LibreAI / AI Agents / RagaAI-Catalyst
// agents · raga-ai-hub/RagaAI-Catalyst

RagaAI-Catalyst

Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic syst…

★ 16.2k stars⑂ 3.6k forksApache-2.0updated 2026-02
▦ visual — this project's README ships no embeddable screenshot,
so here's a placeholder. The guide below is complete regardless.
// project facts

Project facts

RagaAI-Catalyst is an open-source ai agents project by raga-ai-hub (raga-ai-hub/RagaAI-Catalyst on GitHub). It has 16,170 GitHub stars and 3,571 forks, is released under the Apache-2.0 license, and was last updated on GitHub on 11 February 2026.

GitHub stars
16,170
Forks
3,571
License
Apache-2.0
Last updated on GitHub
11 February 2026
Category
AI Agents
Listing
Full install guide
Official site
Official site
// how it works

How it works

  1. Define the job

    Research, coding, browsing, or ops — agents work best with a clear goal.

  2. Pick a framework

    From no-code builders to code-first SDKs, match complexity to the task.

  3. Give it tools

    Web search, code execution, and APIs are what make agents useful.

  4. Run and supervise

    Watch the trace, approve consequential actions, iterate.

// features

Why people love it

Model agnostic

Swap frontier models as better ones appear.

Observability

Traces show exactly what the agent did and why.

Human in the loop

Approval gates for actions that matter.

Memory

Long-term memory across sessions, not goldfish chat.

Multi-agent teams

Specialized agents collaborate on bigger jobs.

Tool use

Agents call real tools: browsers, terminals, APIs.

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// run it

Run it yourself

  1. Step 1 — Clone the repo

    Download the source and move into the project folder.

    git clone https://github.com/raga-ai-hub/RagaAI-Catalyst.git
    cd RagaAI-Catalyst
  2. Step 2 — Check the README

    Every project documents its own setup; start with install requirements.

    cat README.md | head -60
  3. Step 3 — Run it

    Follow the project's launch command — Docker, pip, npm, or a binary release.

    # see README for the exact launch command
// use cases

What you can build

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// faq

Questions, answered

Who maintains RagaAI-Catalyst?

It is an open-source project at raga-ai-hub/RagaAI-Catalyst with 3,571 forks. Check the repo's contributors and recent commits to see how active maintenance is.

Is RagaAI-Catalyst free for commercial use?

Apache 2.0 licensed — commercial use allowed with attribution.

How do I keep them safe?

Sandboxing, approval gates, and least-privilege credentials.

Do I need to code?

Builders exist, but code-first frameworks go further.

What does it cost to run?

Model API bills dominate; self-hosted stacks cut that sharply.

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// alternatives

Alternatives in AI Agents

The most-starred other AI Agents projects in the LibreAI catalogue — the realistic shortlist if RagaAI-Catalyst is not the right fit.

Get RagaAI-Catalyst

Free and open — grab the source, star the repo, and start creating.