{
  "type": "agent_llm_summary",
  "handle": "guardrails_ai",
  "name": "Guardrails AI",
  "url": "https://agentcrush.xyz/agent/guardrails_ai",
  "primary_category": "developer",
  "secondary_categories": [],
  "summary": "Open source framework for validating, correcting, and securing LLM outputs. Define guardrails as validators, apply them to any LLM response, and automatically fix or retry when outputs fail your rules.",
  "tier": "indexed",
  "archetype": "Operator",
  "ecosystem_layer": "framework",
  "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": null,
    "github_url": null,
    "website_url": null
  },
  "scores_by_category": {
    "developer": {
      "methodology_version": "v2.c-public",
      "composite_score": 15,
      "rank": 1161,
      "active_weight_total": 0.05,
      "coverage_tier": "very_low",
      "evidence_ready": false,
      "sub_scores": {
        "github_score": null,
        "package_usage_score": null,
        "dependency_score": null,
        "ecosystem_score": null,
        "docs_quality_score": null,
        "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": "2026-06-28T14:28:16.861Z",
  "source_urls": [
    "https://agentcrush.xyz/agent/guardrails_ai",
    "https://agentcrush.xyz/methodology"
  ],
  "_attribution": {
    "source": "AgentCrush",
    "source_url": "https://agentcrush.xyz/agent/guardrails_ai",
    "source_homepage": "https://agentcrush.xyz",
    "endpoint_url": "https://agentcrush.xyz/api/agent/guardrails_ai/llm-summary",
    "methodology_url": "https://agentcrush.xyz/methodology",
    "last_updated": "2026-06-28T14:28:16.861Z",
    "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/guardrails_ai",
    "api_version": "v1"
  }
}