Rag
71 tools across 6 categories tagged with “rag”
dev tools
(22)Crawl4AI
Open-source web crawler optimized for LLMs and AI agents — 62K+ stars
Firecrawl
Web scraping API built for LLMs — turn any website into LLM-ready data — 89K+ stars
LlamaIndex
Data framework for LLM applications — RAG, agents, and workflows — 47K+ stars
RAG Failure Diagnostics Clinic
Diagnose and fix common RAG pipeline failure modes
Chroma
The open-source AI-native vector database — 27K+ stars
ai-agents-for-beginners
Microsoft's free 12-lesson curriculum for learning to build AI agents from scratch
Decoupled Search Grounding (DSG)
Vendor-agnostic architecture decoupling search retrieval from LLM reasoning for portable agents
ElephantBroker
Knowledge-grounded cognitive runtime for trustworthy AI agents with verifiable memory
flexvec
SQL-based vector retrieval with runtime embedding manipulation for AI agents
Hippo Core
Drop-in persistent memory layer for AI agents with vector storage and cross-framework support
HippoCore
Drop-in persistent memory layer for AI agents with vector embeddings and MCP support
HippoCore
Drop-in persistent memory layer for AI agents with native MCP support
HippoCore
Drop-in persistent memory layer for AI agents with vector embeddings and MCP support
MemMA
Multi-agent memory framework with self-evolution for LLM agents
Redakto
Privacy-preserving PII removal for LLMs with GDPR compliance
RuView
WiFi-based spatial intelligence: presence detection and vital signs monitoring using ESP32
siyuan
Self-hosted knowledge management with AI-powered note-taking and knowledge graphs
TA-Mem
Tool-augmented memory system enabling dynamic retrieval for long-term conversational AI
TopoChunker
Topology-aware document chunking that preserves hierarchical structure for better RAG retrieval
TrendRadar
AI-powered trend monitoring with multi-platform aggregation and natural language analysis via MCP
WorldMonitor
Real-time global intelligence dashboard with AI-powered news aggregation and geopolitical monitoring
worldmonitor
Real-time global intelligence dashboard with AI-powered news and geopolitical monitoring
agents
(21)Awesome LLM Apps
100K-star collection of LLM apps with agents, RAG, and multi-agent teams
Open WebUI
Self-hosted AI chat interface with 125K+ stars — supports Ollama, OpenAI, and MCP
Tabby
Self-hosted AI coding assistant — 33K+ stars
GPT Researcher
Autonomous deep research agent producing 2K+ word reports from 20+ sources — 26K+ stars
Anything LLM
Local-first AI platform with multi-modal agents, RAG, and no-code interface
Compass Marine Data
Expert-guided LLM agent for extracting structured marine science data from research papers
Daily Stock Analysis
Autonomous LLM agent for multi-market stock analysis with real-time news and AI insights
Daily Stock Analysis
LLM-powered stock analysis system with multi-market data, real-time news, and automated alerts
DataFactory
Multi-agent framework for advanced table question answering with collaborative reasoning
DentAgent
Multi-agent system for dental diagnosis using multimodal evidence and explicit reasoning traces
DocSage
Multi-document QA agent with entity relationship tracking beyond standard RAG
DomAgent
Domain-specific code generation using knowledge graphs and case-based reasoning
KairosAgent
Agentic time series forecasting with semantic reasoning and multimodal prediction
KARL
RL-trained enterprise search agents with multi-regime evaluation benchmark
LensWalk
Agentic video understanding framework with active evidence-seeking for LLM-powered analysis
MiroThinker
Multi-agent research system with advanced reasoning powered by Qwen3-235B for autonomous knowledge synthesis
MOOSEnger
AI agent that converts natural language into validated MOOSE simulation inputs
ProMSA
Progressive multimodal search agent for visual question answering with adaptive tool selection
Ptah Research
Multi-agent research orchestrator for verifiable, multimodal long-form reports with visual evidence
ReViSQL
Text-to-SQL agent achieving human-level accuracy through step-by-step reasoning
UIS-Digger
Research agent that discovers unindexed web content beyond traditional search engines
frameworks
(19)LangChain
Build context-aware reasoning applications with LLMs
Dify
Production-ready agentic AI application platform — 132K+ stars
Flowise
Build AI agents visually with drag-and-drop — 51K+ stars
Langflow
Visual framework for building and deploying AI agents — 145K+ stars
Agno
Build, run, and manage agentic software at scale with 38K+ stars
DSPy
Framework for programming — not prompting — LLMs — 33K+ stars
Haystack
End-to-end LLM framework for building NLP and agent pipelines — 18K+ stars
Mastra
TypeScript framework for building AI agents and workflows
AdMem
Multi-level memory framework enabling agents to learn from past tasks, failures, and procedures
AgentsKit
Composable JavaScript agent toolkit with a lightweight core and formal adapter contracts
EchoGuard
Knowledge Graph-powered memory framework for detecting manipulation in long-term AI conversations
ELITE
Self-improving embodied AI framework that learns from mistakes and transfers knowledge across tasks
Flama
ASGI framework unifying REST APIs, ML serving, and LLM apps in production-ready Python
LLM-Wiki
Agent-native retrieval system using Retrieval-as-Reasoning for dynamic knowledge navigation
PMAx
Natural language interface for AI-driven process mining and workflow analysis
Quasar
10B parameter foundation model with 2M token context using Gated Linear Attention
RAGFlow
Open-source RAG engine with agent capabilities, GraphRAG, and MCP integration
ruflo
Enterprise-grade orchestration platform for Claude multi-agent swarms with RAG and distributed intelligence
SPD-RAG
Hierarchical multi-agent RAG system that assigns specialized sub-agents per document
mcp servers
(4)Context7
Up-to-date library documentation injected directly into your AI coding context
Context7
Real-time code documentation MCP server that keeps AI assistants up-to-date with latest libraries
mcp-proto-okn
Natural language interface for querying scientific knowledge graphs via MCP
TrendRadar
AI-powered MCP server for multi-platform trend monitoring and sentiment analysis
workflows
(4)Autonomous RAG
Self-managing RAG system that decides when and how to retrieve information
Corrective RAG (CRAG)
Self-correcting RAG pipeline that detects and fixes retrieval errors
Knowledge Graph RAG with Citations
RAG pipeline using knowledge graphs for structured retrieval with source attribution
RAG-as-a-Service
Hosted RAG platform that serves retrieval-augmented generation as an API