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SWE-agent

Place
#55 of 103
Score
7.0
SWE-agent's website

The facts below are what the maker publishes about SWE-agent, checked and dated. Our editors have not written about it yet.

The facts

Each one read from SWE-agent's own pages, with the date it was checked.

Where it runs

Browser setup
SWE-agent can be run in a browser-based VS Code environment, where users provide language-model API keys in a .env file.checked 11 Oct 2026
Browser use
The setup guide offers a browser-based VS Code environment for a quick first look and lists Node.js as a requirement for the web-based GUI.checked 12 Oct 2026
Platforms
The FAQ says SWE-agent runs on Windows, macOS, and Linux, with Docker environment availability as a possible limitation.checked 12 Oct 2026

What it does

Coding agent
Yeschecked 22 Sep 2026
Configuration
The project describes itself as configurable through a YAML file and designed to be simple and hackable for research.checked 12 Oct 2026
Credentials
Users supply their own language-model keys and need a GitHub key to access private repositories.checked 12 Oct 2026
Current recommendation
The maintainers recommend mini-swe-agent, which they say matches SWE-agent’s performance while being simpler.checked 11 Oct 2026
Customization
Users can add custom tools and change the demonstration trajectory supplied to the agent at the start of each run.checked 12 Oct 2026
Images
SWE-agent supports vision-capable models for processing images from GitHub issues, and the FAQ says images must be under 10 MB.checked 12 Oct 2026
Image support
The documentation describes multimodal support for processing images from GitHub issues and says images must be under 10 MB.checked 11 Oct 2026
Installation
The preferred setup is installation from source using pip.checked 11 Oct 2026
Local model limits
For local models, the documentation says cost tracking cannot be used unless a custom model registry supplies cost information.checked 11 Oct 2026
Models
The documentation says SWE-agent supports models served through LiteLLM and local models with an OpenAI-compatible API.checked 12 Oct 2026
Model support
The documentation says SWE-agent supports models available through LiteLLM and local models served through an OpenAI-compatible API.checked 11 Oct 2026
Operating systems
The FAQ says SWE-agent runs on Windows, macOS, and Linux, with Docker container availability possibly limiting environment choices.checked 11 Oct 2026
Project status
The documentation says SWE-agent has been superseded by mini-swe-agent and is now in maintenance-only mode.checked 12 Oct 2026
Purpose
SWE-agent uses language models to autonomously work on software engineering tasks, including fixing issues in GitHub repositories.checked 12 Oct 2026
Research design
Its Agent-Computer Interface provides commands and feedback for models to browse repositories, view and edit files, and run code.checked 12 Oct 2026
Research focus
The project describes itself as made for research and simple and hackable by design.checked 11 Oct 2026
Run records
The FAQ says `.traj` output files contain complete records of SWE-agent's thought process and actions.checked 12 Oct 2026
Runtime
Docker is the default backend; the documentation says cloud code evaluation is an option for users who do not want to use Docker.checked 12 Oct 2026
Status
SWE-agent has been superseded by mini-swe-agent and is now in maintenance-only mode.checked 11 Oct 2026
Support
The FAQ directs users to open GitHub issues for questions, bug reports, and feature requests, and links to Slack discussions.checked 12 Oct 2026
Terminal access
Yeschecked 22 Sep 2026

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