{
  "project": {
    "project_id": "pamelafox/personal-linkedin-agent",
    "repo": "pamelafox/personal-linkedin-agent",
    "name": "personal-linkedin-agent",
    "github_url": "https://github.com/pamelafox/personal-linkedin-agent",
    "homepage_url": null,
    "language": "Python",
    "license": "MIT",
    "project_kind": "project",
    "category": [
      "browser_agent"
    ],
    "tags": [],
    "description": "An agent to manage my personal LinkedIn account, using playwright for browser automation.",
    "overview": "Use pamelafox/personal-linkedin-agent when the user needs a browser agent project with docker, library-only, local deployment options.",
    "alternatives": [
      {
        "repo": "browser-use/browser-use",
        "reason": "Same browser agent intent with browser_automation, workflow overlap."
      },
      {
        "repo": "unclecode/crawl4ai",
        "reason": "Same browser agent intent with browser_automation, workflow overlap."
      },
      {
        "repo": "browser-use/browser-harness",
        "reason": "Same browser agent intent with browser_automation, workflow overlap."
      }
    ],
    "related": [],
    "dependencies": [
      "Browser automation",
      "LLM provider"
    ],
    "deployments": [
      "docker",
      "library_only",
      "local",
      "cloud"
    ],
    "difficulty": "beginner",
    "cloudflare_ready": false,
    "use_cases": [
      "build browser automation agents",
      "operate web tasks with LLMs",
      "test web workflows"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product"
    ],
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"browser automation\" in metadata.",
          "Matched \"playwright\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"pip 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": 120,
      "recent_commits": 0,
      "contributors": 4,
      "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": 5,
    "agent_score": 55,
    "score": 62,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 7,
      "deployment": 90,
      "popularity": 42,
      "community": 49
    },
    "git_top_score": 62,
    "git_top_score_breakdown": {
      "community": 75,
      "maintenance": 5,
      "documentation": 92,
      "stability": 55,
      "adoption": 61,
      "agent_readability": 100
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-02T14:31:13.872Z",
      "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 pamelafox/personal-linkedin-agent when the user needs a browser agent project with docker, library-only, local deployment options.",
      "purpose": "Use pamelafox/personal-linkedin-agent when the user needs a browser agent project with docker, library-only, local deployment options.",
      "install": "Run with Docker using the repository's container instructions.",
      "inputs": [
        "URL or page task",
        "browser session",
        "navigation constraints"
      ],
      "outputs": [
        "browser actions",
        "page state",
        "extracted data"
      ],
      "good_for": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows",
        "web automation",
        "browser tasks",
        "UI-driven workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "backend-only jobs",
        "offline batch processing"
      ],
      "deployment": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "alternatives": [
        {
          "repo": "browser-use/browser-use",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "unclecode/crawl4ai",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "browser-use/browser-harness",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        }
      ]
    },
    "evidence": {
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"browser automation\" in metadata.",
            "Matched \"playwright\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip 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": 31,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-02T14:31:13.872Z",
        "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": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
      "last_verified_at": "2026-09-02T14:31:13.872Z"
    },
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "source_fields": [
      "project.description",
      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics",
      "verification.signals"
    ],
    "last_verified_at": "2026-09-02T14:31:13.872Z"
  },
  "related": [
    {
      "project_id": "jo-inc/camofox-browser",
      "repo": "jo-inc/camofox-browser",
      "name": "camofox-browser",
      "github_url": "https://github.com/jo-inc/camofox-browser",
      "homepage_url": "https://github.com/jo-inc/camofox-browser#readme",
      "language": "JavaScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [
        "ai-agent",
        "anti-bot",
        "antidetect-browser",
        "automation",
        "bot-detection",
        "browser-automation",
        "cloudflare-bypass",
        "headless-browser",
        "javascript",
        "nodejs",
        "playwright",
        "puppeteer",
        "scraping",
        "stealth-browser",
        "web-scraping"
      ],
      "description": "Stealth headless browser for AI agents — bypass Cloudflare, bot detection, and anti-scraping. Drop-in Puppeteer/Playwright replacement.",
      "overview": "Use jo-inc/camofox-browser when the user needs a browser agent project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "browser-use/browser-use",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "jackwener/OpenCLI",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "browser-use/browser-harness",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Cloudflare Workers",
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"browser automation\" in metadata.",
            "Matched \"playwright\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"pip install\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 10252,
        "recent_commits": 18,
        "contributors": 41,
        "issue_response_time_hours": null,
        "release_frequency_180d": 18
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 68,
      "agent_score": 79,
      "score": 90,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 53,
        "deployment": 90,
        "popularity": 80,
        "community": 86
      },
      "git_top_score": 90,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 62,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-08T14:30:57.868Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use jo-inc/camofox-browser when the user needs a browser agent project with docker, library-only, local deployment options.",
        "purpose": "Use jo-inc/camofox-browser when the user needs a browser agent project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "browser-use/browser-use",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "jackwener/OpenCLI",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "browser-use/browser-harness",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"browser automation\" in metadata.",
              "Matched \"playwright\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"pip install\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-08T14:30:57.868Z",
