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Best RAG Tools

RAG (retrieval-augmented generation) connects your documents and data to LLMs. Browse frameworks and platforms below, then compare top picks for stack fit.

Open compare table Related: Best LLM Chat Tools · Best Coding Agent Tools · Best Open Source AI Tools · Best AI Automation Tools

Top tools

455 tools · sorted by quality

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askimo

AI desktop app for chat, RAG, Skills, MCP tools, and agents. Support multiple LLMs (Anthropic, OpenAI, VertexAI, vLLM, Nvidia NIM, Gemini, O...

Score 93 GitHub stars 499 Open source
agent-craft

AI Agent 教学仓库 | 系统化 LangChain、RAG、LangGraph、MCP 全栈实战代码 | 万字博客详解 | 开源可运行示例 | 从零构建智能体

Score 93 GitHub stars 492 Open source
azure-ai-travel-agents

A robust enterprise application sample (deployed on ACA) that leverages MCP and multiple AI agents orchestrated by Langchain.js, Llamaindex....

Score 93 GitHub stars 481 Open source
octocode

Structural code intelligence for AI agents — semantic search, knowledge graphs, and a built-in MCP server in one Rust binary. Give Claude, C...

Score 93 GitHub stars 475 Open source
qdrant-js

JavaScript/Typescript SDK for Qdrant Vector Database

Score 93 GitHub stars 465 Open source
everything-ai-ml

A curated collection of learning resources for Generative AI, Machine Learning, Agentic AI, LLMs, RAG, Fine-tuning, MLOps, and more.

Score 93 GitHub stars 462 Open source
solon-ai

Java AI application development framework (supports LLM-tool,skill; RAG; MCP; Agent-ReAct,Team-Agent). Compatible with java8 ~ java25. It ca...

Score 93 GitHub stars 449 Open source
beever-atlas

Your First LLM-Wiki Conversation Knowledge Base

Score 93 GitHub stars 447 Open source
ratel

Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Prog...

Score 93 GitHub stars 441 Open source
ai4j

Java 8+ agentic SDK: unified LLM access (OpenAI/Anthropic/DashScope/Doubao/DeepSeek...), Tool Calling, MCP, RAG, Agent Runtime, and a built-...

Score 93 GitHub stars 430 Open source
redis-vl-python

Redis Vector Library. The AI-native Python client for Redis.

Score 93 GitHub stars 428 Open source
flowforge

Laravel Kanban boards with intelligent pagination, drag-and-drop ordering, and flexible integration patterns for Filament and Livewire ap...

Score 93 GitHub stars 422 Open source
flowcraft

Production-grade Go SDK for building AI agents with long-term memory, knowledge retrieval, and voice — runnable as a library, a daemon, or a...

Score 93 GitHub stars 416 Open source
langchain-google

🦜🔗 LangChain interfaces to Google's suite of AI products (e.g. Gemini & Vertex AI)

Score 93 GitHub stars 404 Open source
GustoBot

五星大厨:全面Multi-Agent 的客服机器人,基于langraph实现,txt2sql ,txt2cypher, lightrag, 多模态 等

Score 93 GitHub stars 402 Open source
nudgebee

Unified CloudOps platform with AI-SRE, AI-FinOps, AI-K8sOps, and the Agentic Automation Builder without fragmented tools, context switching,...

Score 93 GitHub stars 397 Open source
mcp-local-rag

Local-first RAG server for developers. Semantic + keyword search for code and technical docs. Works with MCP or CLI. Fully private, zero set...

Score 93 GitHub stars 395 Open source
kindly-web-search-mcp-server

Kindly Web Search MCP Server: Web search + robust content retrieval for AI coding tools (Claude Code, Codex, Cursor, GitHub Copilot, Gemini,...

Score 93 GitHub stars 387 Open source
ms-cookbook

魔搭紫皮书|ModelScope Cookbook:面向开发者的开源模型应用实战指南,覆盖模型选型、推理、微调、评测、RAG、Agent 与 AIGC,从跑通第一个模型到构...

Score 93 GitHub stars 385 Open source
EDDI

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG,...

Score 93 GitHub stars 380 Open source
yams

Persistent memory for LLMs and apps. Content-addressed storage with dedupe, compression, full-text and vector search.

Score 93 GitHub stars 373 Open source
reductstore

High-performance, time-indexed object storage for robotics and industrial IoT

Score 93 GitHub stars 371 Open source
prismor

Self-hosted runtime control plane for AI agents. Observe or HITL approve or Block rogue tool calls before it executes: secret leaks, prompt...

Score 93 GitHub stars 356 Open source
simple-data-analysis

Fast DuckDB-powered TypeScript library for tabular, geospatial, vector, AI, Google Sheets, and data visualization workflows on Deno, Node.js...

Score 93 GitHub stars 356 Open source
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