raga-ai-hub/RagaAI-Catalyst

Project overview

An SDK for evaluating, monitoring, and safeguarding LLM and agentic AI applications through project management, tracing, prompt management, and guardrails. It requires Python coding and external authentication to the RagaAI Catalyst Platform.

Project type

AI Agent · RAG · Evaluation & Observability

Use cases

Automation

Deployment

Refer to project documentation

License

Apache-2.0

Best for

• AI engineers and developers who work with Python and need to integrate tracing, evaluation, and synthetic data generation into their LLM workflows.

Key capabilities

• Create and manage projects, as well as list project use cases.
• Manage datasets efficiently for projects, including creating them from CSV files.
• Create and manage metric evaluation of RAG applications using built-in and custom metrics.
• Record and analyze traces of RAG applications.
• Provides monitoring and analysis for AI agent systems including LLM interactions, tool utilization, and network activities.
• Manage and use prompts efficiently in projects, including listing and getting specific versions.
• Generate evaluation examples from instructions or CSV files using configured models.
• Get deployment details and add guardrails to deployment IDs.

Limitations and risks

• Authentication to RagaAICatalyst is necessary to perform any operations.

Getting started

• Install the package via pip, configure the access_key, secret_key, and base_url in the RagaAICatalyst class, and initialize the tracer or evaluation within your code.

Evidence and sources

• GitHub project description: Python SDK for Agent AI Observability, Monitoring and Evaluation Framework.
• README: RagaAI Catalyst is a comprehensive platform designed to enhance the management and optimization of LLM projects.
• README: To install RagaAI Catalyst, you can use pip: ```bash pip install ragaai-catalyst ```
• README: Create and manage projects using RagaAI Catalyst:
• README: Manage datasets efficiently for your projects:

Reviewed at: 2026-07-17T14:14:28Z