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Agentic Index, the definitive, developer-focused catalogue of autonomous AI tooling. Here you’ll find scored and curated repositories that power LLM agents, multi-agent systems, RAG pipelines, devtools, and more

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🌐 Agentic-Index – The Data-Driven AI-Agent Repository Index

GitHub stars Build Status Coverage Site Status

PyPI Version Python Versions License Security

🚀 Continuously scoring & curating the world's best open-source AI agent frameworks

Fast search • Transparent metrics • Zero BS

🌟 Explore Live Index📖 Documentation🗺️ RoadmapQuick Start


🎯 What Makes Agentic-Index Special

🔬 Data-Driven Intelligence

  • 283+ repositories tracked and scored
  • Transparent algorithm with 6 key factors
  • Daily updates via automated GitHub Actions
  • Historical trend analysis with beautiful visualizations
  • Category-based insights across 5 major domains

🚀 Developer-First Experience

  • Interactive web interface with advanced filtering
  • CLI tools for programmatic access
  • REST API for integration
  • CSV exports for custom analysis
  • Comprehensive documentation and guides

📊 Our Transparent Scoring Formula

We rank repositories using a sophisticated, open-source algorithm that considers:

Factor Weight Description Update Frequency
Stars & Momentum 30% GitHub stars + 7-day growth velocity Daily
🔧 Maintenance Health 25% Issue/PR resolution rates & activity patterns Daily
📅 Development Recency 20% Recent commits and release activity Daily
📚 Documentation Quality 15% README completeness, examples, API docs Weekly
⚖️ License Freedom 7% OSI compatibility & usage restrictions Static
🧠 Ecosystem Integration 3% Framework compatibility & keyword relevance Monthly

🎯 TL;DR: This isn't just a list—it's your intelligent launchpad for building with AI agents.


⚡ Quick Start

🔧 1. Installation Options

Python Package (Recommended)

pip install agentic-index-cli

From Source

git clone https://github.com/adrianwedd/Agentic-Index.git
cd Agentic-Index
pip install -e .

Docker

docker pull ghcr.io/adrianwedd/agentic-index:latest
⚙️ 2. Configuration
# Copy default configuration
cp agentic_index_cli/config.yaml my_config.yml

# Set up environment variables
cp .env.example .env

Edit .env to add your GitHub token for higher rate limits:

GITHUB_TOKEN_REPO_STATS=your_github_token_here
🚀 3. Run the Pipeline
# Full pipeline (scrape + score + rank + export)
agentic-index faststart --top 100

# Individual steps
agentic-index scrape --min-stars 100
agentic-index enrich data/repos.json
agentic-index rank data/repos.json

Results appear in data/repos.json and get injected into README.md.

📊 4. Generate Beautiful Trends
# Create trend visualizations
python scripts/plot_text_trends.py

# Output: docs/trends/beautiful_trends_report.txt
# Output: docs/trends/repository_trends.csv

🚀 Getting Started

  1. Install the CLI
    pip install agentic-index-cli
  2. Configure tokens and settings
    cp agentic_index_cli/config.yaml my_config.yml
    cp .env.example .env
    Edit my_config.yml and .env to tweak ranking parameters and add any tokens.
  3. Run the full pipeline
    agentic-index scrape --min-stars 100
    agentic-index enrich data/repos.json
    agentic-index faststart --top 100 data/repos.json
    Results appear in data/ and are injected into README.md.
  4. Browse the docs – The full API reference lives in docs/.

TOC


✨ Why Agentic Index is Different

In the fast-moving world of Agentic-AI, finding high-quality, actively maintained, and truly impactful frameworks can be a pain. Many lists are subjective or just track stars. Agentic-Index cuts through the noise with an analytical approach:

  • Systematic Scoring: Every repo gets crunched through our transparent scoring formula. We look at real signals: community traction (stars [1, 2]), development activity (commit recency [1, 2]), maintenance health (issue management [3, 4]), documentation quality, license permissiveness [1, 2], and ecosystem integration.[1, 5] No black boxes.
  • Focus on Builder Tools: We spotlight frameworks, toolkits, and platforms that actually help you build and orchestrate AI agents. Check our scope definition for the nitty-gritty.
  • Relentlessly Fresh: Data gets a refresh monthly (or sooner if big shifts happen). Stale lists suck. Our Changelog keeps score.
  • Automated Vigilance: A GitHub Action keeps an eye on things weekly, flagging big score or rank changes for review. This keeps the "freshness" promise real.
  • Open & Transparent: Our entire methodology – data sources, scoring weights, the lot – is out in the open. Trust through transparency.