          "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": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
        "last_verified_at": "2026-09-08T14:30:57.868Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-08T14:30:57.868Z"
    },
    {
      "project_id": "apify/crawlee",
      "repo": "apify/crawlee",
      "name": "crawlee",
      "github_url": "https://github.com/apify/crawlee",
      "homepage_url": "https://crawlee.dev",
      "language": "TypeScript",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [
        "apify",
        "automation",
        "crawler",
        "crawling",
        "headless",
        "headless-chrome",
        "javascript",
        "nodejs",
        "npm",
        "playwright",
        "puppeteer",
        "scraper",
        "scraping",
        "typescript",
        "web-crawler",
        "web-crawling",
        "web-scraping"
      ],
      "description": "Crawlee—A web scraping and browser automation library for Node.js to build reliable crawlers. In JavaScript and TypeScript. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Puppeteer, Playwright, Cheerio, JSDOM, and raw HTTP. Both headful and headless mode. With proxy rotation.",
      "overview": "Use apify/crawlee when the user needs a browser agent project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "browser-use/browser-use",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "jo-inc/camofox-browser",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "jackwener/OpenCLI",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database",
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"browser automation\" in metadata.",
            "Matched \"playwright\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"npm install\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 25696,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 4
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 46,
      "agent_score": 84,
      "score": 89,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 59,
        "deployment": 90,
        "popularity": 88,
        "community": 100
      },
      "git_top_score": 89,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 68,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-08T13:01:13.649Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use apify/crawlee when the user needs a browser agent project with docker, library-only, local deployment options.",
        "purpose": "Use apify/crawlee when the user needs a browser agent project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "browser-use/browser-use",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "jo-inc/camofox-browser",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "jackwener/OpenCLI",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"browser automation\" in metadata.",
              "Matched \"playwright\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"npm install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-08T13:01:13.649Z",
          "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": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-08T13:01:13.649Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-08T13:01:13.649Z"
    },
    {
      "project_id": "SeleniumHQ/selenium",
      "repo": "SeleniumHQ/selenium",
      "name": "selenium",
      "github_url": "https://github.com/SeleniumHQ/selenium",
      "homepage_url": "https://selenium.dev",
      "language": "Java",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [
        "dotnet",
        "java",
        "javascript",
        "python",
        "ruby",
        "rust",
        "selenium",
        "webdriver"
      ],
      "description": "A browser automation framework and ecosystem.",
      "overview": "Use SeleniumHQ/selenium when the user needs a browser agent project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "browser-use/browser-use",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "browser-use/browsercode",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "apify/crawlee-python",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"browser automation\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip 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: python, filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 34480,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 8
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 43,
      "agent_score": 87,
      "score": 91,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 68,
        "deployment": 90,
        "popularity": 91,
        "community": 100
      },
      "git_top_score": 91,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 78,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-08T14:00:58.158Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use SeleniumHQ/selenium when the user needs a browser agent project with docker, library-only, local deployment options.",
        "purpose": "Use SeleniumHQ/selenium when the user needs a browser agent project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "browser-use/browser-use",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "browser-use/browsercode",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "apify/crawlee-python",
            "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 \"pip 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: python, filesystem.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-08T14:00:58.158Z",
          "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": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, contributors90d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-08T14:00:58.158Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, contributors90d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-08T14:00:58.158Z"
    },
    {
      "project_id": "platonai/Browser4",
      "repo": "platonai/Browser4",
      "name": "Browser4",
      "github_url": "https://github.com/platonai/Browser4",
      "homepage_url": "https://browser4.io",
      "language": "Kotlin",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [
        "agentic-ai",
        "agentic-browser",
        "ai-browser",
        "browser-agent",
        "browser-infra",
        "browser-use-agent",
        "chrome-browser",
        "chrome-devtools-protocol",
        "chrome-extension",
        "chrome-headless",
        "deepseek",
        "deepseek-harness",
        "dsh",
        "dsh-plugin"
      ],
      "description": "Browser4 — an AI-native browser engine for autonomous agents, intelligent extraction, and large-scale web automation.",
      "overview": "Use platonai/Browser4 when the user needs a browser agent project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "browser-use/browser-use",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "jackwener/OpenCLI",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "browser-use/browser-harness",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "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-use\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "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: filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 1119,
