Search results for "rag"
LLM้ฉฑๅจ็ A/H/็พ่กๆบ่ฝๅๆๅจ๏ผๅคๆฐๆฎๆบ่กๆ + ๅฎๆถๆฐ้ป + LLMๅณ็ญไปช่กจ็ + ๅคๆธ ้ๆจ้๏ผ้ถๆๆฌๅฎๆถ่ฟ่ก๏ผ็บฏ็ฝๅซ. LLM-powered stock analysis system for A/H/US markets.
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
PraisonAI ๐ฆ โ Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous agents that research, plan, code, and execute tasks. Deployed in 5 lines of code with built-in memory, R
Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.
RESTai is an AIaaS (AI as a Service) open-source platform. Supports many public and local LLM suported by Ollama/vLLM/etc. Precise embeddings usage, tuning, analytics etc. Built-in image/audio generat
A thin cython wrapper around llama.cpp, whisper.cpp and stable-diffusion.cpp
RAG pipeline security testing toolkit - 27 techniques across 6 kill chain phases, mapped to MITRE ATLAS
OpenViking is an open-source context database designed specifically for AI Agents(such as openclaw). OpenViking unifies the management of context (memory, resources, and skills) that Agents need throu
Build resilient language agents as graphs.
Accelerating Long Context LLM Inference with Accuracy-Preserving Context Optimization in SGLang, vLLM, llama.cpp, OpenClaw, RAG, and Agentic AI.
RAPTOR (Robust AI-Powered Toolkit for Operational Robots) is an AI-native Content Insight Engine that transforms passive media storage into an intelligent knowledge platform through automated analysis
๐ Drop-in tools that give AI agents reliable, permission-aware access to external systems.
Give your AI agents persistent memory.
Nextcloud MCP Server
AutoRAG: An Open-Source Framework for Retrieval-Augmented Generation (RAG) Evaluation & Optimization with AutoML-Style Automation
DeepV-Ki โ Instantly turn your code repository into a beautiful, interactive Wiki. An AI-powered documentation generator with RAG-based code Q&A, automatic architecture diagram generation, and multi-m
Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.
RAGLight is a modular framework for Retrieval-Augmented Generation (RAG). It makes it easy to plug in different LLMs, embeddings, and vector stores, and now includes seamless MCP integration to connec
"RAG-Anything: All-in-One RAG Framework"
The memory system your AI agent deserves. 4-stage hybrid retrieval โ Vector + BM25 + Knowledge Graph + Neural Reranker โ in <150ms. Self-hosted, $0/query, built for agents that need to actually rememb
Open Source AI Platform - AI Chat with advanced features that works with every LLM
RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry
NEXO Brain โ Shared brain for AI agents. Persistent memory, semantic RAG, natural forgetting, metacognitive guard, trust scoring, 150+ MCP tools. Works with Claude Code, Codex, Claude Desktop & any MC
DSPy: The framework for programmingโnot promptingโlanguage models
ๅงๆฌๅ้ๆบ่ฝไฝ๏ผPenShot๏ผ๏ผๅงๆฌโๅ้โ็ๆฎตโprompt | ๅบไบ LangGraph+LLM๏ผ่ชๅจ่งฃๆไปปๆๆ ผๅผๅงๆฌ๏ผ็ๆ Sora/Veo/Runway ็ญๆจกๅๅฏ็จ็่ฟ่ดฏtext-to-videoๆ็คบ่ฏใไฟๆ่ง่ฒ/ๅงๆ ่ทจ็ๆฎตไธ่ด๏ผๆฏๆ MCP/REST API/ๅฝๆฐ่ฐ็จ | Pythonๅบ + A2A้ๆใ๏ผLLM-powered screenplay-to-video-prompt a
A modular RAG (Retrieval-Augmented Generation) system with MCP Server architecture. Using Skill to make AI follow each step of the spec and complete the code 100% by AI.
423 plugins, 2,849 skills, 177 agents for Claude Code. Open-source marketplace at tonsofskills.com with the ccpi CLI package manager.
