ragflow: Leading open-source Retrieval-Augmented Generation engine that fuses cutting-edge RAG with Agent capabilities

by infiniflow · MCP Server · ★ 90.9k

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Featured in: Knowledge Base & RAG

How to install ragflow

git clone https://github.com/infiniflow/ragflow.git

Taken from the project's README on GitHub. Check the security audit before running it.

Security audit verdict: SAFE · quality 63/100

Flagged: sudo usage. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

agentagenticagentic-aiagentic-workflowaicontext-engineeringcontext-retrievaldeep-researchdeepseekdeepseek-r1

Quick Facts

Stars90,924
Forks10,768
LanguagePython
CategoryMCP Server
LicenseApache-2.0
Quality Score63/100
Open Issues1437
Last Updated2026-09-18
Created2023-12-12
Platformsmcp, python
Est. Tokens~7653k

About ragflow

<img alt="Static Badge" src="https://img.shields.io/badge/Online

Compatible Skills

These tools work well together with ragflow for enhanced workflows:

  • PocketFlow — semantic(0.20)+complementary+rare_topics+same_lang+similar_pop+shared_platform (57%)
  • AI-Lawyer-RAG-with-Deepseek — semantic(0.33)+complementary+rare_topics+same_lang+shared_platform (55%)
  • arag — semantic(0.41)+complementary+rare_topics+same_lang+shared_platform (54%)
  • local-deep-research — semantic(0.22)+complementary+rare_topics+same_lang+shared_platform (52%)

ragflow alternative? Top 6 similar tools

Looking for a ragflow alternative? If you're comparing ragflow with other mcp server tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • dify by langgenius · ⭐ 160.6k

    Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. De

  • open-webui by open-webui · ⭐ 157.6k

    User-friendly AI Interface (Supports Ollama, OpenAI API, ...)

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    FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabi

  • MaxKB by 1Panel-dev · ⭐ 23.1k

    🔥 MaxKB is an open-source platform for building enterprise-grade agents. 强大易用的开源企业级智能体平台。

  • ai-guide by liyupi · ⭐ 21.5k

    程序员鱼皮的 AI 资源大全 + Vibe Coding 零基础教程，分享 OpenClaw 保姆级教程、大模型玩法（DeepSeek / GPT / Gemini / Claude / GLM）、最新 AI 资讯、Pr

  • AstrBot by AstrBotDevs · ⭐ 46.1k

    AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature,

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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