{
  "project": {
    "project_id": "apify/apify-sdk-python",
    "repo": "apify/apify-sdk-python",
    "name": "apify-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.",
    "category": [
      "browser_agent"
    ],
    "language": "Python",
    "license": "Apache-2.0"
  },
  "project_id": "apify/apify-sdk-python",
  "score": 86,
  "git_top_score": 86,
  "quality_score": 23,
  "agent_score": 71,
  "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."
    ]
  },
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 63,
    "documentation": 92,
    "stability": 100,
    "adoption": 64,
    "agent_readability": 100
  },
  "dimensions": [
    {
      "key": "community",
      "label": "Community",
      "score": 100,
      "weight": 16,
      "contribution": 16,
      "explanation": "Community reflects contributor activity and ecosystem attention. Current contributor signal is 33."
    },
    {
      "key": "maintenance",
      "label": "Maintenance",
      "score": 63,
      "weight": 20,
      "contribution": 12.6,
      "explanation": "Maintenance reflects repository activity, commits, releases, issue-response signals, and recent push freshness."
    },
    {
      "key": "documentation",
      "label": "Documentation",
      "score": 92,
      "weight": 16,
      "contribution": 14.7,
      "explanation": "Agent-readable documentation signals are strong enough for recommendation workflows."
    },
    {
      "key": "stability",
      "label": "Stability",
      "score": 100,
      "weight": 16,
      "contribution": 16,
      "explanation": "Stability reflects release cadence, issue load, recent activity, and maturity signals."
    },
    {
      "key": "adoption",
      "label": "Adoption",
      "score": 64,
      "weight": 16,
      "contribution": 10.2,
      "explanation": "Adoption is normalized from stars, forks, and ecosystem attention signals."
    },
    {
      "key": "agent_readability",
      "label": "Agent Readability",
      "score": 100,
      "weight": 16,
      "contribution": 16,
      "explanation": "Agent readability reflects summaries, use cases, tradeoffs, dependencies, alternatives, and deployment clarity."
    }
  ],
  "summary": "apify/apify-sdk-python scores 86/100. Community is strongest at 100/100; Maintenance is the lowest dimension at 63/100.",
  "adoption_guidance": "Promising candidate. Review risk flags, weakest score dimension, and alternatives before recommending it as the default choice.",
  "risk_flags": [
    "Known caveat: edge-only Cloudflare Workers deployment without adaptation"
  ],
  "score_confidence": {
    "level": "high",
    "summary": "Score evidence is strong enough for shortlist ranking when paired with current metadata.",
    "reasons": [
      "Classification evidence: 2/4 classification signals are high-confidence."
    ],
    "evidence_checklist": [
      {
        "signal": "Classification evidence",
        "status": "review",
        "description": "2/4 classification signals are high-confidence."
      },
      {
        "signal": "Quality signal completeness",
        "status": "strong",
        "description": "4 quality signals are complete or snapshot-backed."
      },
      {
        "signal": "Deployment clarity",
        "status": "strong",
        "description": "5 deployment targets are indexed."
      },
      {
        "signal": "Agent-readable context",
        "status": "strong",
        "description": "3 use cases and 3 inferred dependencies are available."
      },
      {
        "signal": "Tradeoff disclosure",
        "status": "strong",
        "description": "2 caveats are indexed for adoption decisions."
      }
    ],
    "citation_guidance": "When citing this score, include metadata.source, weakest_dimension, risk_flags, and score_confidence.level."
  },
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/apify/apify-sdk-python",
      "kind": "project"
    },
    {
      "label": "Inspect graph",
      "href": "/graph/apify/apify-sdk-python",
      "kind": "graph"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/apify/apify-sdk-python",
      "kind": "alternatives"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=apify/apify-sdk-python",
      "kind": "compare"
    },
    {
      "label": "Get category recommendations",
      "href": "/api/recommend?category=browser_agent&limit=5",
      "kind": "recommend"
    }
  ],
  "strongest_dimension": {
    "key": "community",
    "label": "Community",
    "score": 100,
    "weight": 16,
    "contribution": 16,
    "explanation": "Community reflects contributor activity and ecosystem attention. Current contributor signal is 33."
  },
  "weakest_dimension": {
    "key": "maintenance",
    "label": "Maintenance",
    "score": 63,
    "weight": 20,
    "contribution": 12.6,
    "explanation": "Maintenance reflects repository activity, commits, releases, issue-response signals, and recent push freshness."
  },
  "related_scores": {
    "quality_score": 23,
    "agent_score": 71,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 45,
      "deployment": 100,
      "popularity": 45,
      "community": 78
    }
  },
  "evidence": {
    "deployments": [
      "docker",
      "serverless",
      "library_only",
      "local",
      "cloud"
    ],
    "dependencies": [
      "Vector database",
      "Browser automation",
      "LLM provider"
    ],
    "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"
    ],
    "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"
    },
    "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"
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        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
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        },
        "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"
          ]
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      },
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        "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."
      ]
    },
    "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."
        ]
      }
    },
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      "project.language",
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      "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"
  },
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    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
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  "confidence_reason": "Score evidence is strong enough for shortlist ranking when paired with current metadata.",
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    "project.topics",
    "project.language",
    "project.license",
    "agent_card.summary_for_agent",
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    "verification.signals"
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  "last_verified_at": "2026-09-22T13:28:27.109Z",
  "links": {
    "page": "/score/apify/apify-sdk-python",
    "project_api": "/api/project/apify/apify-sdk-python",
    "graph_api": "/api/graph/apify/apify-sdk-python",
    "alternatives_api": "/api/alternatives/apify/apify-sdk-python",
    "compare_api": "/api/compare?repos=apify/apify-sdk-python",
    "recommendations_api": "/api/recommend?category=browser_agent&limit=5"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
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    "generated_at": "2026-09-23T00:02:11.753Z",
    "snapshot_id": "d1:1213:2026-09-23T00:01:13.209Z",
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}