{
  "schema_version": "openagent.agent_resource_packet.v1",
  "id": "res_ragas",
  "slug": "ragas",
  "name": "Ragas",
  "canonical_url": "https://www.openagent.bot/tools/ragas",
  "category": "tools",
  "resource_type": "tool",
  "summary": "Ragas is an Apache-2.0 evaluation framework for LLM applications, especially retrieval-augmented generation workflows that need structured quality checks.",
  "capabilities": [
    "rag"
  ],
  "constraints": [
    "open-source"
  ],
  "scenarios": [
    "self-hosted-ai"
  ],
  "deployment_modes": [
    "self_hosted",
    "cloud"
  ],
  "interfaces": [
    "repo",
    "docs"
  ],
  "integrations": [],
  "permission_surface": [
    "browser",
    "memory"
  ],
  "risk_level": "elevated",
  "source_confidence": "high",
  "recommended_workflows": [
    "Browser automation",
    "Evaluation and observability",
    "Memory or RAG workflow",
    "Reusable skill workflow"
  ],
  "avoid_when": [
    "Pure browser automation tests",
    "Teams that need production tracing more than evaluation datasets"
  ],
  "primary_actions": [
    "Inspect repository",
    "Open Homepage",
    "Install or run"
  ],
  "evidence_urls": [
    "https://github.com/vibrantlabsai/ragas",
    "https://docs.ragas.io"
  ],
  "last_verified_at": "2026-06-02",
  "machine_readable": {
    "json_url": "https://www.openagent.bot/tools/ragas.json",
    "markdown_url": "https://www.openagent.bot/tools/ragas.md",
    "agent_json_url": "https://www.openagent.bot/tools/ragas.agent.json"
  }
}