Agentic-Index is built to be a reliable, data-driven launchpad for your next Agentic-AI project.

⚡ Installation & Quick-start

New contributors should start with the ONBOARDING guide for environment setup and troubleshooting.

pip install agentic-index-cli

agentic-index scrape --min-stars 100
agentic-index enrich data/repos.json
agentic-index faststart --top 3 data/repos.json
cat FAST_START.md | less     # see table injected

Rank Repo Description Score Stars Δ Stars
1 dify Production-ready platform for agentic workflow development. 5.28 103268
2 langflow Langflow is a powerful tool for building and deploying AI-powered agents and workflows. 5.17 73776
3 browser-use 🌐 Make websites accessible for AI agents. Automate tasks online with ease. 5.10 63197
4 OpenHands 🙌 OpenHands: Code Less, Make More 5.07 58086
5 lobe-chat 🤯 Lobe Chat - an open-source, modern-design AI chat framework. Supports Multi AI Providers( OpenAI / Claude 4 / Gemini / Ollama / DeepSeek / Qwen),... 5.06 62457
6 MetaGPT 🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming 5.06 56406
7 ragflow RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding. 5.04 55104
8 system-prompts-and-models... FULL v0, Cursor, Manus, Same.dev, Lovable, Devin, Replit Agent, Windsurf Agent, VSCode Agent, Dia Browser & Trae AI (And other Open Sourced) System... 5.03 57495
9 LLaMA-Factory Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024) 5.02 52281
10 anything-llm The all-in-one Desktop & Docker AI application with built-in RAG, AI agents, No-code agent builder, MCP compatibility, and more. 4.96 45309
11 cline Autonomous coding agent right in your IDE, capable of creating/editing files, executing commands, using the browser, and more with your permission ... 4.96 45704
12 autogen A programming framework for agentic AI 🤖 PyPi: autogen-agentchat Discord: https://aka.ms/autogen-discord Office Hour: https://aka.ms/autogen-office... 4.93 45993
13 llama_index LlamaIndex is the leading framework for building LLM-powered agents over your data. 4.93 42355
14 awesome-llm-apps Collection of awesome LLM apps with AI Agents and RAG using OpenAI, Anthropic, Gemini and opensource models. 4.92 41125
15 Flowise Build AI Agents, Visually 4.87 40065
16 ChatTTS A generative speech model for daily dialogue. 4.84 36799
17 mem0 Memory for AI Agents; Announcing OpenMemory MCP - local and secure memory management. 4.84 34513
18 crewAI Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together se... 4.82 32933
19 Langchain-Chatchat Langchain-Chatchat(原Langchain-ChatGLM)基于 Langchain 与 ChatGLM, Qwen 与 Llama 等语言模型的 RAG 与 Agent 应用 / Langchain-Chatchat (formerly langchain-ChatGLM),... 4.81 35287
20 AgentGPT 🤖 Assemble, configure, and deploy autonomous AI Agents in your browser. 4.79 34323
21 agno Full-stack framework for building Multi-Agent Systems with memory, knowledge and reasoning. 4.76 28280
22 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 o... 4.75 30327
23 ChatDev Create Customized Software using Natural Language Idea (through LLM-powered Multi-Agent Collaboration) 4.74 27024
24 ai-agents-for-beginners 11 Lessons to Get Started Building AI Agents 4.73 26615
25 LibreChat Enhanced ChatGPT Clone: Features Agents, DeepSeek, Anthropic, AWS, OpenAI, Assistants API, Azure, Groq, o1, GPT-4o, Mistral, OpenRouter, Vertex AI,... 4.73 26789
26 cherry-studio 🍒 Cherry Studio is a desktop client that supports for multiple LLM providers. 4.72 28444
27 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 mu... 4.72 28310
28 qlib Qlib is an AI-oriented Quant investment platform that aims to use AI tech to empower Quant Research, from exploring ideas to implementing productio... 4.71 25192
29 composio Composio equips your AI agents & LLMs with 100+ high-quality integrations via function calling 4.68 25499
30 FastGPT FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG r... 4.66 24718
31 gpt-researcher LLM based autonomous agent that conducts deep local and web research on any topic and generates a long report with citations. 4.65 21875
32 CopilotKit React UI + elegant infrastructure for AI Copilots, AI chatbots, and in-app AI agents. The Agentic last-mile 🪁 4.63 21205
33 haystack AI orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pi... 4.63 21154
34 swarm Educational framework exploring ergonomic, lightweight multi-agent orchestration. Managed by OpenAI Solution team. 4.56 19920
35 agentic AI agent stdlib that works with any LLM and TypeScript AI SDK. 4.55 17639
36 vanna 🤖 Chat with your SQL database 📊. Accurate Text-to-SQL Generation via LLMs using RAG 🔄. 4.54 18127
37 agenticSeek Fully Local Manus AI. No APIs, No $200 monthly bills. Enjoy an autonomous agent that thinks, browses the web, and code for the sole cost of electri... 4.53 18268
38 DB-GPT AI Native Data App Development framework with AWEL(Agentic Workflow Expression Language) and Agents 4.53 16764
39 deep-research An AI-powered research assistant that performs iterative, deep research on any topic by combining search engines, web scraping, and large language ... 4.53 16638
40 letta Letta (formerly MemGPT) is the stateful agents framework with memory, reasoning, and context management. 4.53 16861
41 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 c... 4.52 16305
42 eliza Autonomous agents for everyone 4.51 16078
43 RagaAI-Catalyst Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-ag... 4.51 16193
44 DocsGPT DocsGPT is an open-source genAI tool that helps users get reliable answers from knowledge source, while avoiding hallucinations. It enables private... 4.50 15708
45 awesome-ai-agents A list of AI autonomous agents 4.48 18587
46 goose an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM 4.47 14627
47 activepieces AI Agents & MCPs & AI Workflow Automation • (280+ MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs... 4.46 15291
48 suna Suna - Open Source Generalist AI Agent 4.46 14425
49 ai The AI Toolkit for TypeScript. From the creators of Next.js, the AI SDK is a free open-source library for building AI-powered applications and agents 4.45 14955
50 botpress The open-source hub to build & deploy GPT/LLM Agents ⚡️ 4.45 13805

