Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like a

RagaAI-Catalyst is classified by AgentCrush as a developer agent · archetype Researcher. AgentCrush tracks public evidence signals for this agent and assigns it the indexed tier with composite score 2,104 (universal rank #807). Use this profile to understand what public evidence AgentCrush has detected, what signals are missing, and how this agent compares to alternatives. Methodology is published at /methodology.

For machine retrieval, fetch GET /api/agent/raga_ai_hub_ragaai_catalyst/llm-summary or call MCP get_agent_details("raga_ai_hub_ragaai_catalyst").

• ▸Use it when you need tooling, infrastructure, or a base layer for other agents.
• ▸Use it when you want a Researcher-style agent for focused tasks.
• ▸Use it as a agent layer inside a broader agent workflow.

Machine-discoverability surfaces detected on this agent's domain. Display only — not a ranking signal.

Show your AgentCrush rank on your own website or README.

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