{
  "project_id": "tiliondev/fortress",
  "repo": "tiliondev/fortress",
  "name": "fortress",
  "github_url": "https://github.com/tiliondev/fortress",
  "homepage_url": null,
  "language": "Python",
  "license": "NOASSERTION",
  "project_kind": "project",
  "category": [
    "browser_agent"
  ],
  "tags": [
    "anti-bot",
    "automation",
    "bot-detection",
    "browser-automation",
    "chromium",
    "crawler",
    "data-scraping",
    "fingerprinting",
    "headless-browser",
    "headless-chrome",
    "playwright",
    "puppeteer",
    "python",
    "scraping",
    "selenium",
    "stealth",
    "testing",
    "web-crawling",
    "web-scraping",
    "webscraping"
  ],
  "description": "Stealth Chromium engine that stops scrapers and browser agents from getting blocked, with one line of code change.",
  "overview": "Use tiliondev/fortress when the user needs a browser agent project with docker, library_only, local deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "apify/crawlee",
      "reason": "Related to tiliondev/fortress through browser agent category and docker deployment."
    },
    {
      "repo": "apify/crawlee-python",
      "reason": "Related to tiliondev/fortress through browser agent category and library_only deployment."
    },
    {
      "repo": "apify/apify-sdk-python",
      "reason": "Related to tiliondev/fortress through browser agent category and docker deployment."
    },
    {
      "repo": "browser-use/browser-use",
      "reason": "Related to tiliondev/fortress through browser agent category and docker deployment."
    },
    {
      "repo": "SeleniumHQ/selenium",
      "reason": "Related to tiliondev/fortress through browser agent category and docker deployment."
    },
    {
      "repo": "nanobrowser/nanobrowser",
      "reason": "Related to tiliondev/fortress through browser agent category and library_only deployment."
    },
    {
      "repo": "Skyvern-AI/skyvern",
      "reason": "Related to tiliondev/fortress through shared Browser automation dependency context."
    },
    {
      "repo": "browserless/browserless",
      "reason": "Related to tiliondev/fortress through browser agent category and docker deployment."
    }
  ],
  "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 agent\" in metadata.",
        "Matched \"playwright\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "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": [
        "Repository has under 10k stars, so complexity is treated conservatively."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Runtime blocker: python, gpu.",
        "No Cloudflare deployment signal detected."
      ]
    }
  },
  "quality_signals": {
    "stars": 136,
    "recent_commits": 80,
    "contributors": 4,
    "issue_response_time_hours": null,
    "release_frequency_180d": 2
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "estimated",
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
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  "quality_score": 37,
  "agent_score": 61,
  "score": 72,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 33,
    "deployment": 90,
    "popularity": 43,
    "community": 49
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  "git_top_score": 72,
  "git_top_score_breakdown": {
    "community": 75,
    "maintenance": 46,
    "documentation": 84,
    "stability": 86,
    "adoption": 56,
    "agent_readability": 90
  },
  "summary": {
    "tl_dr": "Use tiliondev/fortress when the user needs a browser agent project with docker, library_only, local deployment options.",
    "purpose": "Use tiliondev/fortress 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": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"browser agent\" in metadata.",
          "Matched \"playwright\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "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": [
          "Repository has under 10k stars, so complexity is treated conservatively."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: python, gpu.",
          "No Cloudflare deployment signal detected."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
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      "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",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: stars30dDelta."
    ],
    "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "last_verified_at": "2026-07-08T11:01:00.252Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: stars30dDelta."
  ],
  "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
  "source_fields": [
    "project.description",
    "project.topics",
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    "agent_card.deployment",
    "agent_card.classification",
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  "last_verified_at": "2026-07-08T11:01:00.252Z",
  "knowledge": {
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      "homepage_url": null,
      "description": "Stealth Chromium engine that stops scrapers and browser agents from getting blocked, with one line of code change.",
      "language": "Python",
      "topics": [
        "anti-bot",
        "automation",
        "bot-detection",
        "browser-automation",
        "chromium",
        "crawler",
        "data-scraping",
        "fingerprinting",
        "headless-browser",
        "headless-chrome",
        "playwright",
        "puppeteer",
        "python",
        "scraping",
        "selenium",
        "stealth",
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        "web-crawling",
        "web-scraping",
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      "license": "NOASSERTION",
      "stars": 136,
      "forks": 8,
      "open_issues": 1,
      "default_branch": "main",
      "created_at": "2026-07-02T21:37:18Z",
      "updated_at": "2026-07-08T10:57:26Z",
      "pushed_at": "2026-07-08T04:26:18Z",
      "synced_at": "2026-07-08T11:01:00.252Z"
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        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
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      "summary_for_agent": "Use tiliondev/fortress when the user needs a browser agent project with docker, library_only, local deployment options.",
      "classification": {
        "category": {
          "confidence": "high",
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            "Matched \"browser agent\" in metadata.",
            "Matched \"playwright\" in metadata."
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        "deployment": {
          "confidence": "high",
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            "Matched \"pip install\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
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        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, gpu.",
            "No Cloudflare deployment signal detected."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-07-08T11:01:00.252Z"
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    "metrics": {
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      "commits_30d": 80,
      "releases_180d": 2,
      "contributors_90d": 4,
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      "git_score": 37,
      "maintenance_score": 33,
      "signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
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      "calculated_at": "2026-07-08T11:01:00.252Z"
    }
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  "resolved_from": {
    "requested_id": "tiliondev/fortress",
    "resolved_id": "tiliondev/fortress",
    "resolution": "direct"
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  "metadata": {
    "source": "d1",
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    "project_count": 894,
    "generated_at": "2026-07-09T13:58:20.940Z",
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}