        "recent_commits": 100,
        "contributors": 7,
        "issue_response_time_hours": null,
        "release_frequency_180d": 54
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 7,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 31,
      "agent_score": 71,
      "score": 89,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 58,
        "deployment": 90,
        "popularity": 61,
        "community": 52
      },
      "git_top_score": 89,
      "git_top_score_breakdown": {
        "community": 93,
        "maintenance": 71,
        "documentation": 84,
        "stability": 100,
        "adoption": 89,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-02T08:01:15.720Z",
        "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 platonai/Browser4 when the user needs a browser agent project with docker, library-only, local deployment options.",
        "purpose": "Use platonai/Browser4 when the user needs a browser agent project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "browser-use/browser-use",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "jackwener/OpenCLI",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "browser-use/browser-harness",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"browser-use\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "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: filesystem.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 7,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-02T08:01:15.720Z",
          "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": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d.",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-02T08:01:15.720Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d.",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-02T08:01:15.720Z"
    },
    {
      "project_id": "abi/screenshot-to-code",
      "repo": "abi/screenshot-to-code",
      "name": "screenshot-to-code",
      "github_url": "https://github.com/abi/screenshot-to-code",
      "homepage_url": "https://screenshottocode.com",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [],
      "description": "Drop in a screenshot and convert it to clean code (HTML/Tailwind/React/Vue)",
      "overview": "Use abi/screenshot-to-code when the user needs a browser agent project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "browser-use/browser-use",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "unclecode/crawl4ai",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "browser-use/browser-harness",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "advanced",
      "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": [
            "Found Docker configuration file.",
            "Matched \"pip install\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Found multi-service or orchestration configuration files."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 78298,
        "recent_commits": 0,
        "contributors": 26,
        "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": 49,
      "agent_score": 70,
      "score": 74,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 13,
        "deployment": 90,
        "popularity": 98,
        "community": 71
      },
      "git_top_score": 74,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 9,
        "documentation": 92,
        "stability": 60,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-08T22:31:01.348Z",
        "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 abi/screenshot-to-code when the user needs a browser agent project with docker, library-only, local deployment options.",
        "purpose": "Use abi/screenshot-to-code when the user needs a browser agent project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "browser-use/browser-use",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "unclecode/crawl4ai",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "browser-use/browser-harness",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"playwright\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"pip install\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Found multi-service or orchestration configuration files."
            ]
          },
          "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": "2026-09-08T22:31:01.348Z",
          "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": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-08T22:31:01.348Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-08T22:31:01.348Z"
    },
    {
      "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": "browser-use/browser-harness",
          "reason": "Same browser agent intent with browser_automation, workflow 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": 175,
        "recent_commits": 44,
        "contributors": 32,
        "issue_response_time_hours": null,
        "release_frequency_180d": 7
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 38,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 23,
      "agent_score": 71,
      "score": 86,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 45,
        "deployment": 100,
        "popularity": 45,
        "community": 77
      },
      "git_top_score": 86,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 63,
        "documentation": 92,
        "stability": 100,
        "adoption": 64,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-09T00:31:05.419Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use apify/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": "browser-use/browser-harness",
            "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 \"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": 38,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-09T00:31:05.419Z",
          "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": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-09T00:31:05.419Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-09T00:31:05.419Z"
    },
    {
      "project_id": "browser-use/web-ui",
      "repo": "browser-use/web-ui",
      "name": "web-ui",
      "github_url": "https://github.com/browser-use/web-ui",
      "homepage_url": null,
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [
        "ai-agent",
        "browser-automation",
        "browser-use-box",
        "cloud-browser"
      ],
      "description": "🖥️ Run AI Agent in your browser.",
      "overview": "Use browser-use/web-ui when the user needs a browser agent project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "browser-use/browser-use",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "unclecode/crawl4ai",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "jackwener/OpenCLI",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "advanced",
      "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-use\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"pip install\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Found multi-service or orchestration configuration files."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 16318,
