{
  "project_id": "browserbase/stagehand-python",
  "repo": "browserbase/stagehand-python",
  "name": "stagehand-python",
  "github_url": "https://github.com/browserbase/stagehand-python",
  "homepage_url": "https://docs.stagehand.dev/v4/first-steps/introduction",
  "language": "Python",
  "license": "MIT",
  "project_kind": "project",
  "category": [
    "browser_agent"
  ],
  "tags": [],
  "description": "⚠️ No longer maintained  The official Stagehand Python source has moved here. Documentation can be found here  This version of the Stagehand Python SDK is no longer maintained and will not receive updates, bug fixes, or security patches.",
  "overview": "Use browserbase/stagehand-python when the user needs a browser agent project with library-only, local, cloud deployment options.",
  "alternatives": [
    {
      "repo": "apify/crawlee-python",
      "reason": "Same browser agent intent with browser_automation, workflow overlap."
    },
    {
      "repo": "abi/screenshot-to-code",
      "reason": "Same browser agent intent with browser_automation, workflow overlap."
    },
    {
      "repo": "apify/apify-sdk-python",
      "reason": "Same browser agent intent with browser_automation, workflow overlap."
    }
  ],
  "related": [
    {
      "repo": "Tencent/BrowserSkill",
      "reason": "Related to browserbase/stagehand-python through browser agent category and library_only deployment."
    },
    {
      "repo": "jackwener/OpenCLI",
      "reason": "Related to browserbase/stagehand-python through browser agent category and library_only deployment."
    },
    {
      "repo": "huggingface/huggingface.js",
      "reason": "Related to browserbase/stagehand-python through browser agent category and library_only deployment."
    },
    {
      "repo": "jo-inc/camofox-browser",
      "reason": "Related to browserbase/stagehand-python through browser agent category and library_only deployment."
    },
    {
      "repo": "apify/crawlee",
      "reason": "Related to browserbase/stagehand-python through browser agent category and library_only deployment."
    },
    {
      "repo": "fitchmultz/pi-agent-browser-native",
      "reason": "Related to browserbase/stagehand-python through browser agent category and library_only deployment."
    },
    {
      "repo": "platonai/Browser4",
      "reason": "Related to browserbase/stagehand-python through browser agent category and library_only deployment."
    },
    {
      "repo": "tiliondev/fortress",
      "reason": "Related to browserbase/stagehand-python through browser agent category and library_only deployment."
    }
  ],
  "dependencies": [
    "Browser automation",
    "LLM provider"
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    "library_only",
    "local",
    "cloud"
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    "build browser automation agents",
    "operate web tasks with LLMs",
    "test web workflows"
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    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
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      "evidence": [
        "Matched \"browser automation\" in repository content.",
        "Matched \"playwright\" in repository content."
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      "confidence": "high",
      "evidence": [
        "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": [
        "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."
      ]
    }
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  "quality_signals": {
    "stars": 516,
    "recent_commits": 2,
    "contributors": 17,
    "issue_response_time_hours": null,
    "release_frequency_180d": 5
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  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 31,
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 14,
  "agent_score": 62,
  "score": 82,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 27,
    "deployment": 80,
    "popularity": 54,
    "community": 62
  },
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  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 30,
    "documentation": 92,
    "stability": 100,
    "adoption": 81,
    "agent_readability": 100
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    "overall_status": "partial",
    "observed_at": "2026-11-02T21:01:11.366Z",
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        "status": "observed",
        "source": "github_metadata",
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        "evidence": [
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        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.description"
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          "agent_card.deployment",
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      "install": {
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        "source": "git_top_runtime",
        "evidence": [
          "installation/build probe is not enabled"
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      "security": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "dependency/security scan is not enabled"
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      "mcp": {
        "status": "not_applicable",
        "source": "git_top_runtime",
        "evidence": [
          "project is not classified as mcp_server"
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      "inferred": 1,
      "not_run": 2,
      "unknown": 0
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      "Run an installation/build probe before production adoption.",
      "Run a dependency and security scan before treating the score as a trust claim."
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    "tl_dr": "Use browserbase/stagehand-python when the user needs a browser agent project with library-only, local, cloud deployment options.",
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      "URL or page task",
      "browser session",
      "navigation constraints"
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      "page state",
      "extracted data"
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      "build browser automation agents",
      "operate web tasks with LLMs",
      "test web workflows",
      "web automation",
      "browser tasks",
      "UI-driven workflows"
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      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "backend-only jobs",
      "offline batch processing"
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      "library_only",
      "local",
      "cloud"
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      {
        "repo": "apify/crawlee-python",
        "reason": "Same browser agent intent with browser_automation, workflow overlap."
      },
      {
        "repo": "abi/screenshot-to-code",
        "reason": "Same browser agent intent with browser_automation, workflow overlap."
      },
      {
        "repo": "apify/apify-sdk-python",
        "reason": "Same browser agent intent with browser_automation, workflow overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"browser automation\" in repository content.",
          "Matched \"playwright\" in repository content."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "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": [
          "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"
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    "verification": {
      "schema_version": "git-top.verification.v1",
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        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
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        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
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        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
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        },
        "install": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "installation/build probe is not enabled"
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        },
        "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."
      ]
    },
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      "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": "2026-11-02T21:01:11.366Z"
  },
  "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",
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    "agent_card.classification",
    "metrics",
    "verification.signals"
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  "last_verified_at": "2026-11-02T21:01:11.366Z",
  "knowledge": {
    "project": {
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      "owner": "browserbase",
      "name": "stagehand-python",
      "full_name": "browserbase/stagehand-python",
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      "homepage_url": "https://docs.stagehand.dev/v4/first-steps/introduction",
      "description": "⚠️ No longer maintained  The official Stagehand Python source has moved here. Documentation can be found here  This version of the Stagehand Python SDK is no longer maintained and will not receive updates, bug fixes, or security patches.",
      "language": "Python",
      "topics": [],
      "license": "MIT",
      "stars": 516,
      "forks": 124,
      "open_issues": 58,
      "default_branch": "main",
      "created_at": "2025-01-15T18:20:25Z",
      "updated_at": "2026-10-23T21:24:07Z",
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        "operate web tasks with LLMs",
        "test web workflows"
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        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
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      "alternatives": [
        {
          "project_id": "apify/crawlee-python",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "project_id": "abi/screenshot-to-code",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "project_id": "apify/apify-sdk-python",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        }
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      "summary_for_agent": "Use browserbase/stagehand-python when the user needs a browser agent project with library-only, local, cloud deployment options.",
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"browser automation\" in repository content.",
            "Matched \"playwright\" in repository content."
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        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" in repository content.",
            "Matched \"library\" 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.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-11-02T21:01:11.366Z"
    },
    "metrics": {
      "project_id": "browserbase/stagehand-python",
      "stars_30d_delta": 0,
      "commits_30d": 2,
      "releases_180d": 5,
      "contributors_90d": 17,
      "issue_first_response_median_hours": null,
      "recent_push_days": 10,
      "git_score": 14,
      "maintenance_score": 27,
      "signal_confidence": {
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        "stars30d_window_days": 31,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
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      "calculated_at": "2026-11-02T21:01:11.366Z"
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  "resolved_from": {
    "requested_id": "browserbase/stagehand-python",
    "resolved_id": "browserbase/stagehand-python",
    "resolution": "direct"
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