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OpenAutoCoder/Agentless

An automated software repair system that uses LLMs to localize faults, generate patches, and validate fixes without agentic loops.

2.1k stars Python Coding AssistantsLLMOps · Eval
Agentless
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Agentless is a tool for automatically solving software development problems by breaking the task into three phases. First it localizes the fault to specific files, classes, functions, and edit locations using hierarchical analysis. Then it samples multiple candidate patches in diff format. Finally it validates patches by running regression tests and generated reproduction tests, re-ranking candidates until submitting a correct fix. The system achieved 40.7% solve rate on SWE-bench lite using Claude 3.5 Sonnet.

Frequently asked

What is OpenAutoCoder/Agentless?
An automated software repair system that uses LLMs to localize faults, generate patches, and validate fixes without agentic loops.
Is Agentless open source?
Yes — OpenAutoCoder/Agentless is open source, released under the MIT license.
What language is Agentless written in?
OpenAutoCoder/Agentless is primarily written in Python.
How popular is Agentless?
OpenAutoCoder/Agentless has 2.1k stars on GitHub.
Where can I find Agentless?
OpenAutoCoder/Agentless is on GitHub at https://github.com/OpenAutoCoder/Agentless.

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