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SWE-agent

On the record

Coding agent
Yesgithub.com · read 22 Sep 2026
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.swe-agent.com · read 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.swe-agent.com · read 12 Oct 2026
Configuration
The project describes itself as configurable through a YAML file and designed to be simple and hackable for research.swe-agent.com · read 12 Oct 2026
Credentials
Users supply their own language-model keys and need a GitHub key to access private repositories.swe-agent.com · read 12 Oct 2026
Current recommendation
The maintainers recommend mini-swe-agent, which they say matches SWE-agent’s performance while being simpler.swe-agent.com · read 11 Oct 2026
Customization
Users can add custom tools and change the demonstration trajectory supplied to the agent at the start of each run.swe-agent.com · read 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.swe-agent.com · read 12 Oct 2026
Image support
The documentation describes multimodal support for processing images from GitHub issues and says images must be under 10 MB.swe-agent.com · read 11 Oct 2026
Installation
The preferred setup is installation from source using pip.swe-agent.com · read 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.swe-agent.com · read 11 Oct 2026
Models
The documentation says SWE-agent supports models served through LiteLLM and local models with an OpenAI-compatible API.swe-agent.com · read 12 Oct 2026
Model support
The documentation says SWE-agent supports models available through LiteLLM and local models served through an OpenAI-compatible API.swe-agent.com · read 11 Oct 2026
Operating systems
The FAQ says SWE-agent runs on Windows, macOS, and Linux, with Docker container availability possibly limiting environment choices.swe-agent.com · read 11 Oct 2026
Project status
The documentation says SWE-agent has been superseded by mini-swe-agent and is now in maintenance-only mode.swe-agent.com · read 12 Oct 2026
Purpose
SWE-agent uses language models to autonomously work on software engineering tasks, including fixing issues in GitHub repositories.swe-agent.com · read 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.swe-agent.com · read 12 Oct 2026
Research focus
The project describes itself as made for research and simple and hackable by design.swe-agent.com · read 11 Oct 2026

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