🏆 The Agentic-Index Top 100: AI Agent Repositories

The definitive list of Agentic-AI repositories, ranked by the Agentic Index Score. This score is a holistic measure of project quality, activity, and community love. (Data updated as of: 2025-06-16T05:56:02 UTC)

Rank Repo Description Score Stars Δ Stars
1 dify Production-ready platform for agentic workflow development. 5.28 103268
2 langflow Langflow is a powerful tool for building and deploying AI-powered agents and workflows. 5.17 73776
3 browser-use 🌐 Make websites accessible for AI agents. Automate tasks online with ease. 5.10 63197
4 OpenHands 🙌 OpenHands: Code Less, Make More 5.07 58086
5 lobe-chat 🤯 Lobe Chat - an open-source, modern-design AI chat framework. Supports Multi AI Providers( OpenAI / Claude 4 / Gemini / Ollama / DeepSeek / Qwen),... 5.06 62457
6 MetaGPT 🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming 5.06 56406
7 ragflow RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding. 5.04 55104
8 system-prompts-and-models... FULL v0, Cursor, Manus, Same.dev, Lovable, Devin, Replit Agent, Windsurf Agent, VSCode Agent, Dia Browser & Trae AI (And other Open Sourced) System... 5.03 57495
9 LLaMA-Factory Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024) 5.02 52281
10 anything-llm The all-in-one Desktop & Docker AI application with built-in RAG, AI agents, No-code agent builder, MCP compatibility, and more. 4.96 45309
11 cline Autonomous coding agent right in your IDE, capable of creating/editing files, executing commands, using the browser, and more with your permission ... 4.96 45704
12 autogen A programming framework for agentic AI 🤖 PyPi: autogen-agentchat Discord: https://aka.ms/autogen-discord Office Hour: https://aka.ms/autogen-office... 4.93 45993
13 llama_index LlamaIndex is the leading framework for building LLM-powered agents over your data. 4.93 42355
14 awesome-llm-apps Collection of awesome LLM apps with AI Agents and RAG using OpenAI, Anthropic, Gemini and opensource models. 4.92 41125
15 Flowise Build AI Agents, Visually 4.87 40065
16 ChatTTS A generative speech model for daily dialogue. 4.84 36799
17 mem0 Memory for AI Agents; Announcing OpenMemory MCP - local and secure memory management. 4.84 34513
18 crewAI Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together se... 4.82 32933
19 Langchain-Chatchat Langchain-Chatchat(原Langchain-ChatGLM)基于 Langchain 与 ChatGLM, Qwen 与 Llama 等语言模型的 RAG 与 Agent 应用 / Langchain-Chatchat (formerly langchain-ChatGLM),... 4.81 35287
20 AgentGPT 🤖 Assemble, configure, and deploy autonomous AI Agents in your browser. 4.79 34323
21 agno Full-stack framework for building Multi-Agent Systems with memory, knowledge and reasoning. 4.76 28280
22 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 o... 4.75 30327
23 ChatDev Create Customized Software using Natural Language Idea (through LLM-powered Multi-Agent Collaboration) 4.74 27024
24 ai-agents-for-beginners 11 Lessons to Get Started Building AI Agents 4.73 26615
25 LibreChat Enhanced ChatGPT Clone: Features Agents, DeepSeek, Anthropic, AWS, OpenAI, Assistants API, Azure, Groq, o1, GPT-4o, Mistral, OpenRouter, Vertex AI,... 4.73 26789
26 cherry-studio 🍒 Cherry Studio is a desktop client that supports for multiple LLM providers. 4.72 28444
27 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 mu... 4.72 28310
28 qlib Qlib is an AI-oriented Quant investment platform that aims to use AI tech to empower Quant Research, from exploring ideas to implementing productio... 4.71 25192
29 composio Composio equips your AI agents & LLMs with 100+ high-quality integrations via function calling 4.68 25499
30 FastGPT FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG r... 4.66 24718
31 gpt-researcher LLM based autonomous agent that conducts deep local and web research on any topic and generates a long report with citations. 4.65 21875
32 CopilotKit React UI + elegant infrastructure for AI Copilots, AI chatbots, and in-app AI agents. The Agentic last-mile 🪁 4.63 21205
