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https://github.com/agenta-ai/agenta

The open-source LLMOps platform: prompt playground, prompt management, LLM evaluation, and LLM observability all in one place.
https://github.com/agenta-ai/agenta

llm-as-a-judge llm-evaluation llm-framework llm-monitoring llm-observability llm-platform llm-playground llm-tools llmops-platform prompt-engineering prompt-management rag-evaluation

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The open-source LLMOps platform: prompt playground, prompt management, LLM evaluation, and LLM observability all in one place.

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README

        






Shows the logo of agenta



The Open-source LLMOps Platform


Build reliable LLM applications faster with integrated prompt management, evaluation, and observability.








Shows the logo of agenta


---


Documentation โ€ข
Website โ€ข
Agenta Cloud

---


MIT license.

Doc


PRs welcome

Contributors

PyPI - Downloads

Last Commit
















Try Agenta Live Demo


---

## 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

### ๐Ÿงช 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://docs.agenta.ai/prompt-engineering/playground/adding-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://docs.agenta.ai/custom-workflows/overview?utm_source=github&utm_medium=referral&utm_campaign=readme) beyond simple prompts

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

### ๐Ÿ“Š Evaluation & Testing
Evaluate your LLM applications systematically with both human and automated feedback.
- **Flexible Test Sets**: Create test cases 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 โ†’](https://docs.agenta.ai/evaluation/overview?utm_source=github&utm_medium=referral&utm_campaign=readme)

### ๐Ÿ“ก 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 โ†’](https://docs.agenta.ai/observability/overview?utm_source=github&utm_medium=referral&utm_campaign=readme)

## ๐Ÿ“ธ Screenshots

Playground
Prompt Management
Evaluation
Observability

## ๐Ÿš€ Getting Started

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






Try Agenta Live Demo




### 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 up -d
```

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

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

## ๐Ÿ’ฌ Community

Find help, explore resources, or get involved:

### ๐Ÿงฐ Support

- **๐Ÿ“š [Documentation](https://docs.agenta.ai?utm_source=github&utm_medium=referral&utm_campaign=readme)** โ€“ Full guides and API reference
- **๐Ÿ“‹ [Changelog](https://docs.agenta.ai/changelog/main?utm_source=github&utm_medium=referral&utm_campaign=readme)** โ€“ Track recent updates
- **๐Ÿ’ฌ [Slack Community](https://join.slack.com/t/agenta-hq/shared_invite/zt-2yewk6o2b-DmhyA4h_lkKwecDtIsj1AQ)** โ€“ Ask questions and get support

### ๐Ÿค Contribute

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

- **๐Ÿ› [Report bugs](https://github.com/Agenta-AI/agenta/issues)** โ€“ Help us by reporting problems you encounter
- **๐Ÿ’ก [Share ideas and feedback](https://github.com/Agenta-AI/agenta/discussions)** โ€“ Suggest features or vote on ideas
- **๐Ÿ”ง [Contribute to the codebase](https://docs.agenta.ai/misc/contributing/getting-started?utm_source=github&utm_medium=referral&utm_campaign=readme)** โ€“ Read the guide and open a pull request

## โญ Star Agenta

**Consider giving us a star!** It helps us grow our community and gets Agenta in front of more developers.


Star us

## Contributors โœจ

[![All Contributors](https://img.shields.io/badge/all_contributors-49-orange.svg?style=flat-square)](#contributors-)

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



Sameh Methnani
Sameh Methnani

๐Ÿ’ป ๐Ÿ“–
Suad Suljovic
Suad Suljovic

๐Ÿ’ป ๐ŸŽจ ๐Ÿง‘โ€๐Ÿซ ๐Ÿ‘€
burtenshaw
burtenshaw

๐Ÿ’ป
Abram
Abram

๐Ÿ’ป ๐Ÿ“–
Israel Abebe
Israel Abebe

๐Ÿ› ๐ŸŽจ ๐Ÿ’ป
Master X
Master X

๐Ÿ’ป
corinthian
corinthian

๐Ÿ’ป ๐ŸŽจ


Pavle Janjusevic
Pavle Janjusevic

๐Ÿš‡
Kaosi Ezealigo
Kaosi Ezealigo

๐Ÿ› ๐Ÿ’ป
Alberto Nunes
Alberto Nunes

๐Ÿ›
Maaz Bin Khawar
Maaz Bin Khawar

๐Ÿ’ป ๐Ÿ‘€ ๐Ÿง‘โ€๐Ÿซ
Nehemiah Onyekachukwu Emmanuel
Nehemiah Onyekachukwu Emmanuel

๐Ÿ’ป ๐Ÿ’ก ๐Ÿ“–
Philip Okiokio
Philip Okiokio

๐Ÿ“–
Abhinav Pandey
Abhinav Pandey

๐Ÿ’ป


Ramchandra Warang
Ramchandra Warang

๐Ÿ’ป ๐Ÿ›
Biswarghya Biswas
Biswarghya Biswas

๐Ÿ’ป
Uddeepta Raaj Kashyap
Uddeepta Raaj Kashyap

๐Ÿ’ป
Nayeem Abdullah
Nayeem Abdullah

๐Ÿ’ป
Kang Suhyun
Kang Suhyun

๐Ÿ’ป
Yoon
Yoon

๐Ÿ’ป
Kirthi Bagrecha Jain
Kirthi Bagrecha Jain

๐Ÿ’ป


Navdeep
Navdeep

๐Ÿ’ป
Rhythm Sharma
Rhythm Sharma

๐Ÿ’ป
Osinachi Chukwujama
Osinachi Chukwujama

๐Ÿ’ป
่Žซๅฐ”็ดข
่Žซๅฐ”็ดข

๐Ÿ“–
Agunbiade Adedeji
Agunbiade Adedeji

๐Ÿ’ป
Emmanuel Oloyede
Emmanuel Oloyede

๐Ÿ’ป ๐Ÿ“–
Dhaneshwarguiyan
Dhaneshwarguiyan

๐Ÿ’ป


Priyanshu Prajapati
Priyanshu Prajapati

๐Ÿ“–
Raviteja
Raviteja

๐Ÿ’ป
Arijit
Arijit

๐Ÿ’ป
Yachika9925
Yachika9925

๐Ÿ“–
Aldrin
Aldrin

โš ๏ธ
seungduk.kim.2304
seungduk.kim.2304

๐Ÿ’ป
Andrei Dragomir
Andrei Dragomir

๐Ÿ’ป


diego
diego

๐Ÿ’ป
brockWith
brockWith

๐Ÿ’ป
Dennis Zelada
Dennis Zelada

๐Ÿ’ป
Romain Brucker
Romain Brucker

๐Ÿ’ป
Heon Heo
Heon Heo

๐Ÿ’ป
Drew Reisner
Drew Reisner

๐Ÿ’ป
Ikko Eltociear Ashimine
Ikko Eltociear Ashimine

๐Ÿ“–


Vishal Vanpariya
Vishal Vanpariya

๐Ÿ’ป
Youcef Boumar
Youcef Boumar

๐Ÿ“–
LucasTrg
LucasTrg

๐Ÿ’ป ๐Ÿ›
Ashraf Chowdury
Ashraf Chowdury

๐Ÿ› ๐Ÿ’ป
jp-agenta
jp-agenta

๐Ÿ’ป ๐Ÿ›
Mr Unhappy
Mr Unhappy

๐Ÿ› ๐Ÿš‡
Moreno Bonaventura
Moreno Bonaventura

๐Ÿ›

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 `TELEMETRY_ENABLED` to `false` in your `.env` file.