TheAiSingularity
★ 1,108graphrag-local-ollama
Local models support for Microsoft's graphrag using ollama (llama3, mistral, gemma2 phi3)- LLM & Embedding extraction
AI channelRAG 
Open-source RAG frameworks
Retrieval-augmented generation (RAG) makes a language model answer from your own documents. The text is split into chunks, turned into vectors and stored in an index, and the most relevant chunks are added to the prompt when a question comes in. The projects here cover the whole pipeline or one part of it: document parsing, vector search, or a complete question-answering app.
How to choose
Answer quality in RAG depends mostly on retrieval, not on the model. Compare how each project handles difficult documents such as PDFs, tables and scans, whether it supports hybrid search that combines keywords with vectors and re-ranking, and whether it shows which sources an answer came from.
Most-starred projects
313–336 of 596EmbeddedLLM
★ 1,103JamAIBase
The collaborative spreadsheet for AI. Chain cells into powerful pipelines, experiment with prompts and models, and evaluate LLM responses in real-time. Work together seamlessly to build and iterate on AI applications.
aiptimizer
★ 1,076TurboOCR
TurboOCR, >200 img/s OmnidocBench. TensorRT FP16, PP-OCRv6, HTTP + gRPC
dynamiq-ai
★ 1,068dynamiq
Dynamiq is an orchestration framework for agentic AI and LLM applications
NirDiamant
★ 1,065Agent_Memory_Techniques
Agent memory for LLMs: 30 runnable Jupyter notebooks covering conversation buffers, vector stores, knowledge graphs, episodic and semantic memory, MemGPT, Mem0, Letta, Zep, Graphiti, LoCoMo benchmarks, and production patterns.
juanjuandog
★ 1,060FinSight-AI
AI equity research agent with resilient workflows, evidence-grounded RAG, versioned reports, and automated quality evaluation.
yokingma
★ 1,060SearChat
Search + Chat = SearChat(AI Chat with Search), Support OpenAI/Anthropic/VertexAI/Gemini, DeepResearch, SearXNG, Docker. AI对话式搜索引擎，支持DeepResearch, 支持OpenAI/Anthropic/VertexAI/Gemini接口、聚合搜索引擎SearXNG，支持Docker一键部署。
agents-flex
★ 1,059agents-flex
Agents-flex is A lightweight Java AI agent development framework (positioned as a counterpart to Spring AI). It supports features such as RAG, MCP, Skills, Text2SQL , LLM Wiki, Sub-agents, Web Search, TTS (synchronous and streaming), and STT.
philippgille
★ 1,058chromem-go
Embeddable vector database for Go with Chroma-like interface and zero third-party dependencies. In-memory with optional persistence.
bishwaghimire
★ 1,056ai-learning-roadmaps
A complete, structured hub for learning Artificial Intelligence — covering AI, Machine Learning, Deep Learning, and Data Science with books, roadmaps, and curated resources from beginner to advanced.
ongridio
★ 1,047ongrid
An ops AI Agent that understands your infrastructure, finds the root cause, and fixes it — right from Slack, Telegram, Lark or DingTalk.
yuezhiai
★ 1,043jonex
All-in-One Multimodal Parsing Engine + Ontology-Powered, LLM Wiki-Driven AI-Ready Knowledge Engine
wrtnlabs
★ 1,041agentica
TypeScript AI AI Function Calling Framework enhanced by compiler skills.
yfedoseev
★ 1,032pdf_oxide
The fastest PDF library for Python and Rust. Text extraction, image extraction, markdown conversion, PDF creation & editing. 0.8ms mean, 5× faster than industry leaders, 100% pass rate on 3,830 PDFs. MIT/Apache-2.0.
Anush008
★ 1,009fastembed-rs
Rust library for generating vector embeddings and reranking locally!
PrithivirajDamodaran
★ 1,006FlashRank
Lite & Super-fast re-ranking for your search & retrieval pipelines. Supports SoTA Listwise and Pairwise reranking based on LLMs and cross-encoders and more. Created by Prithivi Da, open for PRs & Collaborations.
FalkorDB
★ 1,001GraphRAG-SDK
Build fast and accurate GenAI apps with GraphRAG SDK at scale 🌟
Deuz-AI
★ 988Deuz-SDK
Zero-dependency TypeScript framework for production AI agents: durable execution, long-term memory, hybrid RAG, MCP tool calling, human-in-the-loop approval, planning and CodeAct sandboxes. One streaming API for Claude, GPT, Gemini, Grok, Mistral and DeepSeek — Node, Bun, Deno, serverless and edge.
OpenBMB
★ 982VisRAG
Parsing-free RAG supported by VLMs
lancedb
★ 974vectordb-recipes
Resource, examples & tutorials for multimodal AI, RAG and agents using vector search and LLMs
derisk-ai
★ 973OpenDerisk
AI-Native Risk Intelligence Systems, OpenDeRisk——Your application system risk intelligent manager provides 7* 24-hour comprehensive and in-depth protection.
data-prep-kit
★ 962data-prep-kit
Open source project for data preparation for GenAI applications
Raudaschl
★ 956rag-fusion
RAG-Fusion: multi-query generation + Reciprocal Rank Fusion for better retrieval-augmented generation. Includes evaluation harness with NFCorpus/BEIR.
weiwill88
★ 951Local_Pdf_Chat_RAG
Transparent Python RAG reference with FAISS + BM25 hybrid retrieval, reranking, Gradio UI, and FastAPI.