33 haystack AI orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pi... 4.63 21154
34 swarm Educational framework exploring ergonomic, lightweight multi-agent orchestration. Managed by OpenAI Solution team. 4.56 19920
35 agentic AI agent stdlib that works with any LLM and TypeScript AI SDK. 4.55 17639
36 vanna 🤖 Chat with your SQL database 📊. Accurate Text-to-SQL Generation via LLMs using RAG 🔄. 4.54 18127
37 agenticSeek Fully Local Manus AI. No APIs, No $200 monthly bills. Enjoy an autonomous agent that thinks, browses the web, and code for the sole cost of electri... 4.53 18268
38 DB-GPT AI Native Data App Development framework with AWEL(Agentic Workflow Expression Language) and Agents 4.53 16764
39 deep-research An AI-powered research assistant that performs iterative, deep research on any topic by combining search engines, web scraping, and large language ... 4.53 16638
40 letta Letta (formerly MemGPT) is the stateful agents framework with memory, reasoning, and context management. 4.53 16861
41 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 c... 4.52 16305
42 eliza Autonomous agents for everyone 4.51 16078
43 RagaAI-Catalyst Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-ag... 4.51 16193
44 DocsGPT DocsGPT is an open-source genAI tool that helps users get reliable answers from knowledge source, while avoiding hallucinations. It enables private... 4.50 15708
45 awesome-ai-agents A list of AI autonomous agents 4.48 18587
46 goose an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM 4.47 14627
47 activepieces AI Agents & MCPs & AI Workflow Automation • (280+ MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs... 4.46 15291
48 suna Suna - Open Source Generalist AI Agent 4.46 14425
49 ai The AI Toolkit for TypeScript. From the creators of Next.js, the AI SDK is a free open-source library for building AI-powered applications and agents 4.45 14955
50 botpress The open-source hub to build & deploy GPT/LLM Agents ⚡️ 4.45 13805
51 dagger An open-source runtime for composable workflows. Great for AI agents and CI/CD. 4.45 13931
52 plandex Open source AI coding agent. Designed for large projects and real world tasks. 4.45 13790
53 ai-pdf-chatbot-langchain AI PDF chatbot agent built with LangChain & LangGraph 4.44 15574
54 deer-flow DeerFlow is a community-driven Deep Research framework, combining language models with tools like web search, crawling, and Python execution, while... 4.44 13528
55 SuperAGI <⚡️> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly ... 4.44 16414
56 web-ui 🖥️ Run AI Agent in your browser. 4.44 13672
57 camel 🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org 4.42 12909
58 mastra The TypeScript AI agent framework. ⚡ Assistants, RAG, observability. Supports any LLM: GPT-4, Claude, Gemini, Llama. 4.42 14211
59 ChuanhuChatGPT GUI for ChatGPT API and many LLMs. Supports agents, file-based QA, GPT finetuning and query with web search. All with a neat UI. 4.41 15414
60 devika Devika is an Agentic AI Software Engineer that can understand high-level human instructions, break them down into steps, research relevant informat... 4.41 19329
61 GenAI_Agents This repository provides tutorials and implementations for various Generative AI Agent techniques, from basic to advanced. It serves as a comprehen... 4.39 13225
62 Llama-Chinese Llama中文社区,实时汇总最新Llama学习资料,构建最好的中文Llama大模型开源生态,完全开源可商用 4.37 14611
63 graphiti Build Real-Time Knowledge Graphs for AI Agents 4.36 11288
64 openai-agents-python A lightweight, powerful framework for multi-agent workflows 4.36 11447
65 LangBot 🤩 Easy-to-use global IM bot platform designed for the LLM era / 简单易用的大模型即时通信机器人平台 ⚡️ Bots for QQ / Discord / WeChat(企业微信、个人微信)/ Telegram / 飞书 / 钉钉 ... 4.35 11933
66 pydantic-ai Agent Framework / shim to use Pydantic with LLMs 4.32 10239
67 adk-python An open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control. 4.31 10116