        "recent_commits": 0,
        "contributors": 55,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 16,
      "agent_score": 74,
      "score": 71,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 20,
        "deployment": 90,
        "popularity": 84,
        "community": 100
      },
      "git_top_score": 71,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 14,
        "documentation": 84,
        "stability": 45,
        "adoption": 100,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-08T14:01:03.691Z",
        "signals": {
          "activity": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.pushed_at",
              "metrics.recent_push_days"
            ]
          },
          "license": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.license"
            ]
          },
          "documentation": {
            "status": "observed",
            "source": "github_metadata",
            "evidence": [
              "project.description"
            ]
          },
          "runtime": {
            "status": "inferred",
            "source": "git_top_heuristic",
            "evidence": [
              "agent_card.deployment",
              "agent_card.cloudflare_ready"
            ]
          },
          "install": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "installation/build probe is not enabled"
            ]
          },
          "security": {
            "status": "not_run",
            "source": "git_top_runtime",
            "evidence": [
              "dependency/security scan is not enabled"
            ]
          },
          "mcp": {
            "status": "not_applicable",
            "source": "git_top_runtime",
            "evidence": [
              "project is not classified as mcp_server"
            ]
          }
        },
        "coverage": {
          "observed": 3,
          "inferred": 1,
          "not_run": 2,
          "unknown": 0
        },
        "next_steps": [
          "Run an installation/build probe before production adoption.",
          "Run a dependency and security scan before treating the score as a trust claim."
        ]
      },
      "summary": {
        "tl_dr": "Use browser-use/web-ui when the user needs a browser agent project with docker, library-only, local deployment options.",
        "purpose": "Use browser-use/web-ui when the user needs a browser agent project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "browser-use/browser-use",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "unclecode/crawl4ai",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "jackwener/OpenCLI",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"browser-use\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"pip install\" in repository content.",
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Found multi-service or orchestration configuration files."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-08T14:01:03.691Z",
          "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": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-08T14:01:03.691Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics",
        "verification.signals"
      ],
      "last_verified_at": "2026-09-08T14:01:03.691Z"
    },
    {
      "project_id": "EDEAI/OpenFlux",
      "repo": "EDEAI/OpenFlux",
      "name": "OpenFlux",
      "github_url": "https://github.com/EDEAI/OpenFlux",
      "homepage_url": null,
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "browser_agent"
      ],
      "tags": [],
      "description": "⚡ Open-source AI Agent desktop client — multi-LLM, long-term memory, browser automation & tool orchestration | Tauri v2",
      "overview": "Use EDEAI/OpenFlux when the user needs a browser agent project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "Tencent/BrowserSkill",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "apify/crawlee",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "repo": "browserbase/stagehand",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Browser automation",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "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 \"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": 225,
        "recent_commits": 0,
        "contributors": 3,
        "issue_response_time_hours": null,
        "release_frequency_180d": 3
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 32,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 8,
      "agent_score": 59,
      "score": 72,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 23,
        "deployment": 90,
        "popularity": 47,
        "community": 48
      },
      "git_top_score": 72,
      "git_top_score_breakdown": {
        "community": 75,
        "maintenance": 21,
        "documentation": 84,
        "stability": 94,
        "adoption": 68,
        "agent_readability": 100
      },
      "verification": {
        "schema_version": "git-top.verification.v1",
        "overall_status": "partial",
        "observed_at": "2026-09-02T12:01:15.231Z",
        "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 EDEAI/OpenFlux when the user needs a browser agent project with docker, library-only, local deployment options.",
        "purpose": "Use EDEAI/OpenFlux when the user needs a browser agent project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "URL or page task",
          "browser session",
          "navigation constraints"
        ],
        "outputs": [
          "browser actions",
          "page state",
          "extracted data"
        ],
        "good_for": [
          "build browser automation agents",
          "operate web tasks with LLMs",
          "test web workflows",
          "web automation",
          "browser tasks",
          "UI-driven workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "backend-only jobs",
          "offline batch processing"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "Tencent/BrowserSkill",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "apify/crawlee",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          },
          {
            "repo": "browserbase/stagehand",
            "reason": "Same browser agent intent with browser_automation, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"browser automation\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 32,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "verification": {
          "schema_version": "git-top.verification.v1",
          "overall_status": "partial",
          "observed_at": "2026-09-02T12:01:15.231Z",
          "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": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics",
          "verification.signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Independent installation, security, or runtime probes have not been run for this project."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-09-02T12:01:15.231Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Independent installation, security, or runtime probes have not been run for this project."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
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