{
  "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": "jo-inc/camofox-browser",
      "reason": "Same browser agent intent with browser_automation, workflow overlap."
    },
    {
      "repo": "unclecode/crawl4ai",
      "reason": "Same browser agent intent with browser_automation, workflow overlap."
    }
  ],
  "related": [
    {
      "repo": "apify/crawlee",
      "reason": "Related to apify/apify-sdk-python through browser agent category and docker deployment."
    },
    {
      "repo": "apify/crawlee-python",
      "reason": "Related to apify/apify-sdk-python through browser agent category and library_only deployment."
    },
    {
      "repo": "tiliondev/fortress",
      "reason": "Related to apify/apify-sdk-python through browser agent category and docker deployment."
    },
    {
      "repo": "ScrapeGraphAI/scrapegraph-py",
      "reason": "Related to apify/apify-sdk-python through browser agent category and library_only deployment."
    },
    {
      "repo": "browserbase/stagehand",
      "reason": "Related to apify/apify-sdk-python through browser agent category and serverless deployment."
    },
    {
      "repo": "SeleniumHQ/selenium",
      "reason": "Related to apify/apify-sdk-python through browser agent category and docker deployment."
    },
    {
      "repo": "hyperbrowserai/HyperAgent",
      "reason": "Related to apify/apify-sdk-python through browser agent category and library_only deployment."
    },
    {
      "repo": "jo-inc/camofox-browser",
      "reason": "Related to apify/apify-sdk-python through browser agent category and docker deployment."
    }
  ],
  "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": 178,
    "recent_commits": 40,
    "contributors": 33,
    "issue_response_time_hours": null,
    "release_frequency_180d": 7
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 35,
    "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": 78
  },
  "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": "2026-09-22T13:28:27.109Z",
    "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": "jo-inc/camofox-browser",
        "reason": "Same browser agent intent with browser_automation, workflow overlap."
      },
      {
        "repo": "unclecode/crawl4ai",
        "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": 35,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-22T13:28:27.109Z",
      "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": "2026-09-22T13:28:27.109Z"
  },
  "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": "2026-09-22T13:28:27.109Z",
  "knowledge": {
    "project": {
      "id": "apify/apify-sdk-python",
      "owner": "apify",
      "name": "apify-sdk-python",
      "full_name": "apify/apify-sdk-python",
      "github_url": "https://github.com/apify/apify-sdk-python",
      "homepage_url": "https://docs.apify.com/sdk/python",
      "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.",
      "language": "Python",
      "topics": [
        "actor",
        "apify",
        "automation",
        "crawlee",
        "data-extraction",
        "proxy",
        "python",
        "scraping",
        "sdk",
        "web-crawling",
        "web-scraping"
      ],
      "license": "Apache-2.0",
      "stars": 178,
      "forks": 28,
      "open_issues": 14,
      "default_branch": "master",
      "created_at": "2022-12-02T13:12:31Z",
      "updated_at": "2026-09-22T13:15:49Z",
      "pushed_at": "2026-09-22T13:17:25Z",
      "synced_at": "2026-09-22T13:28:27.109Z"
    },
    "agent_card": {
      "project_id": "apify/apify-sdk-python",
      "project_kind": "project",
      "category": "browser_agent",
      "difficulty": "beginner",
      "deployment": [
        "docker",
        "serverless",
        "library_only",
        "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",
        "users expecting a complete hosted product"
      ],
      "alternatives": [
        {
          "project_id": "browser-use/browser-use",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "project_id": "jo-inc/camofox-browser",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        },
        {
          "project_id": "unclecode/crawl4ai",
          "reason": "Same browser agent intent with browser_automation, workflow overlap."
        }
      ],
      "summary_for_agent": "Use apify/apify-sdk-python when the user needs a browser agent project with docker, serverless, library-only deployment options.",
      "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."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-09-22T13:28:27.109Z"
    },
    "metrics": {
      "project_id": "apify/apify-sdk-python",
      "stars_30d_delta": 3,
      "commits_30d": 40,
      "releases_180d": 7,
      "contributors_90d": 33,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 23,
      "maintenance_score": 45,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 35,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-09-22T13:28:27.109Z"
    }
  },
  "resolved_from": {
    "requested_id": "apify/apify-sdk-python",
    "resolved_id": "apify/apify-sdk-python",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1213,
    "generated_at": "2026-09-22T23:31:05.994Z",
    "snapshot_id": "d1:1213:2026-09-22T23:31:03.882Z",
    "latest_synced_at": "2026-09-22T23:31:03.882Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
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}