68 ai-engineering-hub In-depth tutorials on LLMs, RAGs and real-world AI agent applications. 4.30 9779
69 opik Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and produ... 4.29 9739
70 Qwen-Agent Agent framework and applications built upon Qwen>=3.0, featuring Function Calling, MCP, Code Interpreter, RAG, Chrome extension, etc. 4.29 9528
71 agent-zero Agent Zero AI framework 4.27 9872
72 AstrBot ✨ 易上手的多平台 LLM 聊天机器人及开发框架 ✨ 平台支持 QQ、QQ频道、Telegram、微信、企微、飞书、钉钉 / 知识库、MCP 服务器、OpenAI、DeepSeek、Gemini、硅基流动、月之暗面、Ollama、OneAPI、Dify 等。 WebUI。 4.26 9720
73 bisheng BISHENG is an open LLM devops platform for next generation Enterprise AI applications. Powerful and comprehensive features include: GenAI workflow,... 4.25 8843
74 awesome-LLM-resources 🧑‍🚀 全世界最好的LLM资料总结(视频生成、Agent、辅助编程、数据处理、模型训练、模型推理、o1 模型、MCP、小语言模型、视觉语言模型) / Summary of the world's best LLM resources. 4.24 5444
75 cua c/ua is the Docker Container for Computer-Use AI Agents. 4.24 8591
76 E2B Secure open source cloud runtime for AI apps & AI agents 4.24 8628
77 Figma-Context-MCP MCP server to provide Figma layout information to AI coding agents like Cursor 4.22 8150
78 Bert-VITS2 vits2 backbone with multilingual-bert 4.20 8468
79 agentscope Start building LLM-empowered multi-agent applications in an easier way. 4.18 7489
80 pr-agent 🚀 PR-Agent (Qodo Merge open-source): An AI-Powered 🤖 Tool for Automated Pull Request Analysis, Feedback, Suggestions and More! 💻🔍 4.18 8127
81 UFO The Desktop AgentOS. 4.18 7384
82 Upsonic The most reliable AI agent framework that supports MCP. 4.18 7523
83 WrenAI ⚡️Wren AI is your GenBI Agent, that you can query any database with natural language → get accurate SQL(Text-to-SQL), charts(Text-to-Charts) & AI-g... 4.18 8045
84 OpenRLHF An Easy-to-use, Scalable and High-performance RLHF Framework based on Ray (PPO & GRPO & REINFORCE++ & vLLM & Ray & Dynamic Sampling & Async Agent RL) 4.16 7076
85 promptfoo Test your prompts, agents, and RAGs. Red teaming, pentesting, and vulnerability scanning for LLMs. Compare performance of GPT, Claude, Gemini, Llam... 4.16 7194
86 aichat All-in-one LLM CLI tool featuring Shell Assistant, Chat-REPL, RAG, AI Tools & Agents, with access to OpenAI, Claude, Gemini, Ollama, Groq, and more. 4.15 7022
87 R2R SoTA production-ready AI retrieval system. Agentic Retrieval-Augmented Generation (RAG) with a RESTful API. 4.15 6971
88 nanobrowser Open-Source Chrome extension for AI-powered web automation. Run multi-agent workflows using your own LLM API key. Alternative to OpenAI Operator. 4.14 6803
89 agents A powerful framework for building realtime voice AI agents 🤖🎙️📹 4.11 6321
90 intentkit An open and fair framework for everyone to build AI agents equipped with powerful skills. Launch your agent, improve the world, your wallet, or both! 4.11 6420
91 deep-searcher Open Source Deep Research Alternative to Reason and Search on Private Data. Written in Python. 4.10 6253
92 agent-squad Flexible and powerful framework for managing multiple AI agents and handling complex conversations 4.09 6031
93 lamda The most powerful Android RPA agent framework, next generation of mobile automation robots. 4.08 7029
94 RD-Agent Research and development (R&D) is crucial for the enhancement of industrial productivity, especially in the AI era, where the core aspects of R&D a... 4.08 5872
95 LLocalSearch LLocalSearch is a completely locally running search aggregator using LLM Agents. The user can ask a question and the system will use a chain of LLM... 4.07 5928
96 TaskWeaver A code-first agent framework for seamlessly planning and executing data analytics tasks. 4.07 5764
97 mcp-agent Build effective agents using Model Context Protocol and simple workflow patterns 4.06 5720
98 ten-framework Open-source framework for all AI agents. 4.06 6157
99 cognee Memory for AI Agents in 5 lines of code 4.05 5536
100 julep Deploy serverless AI workflows at scale. Firebase for AI agents 4.05 5548

