SWE-agent is an open-source AI agent framework that uses GPT-4, Claude, and other LMs to autonomously identify bugs, propose fixes, and apply changes directly in real GitHub repositories, streamlining code maintenance and accelerating development workflows.
Workflow Automation
Web Tools
Search Technology
Software Testing
#AI code assistant
#automated debugging
#GitHub integration
#code quality improvement
#Developer Tools
#CI/CD automation
#Docker support
#trajectory inspector
#linting tools
#testing automation
#repository management
#customizable coding solutions
#bug fixing automation
#code review tools
#AI-driven development
#Software maintenance
#DevOps efficiency
#Language model integration
#development frameworks
...
Promote this Tool
Update this Tool
SWE-agent
SWE-agent is an open-source AI agent framework that uses GPT-4, Claude, and other LMs to autonomously identify bugs, propose fixes, and apply changes directly in real GitHub repositories, streamlining code maintenance and accelerating development workflows.
Workflow Automation
Web Tools
Search Technology
Software Testing
#AI code assistant
#automated debugging
#GitHub integration
#code quality improvement
#Developer Tools
#CI/CD automation
#Docker support
#trajectory inspector
#linting tools
#testing automation
#repository management
#customizable coding solutions
#bug fixing automation
#code review tools
#AI-driven development
#Software maintenance
#DevOps efficiency
#Language model integration
#development frameworks
...
Featured
What is SWE-agent?
SWE-agent is a developer-focused AI agent framework that integrates with GitHub to autonomously diagnose and resolve code issues. It runs in Docker or GitHub Codespaces, uses your preferred language model, and allows you to configure tool bundles for tasks like linting, testing, and deployment. SWE-agent generates clear action trajectories, applies pull requests with fixes, and provides insights via its trajectory inspector, enabling teams to automate code review, bug fixing, and repository cleanup efficiently.
Who will use SWE-agent?
- Software developers
- DevOps engineers
- Open-source maintainers
- QA engineers
- Engineering managers
How to use the SWE-agent?
- Step1: Install SWE-agent via pip or Docker according to the documentation.
- Step2: Configure your language model API keys in the .env file.
- Step3: Define or select tool bundles for testing, linting, or custom tasks.
- Step4: Run sweagent against a GitHub repository using the CLI or Codespaces.
- Step5: Review the generated trajectory and apply automated fixes via pull request.
Platform
- mac
- windows
- linux
SWE-agent's Core Features & Benefits
The Core Features
- Autonomous code issue detection and fixing
- Integration with GitHub repositories
- Support for GPT-4, Claude, and custom LMs
- Configurable tool bundles
- Docker and Codespaces deployment
- Trajectory inspector for step-by-step output
The Benefits
- Accelerates debugging and maintenance
- Reduces manual code review effort
- Seamless CI/CD pipeline integration
- Customizable to project toolchains
- Improves code quality and consistency
SWE-agent's Main Use Cases & Applications
- Automated bug fixing in pull requests
- Continuous code quality monitoring
- Batch repository cleanup and refactoring
- Automating test and lint workflows
- CI/CD integration for self-healing pipelines
SWE-agent's Pros & Cons
The Pros
State-of-the-art performance on SWE-bench among open-source projects
Enables autonomous language model tool usage for diverse tasks
Highly configurable and fully documented with a simple YAML file
Free-flowing and generalizable design allowing maximum LM agency
Developed and maintained by leading researchers at Princeton and Stanford
Open-source and research-friendly, designed to be hackable
The Cons
No explicit pricing information available
No mention of native mobile or desktop applications
May require technical expertise to install and customize
Limited information about user community or commercial support
FAQs of SWE-agent
SWE-agent Company Information
Analytic of SWE-agent
Visit Over Time
Monthly Visits
43.2k
Avg Visit Duration
00:00:34
Page Per Visit
1.80
Bounce Rate
39.12%
Aug 2025 - Oct 2025 All Traffic
Geography
Top 5 Regions
United States
23.01%
India
10.47%
Thailand
8.43%
Singapore
6.94%
Vietnam
6.78%
Aug 2025 - Oct 2025 Worldwide Desktop Only
Traffic Sources
Direct
42.65%
Search
31.00%
Referrals
18.99%
Social
6.28%
Paid Referrals
0.93%
Mail
0.10%
Aug 2025 - Oct 2025 Desktop Only
Top Keywords
| Keyword | Traffic | Cost Per Click |
|---|---|---|
| swe agent | 2.5k | $ 4.82 |
| sweagent installation | 200 | $ -- |
| swe-agent | 2.1k | $ -- |
| sweagent running swebench | 200 | $ -- |
| sweagent | 620 | $ -- |
SWE-agent Reviews
5/5
SWE-agent's Main Competitors and alternatives?
