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> Most of our current development effort is on mini-swe-agent,
> which has superseded SWE-agent. It matches the performance performance of SWE-agent, while being
> much simpler.
> See the FAQ for more details about the differences.
> Our general recommendation is to use mini-SWE-agent instead of SWE-agent going forward.
SWE-agent enables your language model of choice (e.g. GPT-4o or Claude Sonnet 4) to autonomously use tools to
fix issues in real GitHub repositories,
find cybersecurity vulnerabilities, or
perform any custom task.
* ✅ **State of the art** on SWE-bench among open-source projects
* ✅ **Free-flowing & generalizable**: Leaves maximal agency to the LM
* ✅ **Configurable & fully documented**: Governed by a single yaml file
* ✅ **Made for research**: Simple & hackable by design
SWE-agent is built and maintained by researchers from Princeton University and Stanford University.
📣 News
* July 24: Mini-SWE-Agent achieves 65% on SWE-bench verified in 100 lines of python!
* May 2: SWE-agent-LM-32b achieves open-weights SOTA on SWE-bench
* Feb 28: SWE-agent 1.0 + Claude 3.7 is SoTA on SWE-Bench full
* Feb 25: SWE-agent 1.0 + Claude 3.7 is SoTA on SWE-bench verified
* Feb 13: Releasing SWE-agent 1.0: SoTA on SWE-bench light & tons of new features
* Dec 7: An interview with the SWE-agent & SWE-bench team
🚀 Get started!
👉 Try SWE-agent in your browser: (more information)
Read our [documentation][docs] to learn more:
* Installation
* Hello world from the command line
* Benchmarking on SWE-bench
* Frequently Asked Questions
[docs]: https://swe-agent.com
SWE-agent for offensive cybersecurity (EnIGMA)
[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).
Please use SWE-agent 0.7 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
In addition, you might be interested in our other projects:
  
  
  
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Contributions
If you'd like to contribute to the codebase, we welcome issues and pull requests! For larger code changes, we always encourage discussion in issues first.
Citation & contact
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.