agenta 0.86.6
The SDK for agenta is an open-source LLMOps platform.
Requires Python: <4.0,>=3.11
Keywords: LLMOps, LLM, evaluation, prompt engineering


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<div align="center">
  <strong> <h1> The Open-source LLMOps Platform </h1></strong>
  Build reliable LLM applications faster with integrated prompt management, evaluation, and observability.
</div>
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---

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  <a href="https://agenta.ai/docs/?utm_source=github&utm_medium=referral&utm_campaign=readme"><b>Documentation</b></a> &bull;
  <a href="https://agenta.ai?utm_source=github&utm_medium=referral&utm_campaign=readme"><b>Website</b></a> &bull;
  <a href="https://cloud.agenta.ai?utm_source=github&utm_medium=referral&utm_campaign=readme"><b>Agenta Cloud</b></a>
</h3>

---

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  <img src="https://img.shields.io/badge/license-MIT-blue.svg" alt="MIT license." />
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---

## What is Agenta?

Agenta is a platform for building production-grade LLM applications. It helps **engineering** and **product teams** create reliable LLM apps faster through integrated prompt management, evaluation, and observability.

## Core Features

### 🧪 Prompt Engineering & Management
Collaborate with Subject Matter Experts (SMEs) on prompt engineering and make sure nothing breaks in production.

- **Interactive Playground**: Compare prompts side by side against your test cases
- **Multi-Model Support**: Experiment with 50+ LLM models or [bring-your-own models](https://agenta.ai/docs/prompt-engineering/playground/custom-providers?utm_source=github&utm_medium=referral&utm_campaign=readme)
- **Version Control**: Version prompts and configurations with branching and environments
- **Complex Configurations**: Enable SMEs to collaborate on [complex configuration schemas](https://agenta.ai/docs/custom-workflows/overview?utm_source=github&utm_medium=referral&utm_campaign=readme) beyond simple prompts

[Explore prompt management →](https://agenta.ai/docs/prompt-engineering/concepts?utm_source=github&utm_medium=referral&utm_campaign=readme)

### 📊 Evaluation & Testing
Evaluate your LLM applications systematically with both human and automated feedback.
- **Flexible Testsets**: Create testcases from production data, playground experiments, or upload CSVs
- **Pre-built and Custom Evaluators**: Use LLM-as-judge, one of our 20+ pre-built evaluators, or you custom evaluators
- **UI and API Access**: Run evaluations via UI (for SMEs) or programmatically (for engineers)
- **Human Feedback Integration**: Collect and incorporate expert annotations

[Explore evaluation frameworks →](https://agenta.ai/docs/evaluation/overview?utm_source=github&utm_medium=referral&utm_campaign=readme)

### 📡 Observability & Monitoring
Get visibility into your LLM applications in production.
- **Cost & Performance Tracking**: Monitor spending, latency, and usage patterns
- **Tracing**: Debug complex workflows with detailed traces
- **Open Standards**: OpenTelemetry native tracing compatible with OpenLLMetry, and OpenInference
- **Integrations**: Comes with pre-built integrations for most models and frameworks

[Learn about observability →](https://agenta.ai/docs/observability/overview?utm_source=github&utm_medium=referral&utm_campaign=readme)

## 📸 Screenshots

<img alt="Playground" src="https://imagedelivery.net/UNvjPBCIZFONpkVPQTxVuA/a4f67ac4-1acc-40c6-7a1a-5616eee7bb00/large" />
<img alt="Prompt Management" src="https://imagedelivery.net/UNvjPBCIZFONpkVPQTxVuA/65f697d0-3221-4e3c-7232-f350b1976a00/large" />
<img alt="Evaluation" src="https://imagedelivery.net/UNvjPBCIZFONpkVPQTxVuA/19b5b77e-6945-4419-15b9-cfea197e1300/large" />
<img  alt="Observability" src="https://imagedelivery.net/UNvjPBCIZFONpkVPQTxVuA/efc8a24c-2a2a-427c-f285-7d8b41200700/large" />

## 🚀 Getting Started 

### Agenta Cloud (Recommended):
The easiest way to get started is through Agenta Cloud. Free tier available with no credit card required.

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### Self-hosting Agenta

1. Clone Agenta:
```bash
git clone https://github.com/Agenta-AI/agenta && cd agenta
```

2. Start Agenta services:
```bash
docker compose -f hosting/docker-compose/oss/docker-compose.gh.yml --env-file hosting/docker-compose/oss/.env.oss.gh --profile with-web --profile with-traefik up -d
```

3. Access Agenta at `http://localhost`.

For deploying on a remote host, or using different ports refers to our [self-hosting](https://agenta.ai/docs/self-host/quick-start?utm_source=github&utm_medium=referral&utm_campaign=readme) and [remote deployment documentation](https://agenta.ai/docs/self-host/guides/deploy-remotely?utm_source=github&utm_medium=referral&utm_campaign=readme).

