{
  "type": "agent_llm_summary",
  "handle": "tavily_ai_tavily_python",
  "name": "tavily-python",
  "url": "https://agentcrush.xyz/agent/tavily_ai_tavily_python",
  "primary_category": "developer",
  "secondary_categories": [],
  "summary": "The Tavily Python SDK allows for easy interaction with the Tavily API, offering the full range of our search, extract, crawl, map, and research functionalities directly from your Python programs. Easily integrate smart search, content extraction, and research capabilities into your applications, harnessing Tavily's powerful features.",
  "tier": "indexed",
  "archetype": "Researcher",
  "ecosystem_layer": "agent",
  "verified": false,
  "erc8004_registered": false,
  "socially_visible": false,
  "identity": {
    "hf_author": null,
    "lmarena_model_keys": [],
    "semantic_scholar_paper_ids": [],
    "virtuals_id": null,
    "agentverse_id": null,
    "github_full_name": "tavily-ai/tavily-python",
    "github_url": "https://github.com/tavily-ai/tavily-python",
    "website_url": "https://pypi.org/project/tavily-python/"
  },
  "scores_by_category": {
    "developer": {
      "methodology_version": "v2.c-public",
      "composite_score": 26.29,
      "rank": 244,
      "active_weight_total": 0.35,
      "coverage_tier": "low",
      "evidence_ready": false,
      "sub_scores": {
        "github_score": 65.71,
        "package_usage_score": null,
        "dependency_score": null,
        "ecosystem_score": null,
        "docs_quality_score": 64,
        "hn_score": null,
        "trust_score": 20
      }
    }
  },
  "limitations": [
    "AgentCrush tracks public evidence only.",
    "Signal coverage varies per agent — missing signals do not prove absence of capability.",
    "Methodology versions evolve. Scores are valid for the methodology version shown.",
    "Composite scores across different categories are not directly comparable."
  ],
  "methodology_url": "https://agentcrush.xyz/methodology",
  "last_updated": "2026-06-11T05:48:57.351Z",
  "source_urls": [
    "https://agentcrush.xyz/agent/tavily_ai_tavily_python",
    "https://agentcrush.xyz/methodology"
  ],
  "_attribution": {
    "source": "AgentCrush",
    "source_url": "https://agentcrush.xyz/agent/tavily_ai_tavily_python",
    "source_homepage": "https://agentcrush.xyz",
    "endpoint_url": "https://agentcrush.xyz/api/agent/tavily_ai_tavily_python/llm-summary",
    "methodology_url": "https://agentcrush.xyz/methodology",
    "last_updated": "2026-06-11T05:48:57.351Z",
    "license": "CC-BY-4.0 — attribute \"AgentCrush (https://agentcrush.xyz)\"",
    "terms_url": "https://agentcrush.xyz/terms-for-agents",
    "contact": "https://agentcrush.xyz/about",
    "cite_as": "AgentCrush · https://agentcrush.xyz/agent/tavily_ai_tavily_python",
    "api_version": "v1"
  }
}