- Auto-GPT
- LangChain Agents
- GitHub Copilot
- BabyAGI
- OpenAI Function Calling
You may also like:
10.2K
60.68% Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
--
AI-powered platform creating stunning, synchronized music videos with original audio and visuals.
2.6K
100.00% AI-powered copilot for efficient and effective email management.
325.8K
27.42% Aixbt is a tokenized AI Agent optimizing revenue across applications.
44.0K
11.03% Generate brand visuals and copy using AI to boost e-commerce sales.
2.1K
78.34% Hyperscience automates data extraction and document processing with AI-driven accuracy.
4.9M
20.59% Project Mariner is an AI agent designed for efficient data extraction and analysis.
77.6K
18.77% Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
5.5K
91.69% Potpie AI is an intelligent agent that automates document processing and management.
--
Generate intriguing facts effortlessly with our AI-powered tool.
1.2K
100.00% Revolutionary AI that sees, hears, and communicates in real time.
76.3K
19.45% Aviator Agents streamline workflows using AI-driven automation for various tasks.
413
100.00% Intellika AI enables seamless automation of data analysis and reporting for businesses.
37.2K
68.25% OneReach AI simplifies interactions by automating customer engagement through intelligent messaging.
594
100.00% Phoenix AI Assistant helps streamline tasks using intelligent automation and personalized support.
--
Computer vision-based test automation and RPA tool for web and desktop apps.
2.3K
100.00% TensorStax is an AI agent specializing in optimizing machine learning deployment and management.
8.6K
37.99% Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
93.6K
13.90% Scrape.do provides advanced web scraping solutions using AI technology.
4.4K
33.68% ThumbGenie is an AI image generation tool designed for creating high-quality thumbnails instantly.
1.4K
67.41% GPTConsole is an AI agent designed for streamlined conversation and task automation.
159.4K
20.40% Trigger.dev helps developers automate workflows and integrate apps seamlessly with minimal code.
27.4K
10.31% Black Forest Labs offers advanced AI agents for seamless workflow automation.
796
100.00% An AI agent that improves workplace efficiency and productivity through intelligent automation.
2.0K
100.00% Thinkeo is an AI agent for streamlined content creation and management.
195
100.00% Veed.io is an AI video editor that simplifies video creation with powerful editing tools.
498.9K
22.61% Creatopy is a design automation tool that creates engaging visuals effortlessly.
381.3K
19.05% Clone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
63.4K
10.52% Makeform AI streamlines form creation using AI technology to customize and analyze forms effortlessly.
1.4K
100.00% Pandorabots offers AI-powered chatbots for interactive conversations and customer support.
5.1K
50.73% Megan is an AI agent that automates tasks like scheduling and reminders to enhance personal productivity.
--
Buildel is an AI agent that streamlines project management and automation tasks.
1.4K
100.00% Sunrise AI is an intelligent assistant that automates content creation and provides real-time insights.
409.7K
25.41% Browser Use is an AI agent that optimizes web browsing with automated insights.
--
Bundigo is an AI agent designed to create and manage digital content effortlessly.
85.1K
23.67% Effortlessly scrape web data with this powerful AI agent.
750.0K
24.83% Firecrawl is an AI agent designed for advanced web scraping and data extraction.
