{
  "project_id": "browser-act/skills",
  "repo": "browser-act/skills",
  "name": "skills",
  "github_url": "https://github.com/browser-act/skills",
  "homepage_url": "https://www.browseract.com",
  "language": "Python",
  "license": "MIT",
  "project_kind": "project",
  "category": [
    "browser_agent"
  ],
  "tags": [
    "agent-infrastructure",
    "ai-agents",
    "automation",
    "claude-cli",
    "claude-code",
    "claude-code-skills",
    "claude-skills",
    "codex",
    "codex-cli",
    "codex-skill",
    "cursor",
    "data-extraction",
    "no-code",
    "openclaw",
    "openclaw-cli",
    "openclaw-skill",
    "openclaw-skills",
    "web-data-extraction",
    "web-scraping",
    "web-scraping-api"
  ],
  "description": "Browser automation CLI built for AI agents. Break through anti-bot walls, hand off to humans across platforms when stuck. Parallel multi-task execution, independent multi-session operation, isolated multi-account browsing.",
  "overview": "Use browser-act/skills when the user needs a browser agent project with local, cloud deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "apify/apify-sdk-python",
      "reason": "Related to browser-act/skills through browser agent category and local deployment."
    },
    {
      "repo": "nanobrowser/nanobrowser",
      "reason": "Related to browser-act/skills through browser agent category and local deployment."
    },
    {
      "repo": "apify/crawlee",
      "reason": "Related to browser-act/skills through browser agent category and local deployment."
    },
    {
      "repo": "apify/crawlee-python",
      "reason": "Related to browser-act/skills through browser agent category and local deployment."
    },
    {
      "repo": "tiliondev/fortress",
      "reason": "Related to browser-act/skills through browser agent category and local deployment."
    },
    {
      "repo": "browser-use/bux",
      "reason": "Related to browser-act/skills through browser agent category and local deployment."
    },
    {
      "repo": "browserbase/stagehand",
      "reason": "Related to browser-act/skills through browser agent category and local deployment."
    },
    {
      "repo": "browser-use/browser-use",
      "reason": "Related to browser-act/skills through browser agent category and local deployment."
    }
  ],
  "dependencies": [
    "Browser automation",
    "LLM provider"
  ],
  "deployments": [
    "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"
  ],
  "classification": {
    "category": {
      "confidence": "medium",
      "evidence": [
        "Matched \"browser automation\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "medium",
      "evidence": [
        "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."
      ]
    }
  },
  "quality_signals": {
    "stars": 4062,
    "recent_commits": 86,
    "contributors": 4,
    "issue_response_time_hours": null,
    "release_frequency_180d": 0
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "estimated",
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 35,
  "agent_score": 62,
  "score": 77,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 30,
    "deployment": 70,
    "popularity": 72,
    "community": 49
  },
  "git_top_score": 77,
  "git_top_score_breakdown": {
    "community": 90,
    "maintenance": 40,
    "documentation": 84,
    "stability": 70,
    "adoption": 100,
    "agent_readability": 90
  },
  "summary": {
    "tl_dr": "Use browser-act/skills when the user needs a browser agent project with local, cloud deployment options.",
    "purpose": "Use browser-act/skills when the user needs a browser agent project with local, cloud deployment options.",
    "install": "Run the browser agent with the setup described in the repository README.",
    "inputs": [
      "URL or page task",
      "browser session",
      "navigation constraints"
    ],
    "outputs": [
      "browser actions",
      "page state",
      "extracted data"
    ],
    "good_for": [
      "build browser automation agents",
      "operate web tasks with LLMs",
      "test web workflows",
      "web automation",
      "browser tasks",
      "UI-driven workflows"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "backend-only jobs",
      "offline batch processing"
    ],
    "deployment": [
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"browser automation\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "medium",
        "evidence": [
          "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."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "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"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Partial or estimated quality signals: stars30dDelta."
    ],
    "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
    "last_verified_at": "2026-07-08T11:00:56.870Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Partial or estimated quality signals: stars30dDelta."
  ],
  "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
  "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"
  ],
  "last_verified_at": "2026-07-08T11:00:56.870Z",
  "knowledge": {
    "project": {
      "id": "browser-act/skills",
      "owner": "browser-act",
      "name": "skills",
      "full_name": "browser-act/skills",
      "github_url": "https://github.com/browser-act/skills",
      "homepage_url": "https://www.browseract.com",
      "description": "Browser automation CLI built for AI agents. Break through anti-bot walls, hand off to humans across platforms when stuck. Parallel multi-task execution, independent multi-session operation, isolated multi-account browsing.",
      "language": "Python",
      "topics": [
        "agent-infrastructure",
        "ai-agents",
        "automation",
        "claude-cli",
        "claude-code",
        "claude-code-skills",
        "claude-skills",
        "codex",
        "codex-cli",
        "codex-skill",
        "cursor",
        "data-extraction",
        "no-code",
        "openclaw",
        "openclaw-cli",
        "openclaw-skill",
        "openclaw-skills",
        "web-data-extraction",
        "web-scraping",
        "web-scraping-api"
      ],
      "license": "MIT",
      "stars": 4062,
      "forks": 184,
      "open_issues": 4,
      "default_branch": "main",
      "created_at": "2026-02-06T10:35:35Z",
      "updated_at": "2026-07-08T10:46:40Z",
      "pushed_at": "2026-07-08T10:43:26Z",
      "synced_at": "2026-07-08T11:00:56.870Z"
    },
    "agent_card": {
      "project_id": "browser-act/skills",
      "project_kind": "project",
      "category": "browser_agent",
      "difficulty": "beginner",
      "deployment": [
        "local",
        "cloud"
      ],
      "cloudflare_ready": false,
      "use_cases": [
        "build browser automation agents",
        "operate web tasks with LLMs",
        "test web workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "alternatives": [],
      "summary_for_agent": "Use browser-act/skills when the user needs a browser agent project with local, cloud deployment options.",
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"browser automation\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "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."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-07-08T11:00:56.870Z"
    },
    "metrics": {
      "project_id": "browser-act/skills",
      "stars_30d_delta": 802,
      "commits_30d": 86,
      "releases_180d": 0,
      "contributors_90d": 4,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 35,
      "maintenance_score": 30,
      "signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-07-08T11:00:56.870Z"
    }
  },
  "resolved_from": {
    "requested_id": "browser-act/skills",
    "resolved_id": "browser-act/skills",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 860,
    "generated_at": "2026-07-08T12:58:16.571Z",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}