Agenta vs Ragas
A side-by-side comparison of two self-hosted self-hosted ai options — licensing, setup difficulty, resource needs, and what each one replaces.
| Feature | Agenta | Ragas |
|---|---|---|
| Deploy effort | Under-an-hour setup | Read-the-docs project |
| Health score | 89 · Excellent | 72 · Good |
| Category | Self-Hosted AI | Self-Hosted AI |
| License | MIT | Apache-2.0 |
| Language | TypeScript | Python |
| Setup difficulty | Medium | Medium |
| Min. RAM | 2,048 MB | 1,024 MB |
| Deployment | docker | source |
| GitHub stars | ★ 4,776 | ★ 15,829 |
| First released | 2023 | 2023 |
| Replaces | LangSmith | LangSmith |
What are Agenta and Ragas?
Agenta
Agenta is an end-to-end LLMOps platform that combines prompt management, evaluation and observability for building production LLM applications. It can be fully self-hosted with Docker Compose.
- Prompt playground
- Evaluation suite
- Observability tracing
- Self-hosted with Docker
Ragas
Ragas is an open-source framework for evaluating retrieval-augmented generation pipelines. It provides metrics for faithfulness, answer relevancy, and context precision that can be run entirely on self-hosted infrastructure.
- RAG-specific metrics
- Synthetic test set generation
- Framework agnostic
- Local evaluation
Agenta vs Ragas: key differences
Agenta is written in TypeScript, while Ragas is built with Python. Licensing differs — MIT for Agenta versus Apache-2.0 for Ragas. Ragas is the lighter option, starting around 1,024 MB of RAM against 2,048 MB for Agenta. Ragas has the considerably larger community, at 15,829 GitHub stars versus 4,776. Agenta lists first-class Docker deployment; Ragas does not.
Why pick each one
Choose Agenta if…
- Released under the MIT license
- First-class Docker support for quick deployment
- Active community (4.8k GitHub stars)
- Written in TypeScript
Choose Ragas if…
- Research-backed metrics
- Simple Python API
- Framework integrations
Watch out for
- Metrics need LLM calls
- Frequent API changes
Frequently asked questions
Is Agenta or Ragas better?
Neither is universally better. Ragas has the larger community; both share a medium setup difficulty, so the decision comes down to features and licensing.
Are Agenta and Ragas free and open-source?
Yes. Agenta is licensed under MIT and Ragas under Apache-2.0. Both can be self-hosted at no software cost.
Can I run Agenta and Ragas with Docker?
Agenta: yes. Ragas: check the project docs for container support.
Which is lighter on resources, Agenta or Ragas?
Ragas has the smaller minimum footprint at 1,024 MB of RAM, compared to about 2,048 MB for Agenta. Real-world usage depends on library size, user count, and enabled features.