➡️ Dig into how these scores are cooked up in our Methodology section and the full recipe in /docs/methodology.md.

📊 Metrics Legend

Our score blends stars, recency, issue health, docs completeness, license freedom and ecosystem integration. See full formula →

  • ⭐ Δ7d = stars gained in the last 7 days
  • 🔧 Maint = 1 / (days_since_last_commit * open_issue_ratio)
  • 📅 Release = 1 / days_since_last_release
  • 📚 Docs = 1 if README > 300 words & has code else 0
  • 🧠 Fit = fraction of ecosystem keywords matched
  • ⚖️ License = 1 for permissive, 0.5 for viral, 0 if none
  • Missing data for a metric shows as - instead of 0.00

For a full description of every metric field, see SCHEMA.md and docs/METRICS_SCHEMA.md.


Our Methodology & Scoring Explained

🔬 Our Methodology & Scoring Explained (Click to Expand)

Agentic-Index believes in full transparency. Here’s the lowdown on how we find, vet, and score repositories.

Our score balances stars, recency, maintenance health, documentation quality, license freedom, and ecosystem fit. See full formula →

Quick Look at Components:

  • Seed Discovery: GitHub searches (e.g., "agent framework", "LLM agent"), topic filters (e.g., topic:agent [17]), and crawling curated lists [24, 25, 7] to cast a wide net.
  • Metadata Harvest: Pulling key data: stars, forks, open/closed issues, commit dates, language, license, README snippets. (Examples: [13, 1, 12, 26, 23, 2, 10, 8, 3, 14, 15, 16, 19, 22, 27, 28]. More in Data Sources & Scraping)
  • Quality & Activity Scoring: The formula balances community buzz, dev activity, maintenance, docs, license, and how well it plays with others.
  • De-duplication & Categorisation: Forks usually get skipped unless they’re their own thing now. Repos get bucketed by their main gig.

For the full, unabridged version, see ./docs/methodology.md.


🏷️ Category Definitions

Quick guide to our categories (and the icons you'll see in the table):

  • 🌐 General-purpose: Flexible frameworks for all sorts of agentic tasks (e.g., Langchain [8]).
  • 🤖 Multi-Agent Coordination: For orchestrating teams of collaborating agents (e.g., CrewAI [1]).
  • 📚 RAG-centric: Focused on agents that are wizards at Retrieval-Augmented Generation (e.g., AutoAgent's Agentic-RAG [29]).
  • 🎯 Domain-Specific: Tools built for specific industries or tasks (e.g., video-db/Director [22]).
  • 🛠️ DevTools: Libraries and platforms to help you build, test, deploy, or secure agents (e.g., msoedov/agentic_security [23]).
  • 🧪 Experimental: Bleeding-edge, research-heavy, or early-stage projects (e.g., BabyAGI [3]).

