SWE-Agent
Overview
Configurable open-source research agent for repository edits and tests; maintainers recommend mini-swe-agent for new users.
Best For Professions:
Configurable open-source research agent for repository edits and tests; maintainers recommend mini-swe-agent for new users.
Configurable research coding agent that uses repository files, shell commands, edits and tests to work on GitHub or local issues and save trajectories. YAML tools and execution environments make the workflow substantial, without proving a production success rate.
The MIT repository is active, but developer-managed model keys, configuration and a suitable execution environment are required. Its maintainers now direct new users to the separate mini-swe-agent successor.
MIT source provides useful research flexibility without a software licence fee; LLM calls, containers/cloud execution and engineering effort remain real costs. No benchmark advantage is inferred from this score.
GitHub/local repositories, configurable tools, SWE-ReX execution and LiteLLM-compatible model configuration are documented. These are configurable developer interfaces, not a hosted public REST automation service.
Historical 2024-12-07 video by Matthew Berman: SWE-Agent Team Interview - Agents, Programming, and Benchmarks!.
Product overview
Capabilities, pricing and fit
Configurable open-source research agent for repository edits and tests; maintainers recommend mini-swe-agent for new users.
Information as of October 5, 2026
What it can do
- Core workflow
Configurable research coding agent that uses repository files, shell commands, edits and tests to work on GitHub or local issues and save trajectories. YAML tools and execution environments make the workflow substantial, without proving a production success rate.[1], [2]
- Availability
The MIT repository is active, but developer-managed model keys, configuration and a suitable execution environment are required. Its maintainers now direct new users to the separate mini-swe-agent successor.[1], [2]
- Connections
GitHub/local repositories, configurable tools, SWE-ReX execution and LiteLLM-compatible model configuration are documented. These are configurable developer interfaces, not a hosted public REST automation service.[1], [2]
Where it fits best
Pricing and availability
MIT source provides useful research flexibility without a software licence fee; LLM calls, containers/cloud execution and engineering effort remain real costs. No benchmark advantage is inferred from this score.[1], [2]
Platforms: The MIT repository is active, but developer-managed model keys, configuration an[1], [2]
Sources (2)
- Product evidence: github.comOfficial site · checked 2026-10-05
- Product evidence: swe-agent.comOfficial site · checked 2026-10-05
Autonomy level
86/100
Our subjective rating of how independently the product carries out its documented tasks, considering the human setup, input, approval and review it needs. This is not a measured success rate.
Comparisons
Custom Comparisons
Some of the use cases of SWE-Agent:
- Researchers comparing configurable coding-agent workflows and execution trajectories.
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Pricing model:
Code access:
Popularity level: 66%
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