KohakuTerrarium is a general-purpose AI agent framework and batteries-included app for building, running, and composing self-contained agents and multi-agent teams, with built-in tools, sub-agents, pe
Your agent in your terminal, equipped with local tools: writes code, uses the terminal, browses the web. Make your own persistent autonomous agent on top!
OpenClaw reimagined in pure Python โ autonomous AI agent with memory, RAG, skills, web dashboard, voice input, daemon, and multi-channel support.
๐ซ CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org
RAGElo is a set of tools that helps you selecting the best RAG-based LLM agents by using an Elo ranker
JRVS AI Agent with JARCORE autonomous coding engine - RAG knowledge base, web scraping, calendar, code generation. Powered by whatever local AI you choose.
One-stop handbook for building, deploying, and understanding LLM agents with 60+ skeletons, tutorials, ecosystem guides, and evaluation tools.
An open-source AI assistant framework with skills and agent architecture
The Pinecone Python client
Buddhist Digital Text Platform โ 9,200+ texts, 500+ sources, 8 UI languages, AI Q&A (RAG), knowledge graph, full-text search
Agentic RAG R1 Framework via Reinforcement Learning
Organization-as-Code for autonomous AI agents. Brain-inspired memory that grows, consolidates, and forgets. Multi-model (Claude/Codex/Gemini/Cursor/Ollama).
[GenAI Application Development Framework] ๐ Build GenAI application quick and easy ๐ฌ Easy to interact with GenAI agent in code using structure data and chained-calls syntax ๐งฉ Use Event-Driven Flow
Pocket Flow: 100-line LLM framework. Let Agents build Agents!
Deploy any AI model, agent, database, RAG, and pipeline locally or remotely in minutes
Your second brain, starting today. CLI + MCP server that helps you build, maintain, and search a knowledge vault that gets better every day. Works with any AI provider. Local-first, zero-prereq instal
Droid LLM Hunter is a tool to scan for vulnerabilities in Android applications using Large Language Models (LLMs).
Agentic DOCX Redlining Engine. Enables LLMs to read Word documents and inject native Track Changes (w:ins, w:del) and Comments without breaking formatting. Includes Model Context Protocol (MCP) Server
A-RAG: Agentic Retrieval-Augmented Generation via Hierarchical Retrieval Interfaces. State-of-the-art RAG framework with keyword, semantic, and chunk read tools for multi-hop QA.
Desktop AI Assistant powered by GPT-5, GPT-4, o1, o3, Gemini, Claude, Ollama, DeepSeek, Perplexity, Grok, Bielik, chat, vision, voice, RAG, image and video generation, agents, tools, MCP, plugins, spe
Production-ready RAG Framework (Python/FastAPI). 1-line config swaps: 6 Vector DBs (Weaviate, Pinecone, Qdrant, ChromaDB, pgvector, MongoDB), 5 LLMs (Gemini, OpenAI, Claude, Ollama, OpenRouter). OpenA
Supercharge Your LLM Application Evaluations ๐
Paper-first SPY options validation platform with broker-backed scorecards, hard risk gates, paired-trade accounting, and live dashboards.
Build, deploy, and orchestrate event-driven agents natively on Apache Flinkยฎ and Apache Kafkaยฎ
Project Infinity leverages MCP and Graph RAG to turn LLMs into a professional D&D 5e Game Master, governed by a dedicated dice server and a persistent player database for a truly consistent adventure.
This project implements a comprehensive framework for Knowledge Graph Retrieval Augmented Generation (KG-RAG). It focuses on financial data from SEC 10-Q filings and explores how knowledge graphs can
Curated list of the best truly open-source AI projects, models, tools, and infrastructure.
