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Top 23 Python Agent Projects
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ragflow
RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs
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InfluxDB
InfluxDB – Database Purpose-Built for High-Resolution Data. Turn time series data into real-time intelligence. Manage high-volume, high-velocity data without sacrificing performance.
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Project mention: Show HN: CodeRLM – Tree-sitter-backed code indexing for LLM agents | news.ycombinator.com | 2026-02-11
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Project mention: Llama-Factory: Unified, Efficient Fine-Tuning for 100 Open LLMs | news.ycombinator.com | 2025-09-18
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MetaGPT
🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming
Project mention: Backlog.md – CLI that auto-generates task files (took my Claude success to 95 %) | news.ycombinator.com | 2025-07-06 -
unsloth
Fine-tuning & Reinforcement Learning for LLMs. 🦥 Train OpenAI gpt-oss, DeepSeek, Qwen, Llama, Gemma, TTS 2x faster with 70% less VRAM.
Project mention: I Built an Automated SLM Fine-Tuning Engine with Python and Unsloth 🚀 | dev.to | 2026-01-19For the actual training, I rely on Unsloth. It makes fine-tuning 2x faster and uses 70% less memory.
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Project mention: Your AI Agent's Memory Is Broken. Here Are 4 Architectures Racing to Fix It | dev.to | 2026-03-10
How it works: Mem0 and Zep store memories as temporal knowledge graphs. Instead of embedding text chunks, they extract entities and relationships ("User → works at → Acme Corp", "User → prefers → TypeScript"), track how these relationships change over time, and traverse the graph to answer queries that require understanding connections.
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khoj
Your AI second brain. Self-hostable. Get answers from the web or your docs. Build custom agents, schedule automations, do deep research. Turn any online or local LLM into your personal, autonomous AI (gpt, claude, gemini, llama, qwen, mistral). Get started - free.
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Jobs_Applier_AI_Agent_AIHawk
AIHawk aims to easy job hunt process by automating the job application process. Utilizing artificial intelligence, it enables users to apply for multiple jobs in a tailored way.
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I spent a weekend studying GPT-Researcher, an open-source project with 24,000+ GitHub stars. It builds an autonomous research agent that generates comprehensive reports with citations. The architecture is elegant: multiple specialized agents coordinate through LangGraph, parallel execution speeds up research, and quality gates ensure reliable output.
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deer-flow
An open-source SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skills and subagents, it handles different levels of tasks that could take minutes to hours.
Inspired by BulletProof React, I applied its codebase architecture concepts to the bytedance/deerflow.
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vanna
🤖 Chat with your SQL database 📊. Accurate Text-to-SQL Generation via LLMs using Agentic Retrieval 🔄.
Project mention: How to Use Vanna.ai to Query Your Database with Open-Source Language Models | dev.to | 2025-12-02Vanna.ai GitHub: https://github.com/vanna-ai/vanna
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serena
A powerful coding agent toolkit providing semantic retrieval and editing capabilities (MCP server & other integrations)
Project mention: Show HN: CS – indexless code search that understands code, comments and strings | news.ycombinator.com | 2026-02-22Can you share how it compares to Serena? https://github.com/oraios/serena
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AstrBot
Agentic IM Chatbot infrastructure that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. ✨
Project mention: AstrBot: Revolutionizing Chatbot Development with Ease and Flexibility | dev.to | 2025-03-26View the Project on GitHub
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SWE-agent
SWE-agent takes a GitHub issue and tries to automatically fix it, using your LM of choice. It can also be employed for offensive cybersecurity or competitive coding challenges. [NeurIPS 2024]
Project mention: Boost Your Coding Agent and Understand Its Reasoning with 3 Simple Prompts | dev.to | 2025-06-20SWE-Agent
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Project mention: Tongyi DeepResearch – open-source 30B MoE Model that rivals OpenAI DeepResearch | news.ycombinator.com | 2025-11-02
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GitHub Link: https://github.com/agentscope-ai/agentscope Summary: Agentscope is an agent-oriented programming library that makes it easier to build LLM applications. It's designed to be "developer-centric" with features like asynchronous execution, parallel tool calls, and real-time steering. It offers a transparent approach where prompt engineering and API invocation are fully visible and controllable. Why it's important: Agentscope, along with its related libraries like agentscope-runtime and agentscope-studio, provides a comprehensive toolkit for not only developing but also deploying and visualizing agent-based applications.
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camel
🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org
Project mention: Eigent: An open source Claude cowork alternative | news.ycombinator.com | 2026-01-14You can have a try; almost all sota models are supported all powered thanks to https://github.com/camel-ai/camel
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Project mention: OSS Alternative to Open WebUI – ChatGPT-Like UI, API and CLI | news.ycombinator.com | 2025-11-03
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Project mention: Finally Got My Dify Agent Working in Discord, Telegram and Slack | dev.to | 2025-12-10
LangBot is the most powerful open-source multi-platform chatbot framework available. It supports major Chinese IMs (QQ, WeChat, Feishu, DingTalk) and international platforms (Telegram, Discord, Slack, LINE). Its core strength is connecting AI backends to messaging apps.
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Microsoft's agent-lightning project offers a comprehensive toolkit aimed at accelerating the process of building, testing, and deploying AI Agents. This open-source initiative highlights the industry's commitment to enabling faster development and implementation of advanced AI capabilities, providing developers with robust resources to streamline AI agent creation.
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Project mention: Show HN: We built a cheaper, simpler 24/7 proactive agent than moltbot | news.ycombinator.com | 2026-01-28
https://github.com/NevaMind-AI/memU
Happy to hear thoughts from people building agents or infra in this space.
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Link: https://github.com/GibsonAI/Memori
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Python Agent discussion
Python Agent related posts
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Show HN: Amux – single-file agent multiplexer for headless Claude Code sessions
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Open Source Project of the Day (Part 10): AgentEvolver - Self-Evolving Agent System for Autonomous Learning and Evolution
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Security Scanner for Agent Skills
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Components structure in deerflow codebase - Part 1.1
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Tell HN: YC companies scrape GitHub activity, send spam emails to users
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Cryptographically Verified AI Agents: Notte Integrates with Fingerprint Web Bot Auth
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Show HN: Agent Multiplexer – manage Claude Code via tmux
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www.saashub.com | 11 Mar 2026
Index
What are some of the best open-source Agent projects in Python? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | ragflow | 74,589 |
| 2 | OpenHands | 68,600 |
| 3 | LlamaFactory | 68,077 |
| 4 | MetaGPT | 64,853 |
| 5 | unsloth | 53,421 |
| 6 | mem0 | 49,055 |
| 7 | ChatTTS | 38,908 |
| 8 | khoj | 33,177 |
| 9 | Jobs_Applier_AI_Agent_AIHawk | 29,420 |
| 10 | gpt-researcher | 25,628 |
| 11 | deer-flow | 26,617 |
| 12 | vanna | 22,874 |
| 13 | serena | 21,065 |
| 14 | AstrBot | 20,412 |
| 15 | SWE-agent | 18,708 |
| 16 | DeepResearch | 18,347 |
| 17 | agentscope | 17,561 |
| 18 | camel | 16,190 |
| 19 | agent-zero | 15,979 |
| 20 | LangBot | 15,480 |
| 21 | agent-lightning | 15,369 |
| 22 | memU | 12,642 |
| 23 | Memori | 12,295 |