{
  "focus": "browserbase/stagehand-python",
  "project": {
    "repo": "browserbase/stagehand-python",
    "name": "stagehand-python",
    "description": "⚠️ No longer maintained  The official Stagehand Python source has moved here. Documentation can be found here  This version of the Stagehand Python SDK is no longer maintained and will not receive updates, bug fixes, or security patches.",
    "maintainer": "browserbase",
    "license": "MIT",
    "language": "Python",
    "recent_activity": "active_last_month"
  },
  "summary": "browserbase/stagehand-python graph connects 3 alternatives, 8 related projects, 2 inferred dependencies, 3 deployment targets, and 3 use cases.",
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/browserbase/stagehand-python",
      "kind": "project"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/browserbase/stagehand-python",
      "kind": "alternatives"
    },
    {
      "label": "Explore related projects",
      "href": "/api/related/browserbase/stagehand-python",
      "kind": "related"
    },
    {
      "label": "Explain score",
      "href": "/score/browserbase/stagehand-python",
      "kind": "score"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=browserbase/stagehand-python",
      "kind": "compare"
    }
  ],
  "graph_stats": {
    "node_count": 160,
    "edge_count": 373,
    "project_count": 116,
    "relationship_counts": {
      "alternative": 72,
      "related": 72,
      "category": 24,
      "deployment": 92,
      "use_case": 72,
      "dependency": 41
    }
  },
  "relationship_groups": {
    "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": "Shared browser agent category and library_only deployment context."
      },
      {
        "repo": "jackwener/OpenCLI",
        "reason": "Shared browser agent category and library_only deployment context."
      },
      {
        "repo": "huggingface/huggingface.js",
        "reason": "Shared browser agent category and library_only deployment context."
      },
      {
        "repo": "jo-inc/camofox-browser",
        "reason": "Shared browser agent category and library_only deployment context."
      },
      {
        "repo": "apify/crawlee",
        "reason": "Shared browser agent category and library_only deployment context."
      },
      {
        "repo": "fitchmultz/pi-agent-browser-native",
        "reason": "Shared browser agent category and library_only deployment context."
      },
      {
        "repo": "platonai/Browser4",
        "reason": "Shared browser agent category and library_only deployment context."
      },
      {
        "repo": "tiliondev/fortress",
        "reason": "Shared browser agent category and library_only deployment context."
      }
    ],
    "dependencies": [
      "Browser automation",
      "LLM provider"
    ],
    "deployment_targets": [
      "library_only",
      "local",
      "cloud"
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    "use_cases": [
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      "operate web tasks with LLMs",
      "test web workflows"
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      "to": "apify/crawlee-python",
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      "estimated_cost": "medium",
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        "deployment:library_only",
        "deployment:local",
        "deployment:cloud",
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        "use_case:operate web tasks with LLMs",
        "use_case:test web workflows",
        "dependency:Browser automation"
      ],
      "gaps": [
        "License changes from MIT to Apache-2.0."
      ],
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        "Review license obligations before migrating production code.",
        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
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        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    },
    {
      "from": "browserbase/stagehand-python",
      "to": "abi/screenshot-to-code",
      "compatibility": "high",
      "estimated_cost": "low",
      "shared_signals": [
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        "deployment:library_only",
        "deployment:local",
        "deployment:cloud",
        "use_case:build browser automation agents",
        "use_case:operate web tasks with LLMs",
        "use_case:test web workflows",
        "dependency:Browser automation"
      ],
      "gaps": [],
      "validation_steps": [
        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
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        "agent_card.deployment",
        "agent_card.use_cases",
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        "project.license"
      ]
    },
    {
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      "to": "apify/apify-sdk-python",
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        "deployment:library_only",
        "deployment:local",
        "deployment:cloud",
        "use_case:build browser automation agents",
        "use_case:operate web tasks with LLMs",
        "use_case:test web workflows",
        "dependency:Browser automation"
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      "gaps": [
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        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
      "evidence": [
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        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    }
  ],
  "evidence": {
    "source_fields": [
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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",
      "graph.nodes",
      "graph.edges",
      "graph.relationship_groups",
      "graph.migration_paths"
    ],
    "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": "browserbase/stagehand-python graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
    "last_verified_at": "2026-11-02T21:01:11.366Z",
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-11-02T21:01:11.366Z",
      "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."
      ]
    }
  },
  "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": "browserbase/stagehand-python graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
  "source_fields": [
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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",
    "graph.nodes",
    "graph.edges",
    "graph.relationship_groups",
    "graph.migration_paths"
  ],
  "last_verified_at": "2026-11-02T21:01:11.366Z",
  "nodes": [
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      "id": "browserbase/stagehand-python",
      "label": "stagehand-python",
      "kind": "project",
      "score": 62,
      "repo": "browserbase/stagehand-python"
    },
    {
      "id": "category:browser_agent",
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      "kind": "category"
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    {
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      "label": "library_only",
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    {
      "id": "deployment:cloud",
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    {
      "id": "Tencent/BrowserSkill",
      "label": "BrowserSkill",
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      "repo": "Tencent/BrowserSkill"
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      "repo": "huggingface/huggingface.js"
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      "repo": "anomalyco/opencode",
      "score": 88
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      "id": "deployment:docker",
      "label": "docker",
      "kind": "deployment"
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      "id": "use_case:build-ai-coding-assistants",
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      "id": "esengine/DeepSeek-Reasonix",
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      "weight": 82
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    {
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