๐ 2026 ๆ็ณป็ป็ AI Agent ้ๆๆๅ๏ฝๆบ่ฝไฝๅฎๆๆ็จ ยท ๅฎๆดๅญฆไน ่ทฏๅพ + ๅฎๆ้กน็ฎ + ้ข่ฏ้ขๅบ ยท ๅฏนๆ ๅคงๆจกๅๅบ็จๅผๅๅทฅ็จๅธๅฒไฝ ยท ่ฆ็LangChain / LangGraph / Coze / Dify / MCP / skills / LLM / RAG / ๆ็คบ่ฏ ยท ไผไธ็บง้จ็ฝฒไธๅพฎ่ฐ ยท ไป0ๅฐไผไธ็บง่ฝๅฐ + ไปๅญฆไน ๅฐไธ็บฟ้กน็ฎ + ้ข่ฏๅๅคไธไฝๅ
Dragon Brain โ persistent long-term memory for AI agents via MCP (Model Context Protocol). Knowledge graph (FalkorDB) + vector search (Qdrant) + CUDA GPU embeddings. Works with Claude, Gemini CLI, Cur
One API for 20+ LLM providers, your databases, and your files โ self-hosted, open-source AI gateway with RAG, voice, and guardrails.
Nexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles โ unified tools, skills, memory, and orchestration with built-in constraints, feedbac
An open source, privacy focused alternative to NotebookLM for teams with no data limit's. Join our Discord: https://discord.gg/ejRNvftDp9
TrustRAG๏ผThe RAG Framework within Reliable input,Trusted output
Open-source RAG platform with multi-LLM support. Build AI agents that connect to your data, tools, and workflows - no code required.
Unified framework for building enterprise RAG pipelines with small, specialized models
RAG (Retrieval-augmented generation) ChatBot that provides answers based on contextual information extracted from a collection of Markdown files.
Advanced AI Real Estate Assistant using RAG, LLMs, and Python. Features market analysis, property valuation, and intelligent search.
AI travel planner with 7 specialized agents, RAG, and tool-calling. Built with CrewAI & LangChain. Generates personalized itineraries with flights, hotels, activities, and cultural tips. Production-re
๐ PageIndex: Document Index for Vectorless, Reasoning-based RAG
Brain-inspired knowledge graph: spreading activation, Hebbian learning, memory consolidation.
A lightweight AI agent framework for vertical domain applications | ้ขๅๅๅๅบ็จ็่ฝป้็บง AI Agent ๆกๆถ
Secure AI conversations with documents, video, audio, and more. Personal workspaces for focused context, group spaces for shared insight. Classify docs, reuse prompts, and extend with modular features
๐ Drop-in tools that give AI agents reliable, permission-aware access to external systems.
๐ฆ Agentic RAG for drug intelligence ยท 57 skills ยท 15 task categories ยท DTI ยท ADR ยท DDI ยท PGx ยท Repurposing ยท Powered by LangGraph
A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines
Markdown-first work-memory protocol for existing agents, with maintained knowledge, candidate notes, evals, and an example KB.
Official MCP Servers for AWS
Comprehensive paid advertising audit & optimization skill for Claude Code. 225+ checks across Google, Meta, YouTube, LinkedIn, TikTok, Microsoft & Apple Search Ads with weighted scoring, parallel agen
Agentica: Lightweight async-first Python framework for AI agents. ่ฝป้็บงๅผๆญฅไผๅ ็AI Agentๆกๆถ๏ผๆฏๆๅทฅๅ ท่ฐ็จใRAGใๅคๆบ่ฝไฝๅMCPใ
AI Agent Backend Platform on FastAPI โ MCP server + AI orchestration + async DDD architecture. Zero-boilerplate CRUD, auto domain discovery, 14 Claude Code AI development skills.
A Multi-Agentic AI Assistant/Builder
Starter app for building AI SaaS (RAG, Agentic workflow) applications
Assistant IA avancรฉ (RAG, outils, Lรฉgifrance, OCR, skills, export de fichiers, historique) conรงu principalement pour un usage avec AlbertAPI (DiNum)
Open-source multi-agent AI assistant powered by LangGraph, FastAPI & Next.js โ 16+ agents, Human-in-the-Loop, MCP integration, voice TTS, RAG, 500+ metrics, 6 languages.
โ๏ธ Revise and enhance novels with ReNovel-AI, your smart tool for story reimagining and memory-driven writing assistance.
๐ค Transform internal knowledge retrieval with a secure, on-premise RAG-powered chatbot that enhances efficiency through natural language queries.
