base on SWE-agent takes a GitHub issue and tries to automatically fix it, using GPT-4, or your LM of choice. It can also be employed for offensive cybersecurity or competitive coding challenges. [NeurIPS 2024] <p align="center">
<a href="https://swe-agent.com/latest/">
<img src="assets/swe-agent-banner.png" alt="swe-agent.com" style="height: 12em" />
</a>
</p>
<p align="center">
<a href="https://swe-agent.com/latest/"><strong>Documentation</strong></a> |
<a href="https://discord.gg/AVEFbBn2rH"><strong>Discord</strong></a> |
<a href="https://arxiv.org/abs/2405.15793"><strong>Paper</strong></a>
</p>
SWE-agent lets your language model of choice (e.g. GPT-4o or Claude Sonnet 3.5) autonomously use tools to:
* [fix issues in real GitHub repositories](https://swe-agent.com/latest/usage/hello_world),
* perform tasks on the web,
* find cybersecurity vulnerabilities (by solving Capture The Flag challenges), or
* [any custom task](https://swe-agent.com/latest/usage/coding_challenges).
It does so by using configurable [agent-computer interfaces](https://arxiv.org/abs/2405.15793) (ACIs) to interact with isolated computer environments.
SWE-agent is built and maintained by researchers from Princeton University and Stanford University.
## š Get started!
š Try SWE-agent in your browser: [](https://codespaces.new/SWE-agent/SWE-agent) ([more information](https://swe-agent.com/latest/installation/codespaces/))
Read our [documentation][docs] to learn more:
* [Installation](https://swe-agent.com/latest/installation/)
* [Command line usage](https://swe-agent.com/latest/usage/cl_tutorial/)
* [Benchmarking on SWE-bench](https://swe-agent.com/latest/usage/benchmarking/)
* [Frequently Asked Questions](https://swe-agent.com/latest/faq/)
[docs]: https://swe-agent.com
## SWE-agent for offensive cybersecurity (EnIGMA) <a name="enigma"></a>
<img src="https://github.com/user-attachments/assets/84599168-11a7-4776-8a49-33dbf0758bb2" height="80px"></img>
[SWE-agent: EnIGMA][enigma] is a mode for solving offensive cybersecurity (capture the flag) challenges.
EnIGMA achieves state-of-the-art results on multiple cybersecurity benchmarks (see [leaderboard](https://enigma-agent.com/#results)).
The EnIGMA project introduced multiple features that are available in all modes of SWE-agent, such as the [debugger and server connection tools](https://swe-agent.com/0.7/background/iat/) and a [summarizer](https://swe-agent.com/0.7/config/summarizers/) to handle long outputs. Please use [SWE-agent 0.7](https://github.com/SWE-agent/SWE-agent/tree/v0.7) while we update EnIGMA for 1.0.
[enigma]: https://enigma-agent.com
[SWE-bench]: https://github.com/SWE-bench/SWE-bench
[nyu-ctf]: https://arxiv.org/abs/2406.05590
## About
SWE-agent is an academic project started at Princeton University by John Yang*, Carlos E. Jimenez*, Alexander Wettig, Kilian Lieret, Shunyu Yao, Karthik Narasimhan, and Ofir Press.
Contact person: [John Yang](https://john-b-yang.github.io/), [Carlos E. Jimenez](http://www.carlosejimenez.com/), and [Kilian Lieret](https://www.lieret.net/) (Email:
[email protected],
[email protected],
[email protected]).
## Contributions <a name="contributions"></a>
- If you'd like to ask questions, learn about upcoming features, and participate in future development, join our [Discord community](https://discord.gg/AVEFbBn2rH)!
- If you'd like to contribute to the codebase, we welcome [issues](https://github.com/SWE-agent/SWE-agent/issues) and [pull requests](https://github.com/SWE-agent/SWE-agent/pulls)!
## Citation <a name="citation"></a>
If you found this work helpful, please consider citing it using the following:
```bibtex
@inproceedings{yang2024sweagent,
title={{SWE}-agent: Agent-Computer Interfaces Enable Automated Software Engineering},
author={John Yang and Carlos E Jimenez and Alexander Wettig and Kilian Lieret and Shunyu Yao and Karthik R Narasimhan and Ofir Press},
booktitle={The Thirty-eighth Annual Conference on Neural Information Processing Systems},
year={2024},
url={https://arxiv.org/abs/2405.15793}
}
```
If you used the summarizer, interactive commands or the offensive cybersecurity capabilities in SWE-agent, please also consider citing:
```bibtex
@misc{abramovich2024enigmaenhancedinteractivegenerative,
title={EnIGMA: Enhanced Interactive Generative Model Agent for CTF Challenges},
author={Talor Abramovich and Meet Udeshi and Minghao Shao and Kilian Lieret and Haoran Xi and Kimberly Milner and Sofija Jancheska and John Yang and Carlos E. Jimenez and Farshad Khorrami and Prashanth Krishnamurthy and Brendan Dolan-Gavitt and Muhammad Shafique and Karthik Narasimhan and Ramesh Karri and Ofir Press},
year={2024},
eprint={2409.16165},
archivePrefix={arXiv},
primaryClass={cs.AI},
url={https://arxiv.org/abs/2409.16165},
}
```
## šŖŖ License <a name="license"></a>
MIT. Check `LICENSE`.
<div align="center">
[](https://github.com/SWE-agent/SWE-agent/actions/workflows/pytest.yaml)
[](https://github.com/SWE-agent/SWE-agent/actions/workflows/release-dockerhub-nightly.yaml)
[](https://github.com/SWE-agent/SWE-agent/actions/workflows/release-dockerhub-release.yaml)
[](https://github.com/SWE-agent/SWE-agent/actions/workflows/build-docs.yaml)
[](https://codecov.io/gh/SWE-agent/SWE-agent)
[](https://results.pre-commit.ci/latest/github/SWE-agent/SWE-agent/main)
[](https://github.com/SWE-agent/SWE-agent/actions/workflows/check-links.yaml)
</div>
", Assign "at most 3 tags" to the expected json: {"id":"9079","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"