## 💬 Community

Find help, explore resources, or get involved:

### 🧰 Support

- **📚 [Documentation](https://agenta.ai/docs/?utm_source=github&utm_medium=referral&utm_campaign=readme)** – Full guides and API reference  
- **📋 [Changelog](https://agenta.ai/docs/changelog/main?utm_source=github&utm_medium=referral&utm_campaign=readme)** – Track recent updates  
- **💬 [Slack Community](https://join.slack.com/t/agenta-hq/shared_invite/zt-37pnbp5s6-mbBrPL863d_oLB61GSNFjw)** – Ask questions and get support  

### 🤝 Contribute

We welcome contributions of all kinds — from filing issues and sharing ideas to improving the codebase.

- **🐛 [Report bugs](https://github.com/Agenta-AI/agenta/issues)** – Help us by reporting problems you encounter  
- **💡 [Share ideas and feedback](https://github.com/Agenta-AI/agenta/discussions)** – Suggest features or vote on ideas
- **🔧 [Contribute to the codebase](https://agenta.ai/docs/misc/contributing/getting-started?utm_source=github&utm_medium=referral&utm_campaign=readme)** – Read the guide and open a pull request

## ⭐ Star Agenta

**Consider giving us a star!** It helps us grow our community and gets Agenta in front of more developers.
</br>
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    <a href="https://github.com/agenta-ai/agenta">

  <img width="300" alt="Star us" src="https://github.com/user-attachments/assets/2c8e580a-c930-4312-bf1b-08f631b41c62" />
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## Contributors ✨

<!-- ALL-CONTRIBUTORS-BADGE:START - Do not remove or modify this section -->
[![All Contributors](https://img.shields.io/badge/all_contributors-50-orange.svg?style=flat-square)](#contributors-)
<!-- ALL-CONTRIBUTORS-BADGE:END -->

Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/docs/en/emoji-key)):