Agentic memory for CTI in Python โ STIX knowledge graphs, threat-actor alias resolution, offline-first RAG, MCP server for Claude Code and LangChain agents
Local AI server with persistent memory, RAG, and multi-backend inference (MLX / llama.cpp / Ollama). Runs entirely on your machine โ zero data sent to external services.
Synthadoc: An open-source LLM knowledge compilation engine that turns raw documents into structured, local-first wikis. A transparent, human-readable alternative to traditional RAG, which can be self-
Memory library for building stateful agents
Automatically Update LLM-Agent Papers Daily using Github Actions (Update Every 12th hours)
LlamaIndex is the leading document agent and OCR platform
Agent samples built using the Strands Agents SDK.
Build and run agents you can see, understand and trust.
METAโAGENTIC ฮฑโAGI ๐๏ธโจ โ Mission ๐ฏ Endโtoโend: Identify ๐ โ OutโLearn ๐ โ OutโThink ๐ง โ OutโDesign ๐จ โ OutโStrategise โ๏ธ โ OutโExecute โก
AI-first security scanner with 76 analyzers, 9,600+ detection rules, and repo poisoning detection for AI/ML, LLM agents, and MCP servers. Scan any GitHub repo with: medusa scan --git user/repo
AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x
Framework for AI agents to build and maintain an Obsidian wiki using Karpathy's LLM Wiki pattern
Graph RAG with pure vector search, achieving SOTA performance in multi-hop reasoning scenarios.
Autonomous knowledge base plugin for Claude Code - captures reserch, ideas, and decisions into an interlinked wiki with reserch-on-miss, semantic search, and a Wikipedia-style web UI. Knowledge compou
OpenAI and Anthropic compatible server for Apple Silicon. Run LLMs and vision-language models (Llama, Qwen-VL, LLaVA) with continuous batching, MCP tool calling, and multimodal support. Native MLX bac
Autonomous Web3 security audit agent for Claude Code
Python LLM-RAG deep agent using LangChain, LangGraph and LangSmith built on Quart web microframework and served using Hypercorn ASGI and WSGI web server.
A comprehensive MCP-based todo management system, that serves as a central nervous system for Madness Interactive, a multi-project task coordination workshop.
โก Lightweight offline AI agent for local models. No cloud, no API keys โ just your GPU.
A flexible multi-interface AI agent framework for building agents with reasoning, tool use, memory, deep research, blockchain interaction, MCP, and agents-as-a-service.
LLM-powered Agent Runtime with Dynamic DAG Planning & Concurrent Execution
Search your files by talking to them - 100% offline
The ultimate playground to learn, experiment with, and compare modern open-source AI agent frameworks โ from basics to production-ready setups.
๐ค The most comprehensive directory of AI agent frameworks, platforms, tools, and resources - hundreds of curated entries covering open-source, no-code, enterprise, and autonomous solutions. NEW Boil
The LLM Evaluation Framework
The API layer for AI agents. Dashboard + 22K APIs + 18 Direct Call providers. MCP native.
Open-Sable is a local-first autonomous agent framework with AGI-inspired cognitive subsystems (goals, memory, metacognition, tool use). It can run continuously on your machine, integrate with chat int
The production runtime for AI agents. Schema in, API out. Built on PydanticAI + FastAPI.
YouTubeGPT is an LLM-based web-app that can be run locally and allows you to summarize and chat (Q&A) with YouTube videos.
MCP server for searching and retrieving Claude Agent Skills using vector search
Lightweight hallucination detection framework for RAG applications
Enable AI agents to search, crawl, and extract web data with IP rotation, CAPTCHA handling, and rate limit management via CLI and Python.
๐ค Build advanced AI agents with a collection of production-ready applications using modern frameworks for single and multi-agent systems.
Deploy a local, multi-user RAG system to query PDF and DOCX documents using a local LLM without cloud or API dependencies.
Broken RAG For The Broken Souls
Syllabus-aware RAG study assistant for university students. Answers strictly from your own notes & PDFs, unit-scoped retrieval, cross-encoder reranking, and a hallucination gate โ built to help studen
Complete Workspace Template for OpenClaw - Full agent lifecycle with unified memory system (Markdown + SQLite), self-evolution, RAG. Not for SubAgent/Skill use.
Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced anal
A tool that compiles messy natural language prompts into a structured intermediate representation (IR) and optionally sends them to LLMs like ChatGPT for cleaner, more reliable responses.
A framework for fine-tuning retrieval-augmented generation (RAG) systems.
Second Brain is a desktop application that acts as a personal knowledge base, using retrieval-augmented generation (RAG), multimodal AI models, and a hybrid lexical/semantic search algorithm to intera
KAG is a logical form-guided reasoning and retrieval framework based on OpenSPG engine and LLMs. It is used to build logical reasoning and factual Q&A solutions for professional domain knowledge base
๐ Enhance retrieval with REFRAG, using micro-chunking and fast indexing for optimized RAG systems that improve efficiency and effectiveness.
๐ค Orchestrate AI agents at scale using the MCP framework, enabling seamless context sharing, communication, and integration for enhanced collaboration.
๐ Build a production-ready RAG system that combines LangGraph and MCP integration for precise, context-aware AI-driven question answering.
FlexRAG: A RAG Framework for Information Retrieval and Generation.
๐ Build a leading-edge e-commerce recommendation system using RAG architecture, Groq Llama 3, LangChain, and AstraDB, deployed on Kubernetes for scalability.
๐ Build and scale reliable Retrieval-Augmented Generation (RAG) systems with this curated collection of tools, frameworks, and best practices.
Provide a local, privacy-focused AI assistant for Telegram that runs fully on your machine without sending data to the cloud.
Self-hostable RAG platform - document ingestion, embedding, and vector search behind a simple REST API
Agent framework and applications built upon Qwen>=3.0, featuring Function Calling, MCP, Code Interpreter, RAG, Chrome extension, etc.
An RAG for code development, implemented as MCP server with cocoindex
๐ Build an enterprise-ready RAG system to enhance technical documentation querying with LangGraph and multi-step reasoning workflows.
๐ค Build your own local Retrieval-Augmented Generation system for private, offline AI memory without ongoing costs or data privacy concerns.
Search and analyze medical literature across PubMed, ClinicalTrials.gov, and Europe PMC using AI to support clinical and research decisions.
Store, consolidate, and recall coding agent memories with provenance tracking using SQLite and FAISS for fast, structured knowledge access.
Autonomous, multilingual AI voice agent using ElevenLabs, LangGraph, and RAG for government services
๐ Enable smart document and data search with AI-powered chat, vector search, and SQL querying across multiple file formats.
๐ ๏ธ Install, manage, and share Claude Code skills effortlessly with one command, streamlining your workflow and enhancing team collaboration.
๐ง Build an offline RAG chatbot to answer questions from PDFs, adapting responses based on user experience levels with a smooth chat interface.
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๐ Learn from diverse sources with OmniLearnAI, an intelligent platform that combines documents, videos, and more, all with reliable citations.
Enable any language model with permanent, searchable memory using a lightweight middleware for on-demand retrieval and continuous learning.
A stateful AI agent framework powered by the Cognitive Lattice to solve complex tasks with persistent memory and reliable tool orchestration.
The localhost AI Agent Runtime -- Chat UI, Tools, RAG, and MCP in one pip install
๐ฆพ A productionโready research outreach AI agent that plans, discovers, reasons, uses tools, autoโbuilds cited briefings, and drafts tailored emails with toolโchaining, memory, tests, and turnkey Dock
The official Python library for the llama-cloud API
Up-to-date simple useragent faker with real world database
llama-index indices llama-cloud integration
Interface between LLMs and your data
Tailored SDK clients for LlamaCloud services.
Convenient Filesystem interface over GCS
Pytest plugin for measuring coverage.
A package that allows you to utilize 12factor inspired environment variables to configure your Django application.
Demo RAG API (FastAPI, OpenAI, ChromaDB, Docker) automatically generated using the OpenAI Codex CLI tool. Highlights Codex's capability for rapid, complex application development.