Shypd.aiThe largest open index of AI toolsAgentless is an open-source AI tool that automatically solves software development problems using an agentless approach. It employs a three-phase process of localization, repair, and patch validation to fix bugs efficiently.
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Agentless is an open-source AI tool designed to automatically solve software development problems without relying on traditional agents. It operates through a structured three-phase process: localization, repair, and patch validation. The localization phase identifies faults down to specific files, classes, functions, and fine-grained edit locations. During the repair phase, Agentless generates multiple candidate patches for each bug in a simple diff format. Finally, the patch validation phase selects and runs regression tests, generates additional reproduction tests, and re-ranks patches based on test results to submit the most effective fix. Agentless has demonstrated strong performance, achieving solve rates of 40.7% and 50.8% on SWE-bench lite and verified benchmarks, respectively, when integrated with Claude 3.5 Sonnet.
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