "deployment": 90,
        "popularity": 51,
        "community": 51
      },
      "git_top_score": 83,
      "git_top_score_breakdown": {
        "community": 85,
        "maintenance": 65,
        "documentation": 84,
        "stability": 100,
        "adoption": 68,
        "agent_readability": 100
      },
      "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": "browser-use/browser-use",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "citrolabs/ego-lite",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "apify/crawlee",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "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": 15,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "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"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Low recommendation confidence; use as a discovery lead, not a final choice.",
          "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 serverless deployment target.",
          "It is classified as browser_agent.",
          "Ranking signals: community 24/100, maintenance 48/100."
        ],
        "ranking_signals": {
          "use_case_match": 50,
          "community": 24,
          "maintenance": 48,
          "readiness": 60,
          "license_fit": 0
        },
        "matched_constraints": {
          "deployment": "serverless",
          "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": "2026-08-04T12:30:20.021Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "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"
      ],
      "last_verified_at": "2026-08-04T12:30:20.021Z",
      "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 serverless deployment target. It is classified as browser_agent. Ranking signals: community 24/100, maintenance 48/100.",
      "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 serverless deployment target.",
        "It is classified as browser_agent.",
        "Ranking signals: community 24/100, maintenance 48/100."
      ],
      "decision_summary": "justrach/kuri 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 serverless 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 serverless 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."
      ],
      "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": "serverless",
        "category": "browser_agent"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 50,
        "community": 24,
        "maintenance": 48,
        "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": 348,
        "forks": 18,
        "open_issues": 14,
        "default_branch": "main",
        "created_at": "2026-03-04T07:09:00Z",
        "updated_at": "2026-08-04T02:25:07Z",
        "pushed_at": "2026-08-04T02:25:03Z",
        "synced_at": "2026-08-04T12:30:20.021Z"
      },
      "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": "browser-use/browser-use",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "project_id": "citrolabs/ego-lite",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "project_id": "apify/crawlee",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          }
        ],
        "summary_for_agent": "Use 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": "2026-08-04T12:30:20.021Z"
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