📚 Explore by Category


🔄 Changelog

This isn't a static list. It's alive! See CHANGELOG.md for all the adds, drops, and major rank shuffles.


🏗 Architecture

System Architecture


🔧 Usage

Use the CLI to fetch fresh repo data:

agentic-index scrape --min-stars 50 --iterations 1 --output data
agentic-index enrich data/repos.json
agentic-index faststart --top 5 data/repos.json

The CLI reads tuning parameters from agentic_index_cli/config.yaml. Use --config my.yml with any command to override these defaults.

Generated tables live in the data/ directory.

🔄 How refresh works

A scheduled GitHub Action keeps the index up to date. It runs the extended scraper and metric scoring before ranking repositories, then opens a pull request with any changes and can auto-merge when all checks pass. You can also trigger this process manually by running scripts/trigger_refresh.sh.

🧪 Testing

This project uses pytest for unit tests and pa11y for accessibility checks. Ensure Chrome is installed before running pa11y:

# via puppeteer
npx puppeteer browsers install chrome
# or with apt
sudo apt-get install -y chromium

Running Tests

Run tests with:

pytest -q

pytest will fail if optional development packages are missing. Run source scripts/setup-env.sh or install dev-requirements.lock to ensure all dependencies are available.

CI runs tests with network access disabled. Set CI_OFFLINE=1 or run pytest --disable-socket locally to replicate the offline environment. An autouse fixture still permits UNIX-domain socketpair() calls so FastAPI's TestClient can start its event loop.

Troubleshooting

If collection fails with messages like ImportError: No module named 'responses', make sure all test dependencies are installed:

pip install -r requirements.lock

You may also see Missing required environment variables: errors when CI_OFFLINE or API tokens are unset. Export the variables before running tests:

export CI_OFFLINE=1

To check accessibility after building the site:

npx pa11y web/index.html

You can also run ./scripts/install_pa11y_deps.sh to install pa11y and Chrome.

See ONBOARDING.md for instructions on running the test suite and replicating CI's offline environment.

Optional Environment Variables

  • GITHUB_TOKEN_REPO_STATS – increases GitHub API rate limits when scraping.
  • API_KEY – used by some metrics scripts for third-party services.
  • CI_OFFLINE – set to 1 to disable network calls during tests, matching CI.

💻 Developer

To trigger a data refresh via GitHub Actions, run:

bash scripts/trigger_refresh.sh 75

Replace 75 with your desired minimum star count. The script requires the GitHub CLI and an authenticated token. Set a personal access token via the GITHUB_TOKEN_REPO_STATS environment variable to avoid hitting rate limits when scraping.

If a pipeline step fails and leaves corrupted data, see ROLLBACK.md for how to revert the GitHub state and clear local caches before re-running.

📝 Forcing README injection

The injector normally skips writing README.md when no changes are detected. Use --force to rewrite the table regardless:

python scripts/inject_readme.py --force

This can be handy after metric tweaks that don't change rankings but should refresh the snapshot.

🔍 Preview changes with --dry-run

Use --dry-run to print a unified diff without modifying README.md:

python scripts/inject_readme.py --dry-run

This lets you verify upcoming updates locally or in CI.


🤝 How to Contribute

Agentic-Index aims to be the spot for Agentic-AI frameworks. Your brainpower and suggestions are gold.

Check out CONTRIBUTING.md for how to:

  • Nominate new repositories.
  • Flag outdated info or errors.
  • Suggest tweaks to scoring or categories.
  • Understand what makes a repo eligible.
  • Install Git LFS and run git lfs install. PNG and GIF assets are tracked via LFS.
  • Set up your dev environment with DEVELOPMENT.md.
  • Run source scripts/setup-env.sh to configure your environment.

For tips on keeping your branch in sync with main and resolving conflicts, see CONFLICT_RESOLUTION.md.

Let's build the best damn agent list together!


🛡 Code of Conduct

Please see our Code of Conduct for contributor expectations.

📜 License

The content of Agentic-Index (this README.md, files in /docs/, etc.) is licensed under CC BY-SA 4.0.

Any scripts or code for analysis and generation (e.g., in /scripts, if we add 'em) are licensed under the MIT License.

© 2025 Agentic-Index Maintainers

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Agentic Index, the definitive, developer-focused catalogue of autonomous AI tooling. Here you’ll find scored and curated repositories that power LLM agents, multi-agent systems, RAG pipelines, devtools, and more

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