69.6K
13.79% SharkFoto is an all-in-one AI-powered platform for creating and editing videos, images, and music efficiently.
--
Gene is an AI-driven sales agent designed specifically for real estate agencies and developers.
889
81.53% Fay AI assists in various tasks like customer support, content generation, and workflow automation.
21.6K
29.63% FacesearchAI specializes in facial recognition and analysis through AI technology.
4.4M
24.00% Power Automate transforms repetitive tasks into automated workflows using AI.
41.0K
51.35% Tray.io automates workflows by connecting apps and services using no-code solutions.
5.7K
62.23% Lynq leverages AI for real-time business intelligence and actionable insights.
6.6M
31.64% Mistral Small 3 is a highly efficient, latency-optimized AI model for fast language tasks.
3.1K
92.40% MagicBlocks is an AI agent for creating virtual worlds and 3D environments.
--
An AI tool that uses Anthropic Claude embeddings via CrewAI to find and rank similar companies based on input lists.
--
Spark Engine is an AI-powered semantic search platform delivering fast, relevant results using vector embeddings and natural language understanding.
1.1M
62.06% Qoder is an agentic coding platform for real software, Free to use the best model in preview.
421
100.00% Stack AI is an advanced AI agent that automates task management and personal assistance.
--
Offensive Graphs uses AI to automatically generate attack path graphs from network data, empowering security teams with clear visualization.
--
MindSearch is an open-source retrieval-augmented framework that dynamically fetches knowledge and powers LLM-based query answering.
674.6K
21.24% CrewAI is an AI-powered virtual assistant that automates customer service tasks and enhances user engagement.
508
72.38% ReactAgent is an AI-driven conversation agent for interactive web experiences.
5.0K
57.60% RelevanceAI offers advanced data analysis and machine learning tools for businesses.
50.5K
46.86% Chipp AI automates tasks and provides enhanced insights using intelligent decision-making.
3.7K
97.48% Bosun.ai builds AI-powered knowledge assistants that ingest company data to deliver instant, accurate answers via chat.
--
AgenticIR orchestrates LLM-based agents to autonomously retrieve, analyze, and synthesize information from web and document sources.
627
80.64% Flowtest AI is an intelligent agent for automating software testing and optimizing workflows.
3.8M
9.01% Skywork AI is an innovative tool to enhance productivity using AI.
6.0K
76.13% Hercules AI Agent automates software testing and enhances quality assurance processes.
350.2K
38.11% Testsigma is an AI-driven testing platform that automates test case creation and execution.
--
An AI agent that automatically generates and executes software test cases using large language models to detect code bugs.
--
Thufir is an open-source Python framework for building autonomous AI agents with planning, long-term memory, and tool integration.
--
An AI-driven data driver extension for Robot Framework leveraging LLMs to auto-generate test data and scenarios.
7.9K
100.00% Flowsend AI simplifies workflow automation with intelligent email and document management.
125.7K
25.19% Agent-Squad coordinates multiple specialized AI agents to decompose tasks, orchestrate workflows, and integrate tools for complex problem solving.
--
AI-powered browser extension that generates automated UI testing scripts, selectors, and code snippets via natural language.
--
AUITestAgent uses AI to automatically generate and execute Appium UI test scripts from app screenshots and user prompts.
664.8K
15.68% Animate your fantasies! Create AI bikini & kiss videos from images or text. Try the AI Clothes Changer & Image Generator
--
An AI agent automating test-driven development: it generates tests, implementation code, and runs iterations with GPT models.
--
Benchmark suite measuring throughput, latency, and scalability for Java-based LightJason multi-agent framework across diverse test scenarios.
650.7K
14.66% Jules is an AI agent designed for assisting in various tasks with efficiency.
--
An open-source Python framework to orchestrate tournaments between large language models for automated performance comparison.
--
ToolFuzz automatically generates fuzz tests to evaluate and debug tool-using capabilities and reliability of AI agents.
--
Vision Agent uses computer vision and LLMs to automate UI interactions and generate visual automation scripts.
--
Create personalized voice messages from Santa Claus for your loved ones.