<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
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<table>
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      <td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/mohammed-maaz-6290b0116/"><img src="https://avatars.githubusercontent.com/u/17180132?v=4?s=100" width="100px;" alt="Maaz Bin Khawar"/><br /><sub><b>Maaz Bin Khawar</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=MohammedMaaz" title="Code">💻</a> <a href="https://github.com/Agenta-AI/agenta/pulls?q=is%3Apr+reviewed-by%3AMohammedMaaz" title="Reviewed Pull Requests">👀</a> <a href="#mentoring-MohammedMaaz" title="Mentoring">🧑‍🏫</a></td>
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      <td align="center" valign="top" width="14.28%"><a href="http://luccithedev.com"><img src="https://avatars.githubusercontent.com/u/22600781?v=4?s=100" width="100px;" alt="Agunbiade Adedeji"/><br /><sub><b>Agunbiade Adedeji</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=dejongbaba" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://techemmy.github.io/"><img src="https://avatars.githubusercontent.com/u/43725109?v=4?s=100" width="100px;" alt="Emmanuel Oloyede"/><br /><sub><b>Emmanuel Oloyede</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=techemmy" title="Code">💻</a> <a href="https://github.com/Agenta-AI/agenta/commits?author=techemmy" title="Documentation">📖</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Dhaneshwarguiyan"><img src="https://avatars.githubusercontent.com/u/116065351?v=4?s=100" width="100px;" alt="Dhaneshwarguiyan"/><br /><sub><b>Dhaneshwarguiyan</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=Dhaneshwarguiyan" title="Code">💻</a></td>
    </tr>
    <tr>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/PentesterPriyanshu"><img src="https://avatars.githubusercontent.com/u/98478305?v=4?s=100" width="100px;" alt="Priyanshu Prajapati"/><br /><sub><b>Priyanshu Prajapati</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=PentesterPriyanshu" title="Documentation">📖</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://venkataravitejagullapudi.github.io/"><img src="https://avatars.githubusercontent.com/u/70102577?v=4?s=100" width="100px;" alt="Raviteja"/><br /><sub><b>Raviteja</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=VenkataRavitejaGullapudi" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ArijitCloud"><img src="https://avatars.githubusercontent.com/u/81144422?v=4?s=100" width="100px;" alt="Arijit"/><br /><sub><b>Arijit</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=ArijitCloud" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Yachika9925"><img src="https://avatars.githubusercontent.com/u/147185379?v=4?s=100" width="100px;" alt="Yachika9925"/><br /><sub><b>Yachika9925</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=Yachika9925" title="Documentation">📖</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Dhoni77"><img src="https://avatars.githubusercontent.com/u/53973174?v=4?s=100" width="100px;" alt="Aldrin"/><br /><sub><b>Aldrin</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=Dhoni77" title="Tests">⚠️</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/seungduk-yanolja"><img src="https://avatars.githubusercontent.com/u/115020208?v=4?s=100" width="100px;" alt="seungduk.kim.2304"/><br /><sub><b>seungduk.kim.2304</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=seungduk-yanolja" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://dandrei.com/"><img src="https://avatars.githubusercontent.com/u/59015981?v=4?s=100" width="100px;" alt="Andrei Dragomir"/><br /><sub><b>Andrei Dragomir</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=andreiwebdev" title="Code">💻</a></td>
    </tr>
    <tr>
      <td align="center" valign="top" width="14.28%"><a href="https://diegolikescode.me/"><img src="https://avatars.githubusercontent.com/u/57499868?v=4?s=100" width="100px;" alt="diego"/><br /><sub><b>diego</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=diegolikescode" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/brockWith"><img src="https://avatars.githubusercontent.com/u/105627491?v=4?s=100" width="100px;" alt="brockWith"/><br /><sub><b>brockWith</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=brockWith" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="http://denniszelada.wordpress.com/"><img src="https://avatars.githubusercontent.com/u/219311?v=4?s=100" width="100px;" alt="Dennis Zelada"/><br /><sub><b>Dennis Zelada</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=denniszelada" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/romainrbr"><img src="https://avatars.githubusercontent.com/u/10381609?v=4?s=100" width="100px;" alt="Romain Brucker"/><br /><sub><b>Romain Brucker</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=romainrbr" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="http://heonheo.com"><img src="https://avatars.githubusercontent.com/u/76820291?v=4?s=100" width="100px;" alt="Heon Heo"/><br /><sub><b>Heon Heo</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=HeonHeo23" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Drewski2222"><img src="https://avatars.githubusercontent.com/u/39228951?v=4?s=100" width="100px;" alt="Drew Reisner"/><br /><sub><b>Drew Reisner</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=Drewski2222" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://speakerdeck.com/eltociear"><img src="https://avatars.githubusercontent.com/u/22633385?v=4?s=100" width="100px;" alt="Ikko Eltociear Ashimine"/><br /><sub><b>Ikko Eltociear Ashimine</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=eltociear" title="Documentation">📖</a></td>
    </tr>
    <tr>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/vishalvanpariya"><img src="https://avatars.githubusercontent.com/u/27823328?v=4?s=100" width="100px;" alt="Vishal Vanpariya"/><br /><sub><b>Vishal Vanpariya</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=vishalvanpariya" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/youcefs21"><img src="https://avatars.githubusercontent.com/u/34604972?v=4?s=100" width="100px;" alt="Youcef Boumar"/><br /><sub><b>Youcef Boumar</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=youcefs21" title="Documentation">📖</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/LucasTrg"><img src="https://avatars.githubusercontent.com/u/47852577?v=4?s=100" width="100px;" alt="LucasTrg"/><br /><sub><b>LucasTrg</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=LucasTrg" title="Code">💻</a> <a href="https://github.com/Agenta-AI/agenta/issues?q=author%3ALucasTrg" title="Bug reports">🐛</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://ashrafchowdury.me"><img src="https://avatars.githubusercontent.com/u/87828904?v=4?s=100" width="100px;" alt="Ashraf Chowdury"/><br /><sub><b>Ashraf Chowdury</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/issues?q=author%3Aashrafchowdury" title="Bug reports">🐛</a> <a href="https://github.com/Agenta-AI/agenta/commits?author=ashrafchowdury" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jp-agenta"><img src="https://avatars.githubusercontent.com/u/174311389?v=4?s=100" width="100px;" alt="jp-agenta"/><br /><sub><b>jp-agenta</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/commits?author=jp-agenta" title="Code">💻</a> <a href="https://github.com/Agenta-AI/agenta/issues?q=author%3Ajp-agenta" title="Bug reports">🐛</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://mrunhap.github.io"><img src="https://avatars.githubusercontent.com/u/24653356?v=4?s=100" width="100px;" alt="Mr Unhappy"/><br /><sub><b>Mr Unhappy</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/issues?q=author%3Amrunhap" title="Bug reports">🐛</a> <a href="#infra-mrunhap" title="Infrastructure (Hosting, Build-Tools, etc)">🚇</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/morenobonaventura"><img src="https://avatars.githubusercontent.com/u/2118854?v=4?s=100" width="100px;" alt="Moreno Bonaventura"/><br /><sub><b>Moreno Bonaventura</b></sub></a><br /><a href="https://github.com/Agenta-AI/agenta/issues?q=author%3Amorenobonaventura" title="Bug reports">🐛</a></td>
    </tr>
  </tbody>
</table>

<!-- markdownlint-restore -->
<!-- prettier-ignore-end -->

<!-- ALL-CONTRIBUTORS-LIST:END -->

This project follows the [all-contributors](https://github.com/all-contributors/all-contributors) specification. Contributions of any kind are welcome!

## Disabling Anonymized Tracking

By default, Agenta automatically reports anonymized basic usage statistics. This helps us understand how Agenta is used and track its overall usage and growth. This data does not include any sensitive information. To disable anonymized telemetry set `AGENTA_TELEMETRY_ENABLED` to `false` in your `.env` file.