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rag-pipeline

Retrieval-augmented generation (RAG) is a technique that improves large language models by retrieving relevant information from external sources and using it to generate more accurate and context-aware responses.

A RAG system combines information retrieval with a language model. It is commonly used in AI assistants, search systems, document question answering, and applications that need access to private or frequently updated information.

Here are 2,551 public repositories matching this topic...

GiovanniPasq / agentic-rag-for-dummies

A modular Agentic RAG built with LangGraph — learn Retrieval-Augmented Generation Agents in minutes.

agent gradio agents bm25 ai-agents rag qdrant llm generative-ai langchain retrieval-augmented-generation ollama langgraph rag-pipeline rag-chatbot rag-agents agentic-rag agentic-ai retrieval-augmented-generation-rag

Updated Aug 30, 2026
Jupyter Notebook

Ontos-AI / knowhere

Knowhere extracts, parses, and outputs structured chunks ready for AI Agents and RAG.

skills cursor codex ai-agents vector-database document-intelligence mutli-agent langchain rag-pipeline claude-code agent-harness

Updated Sep 30, 2026
Python

pguso / rag-from-scratch

Demystify RAG by building it from scratch. Local LLMs, no black boxes - real understanding of embeddings, vector search, retrieval, and context-augmented generation.

nodejs tutorial educational agents ai-agents rag llm node-llama-cpp rag-pipeline rag-chatbot

Updated Mar 11, 2026
JavaScript

Wax

christopherkarani / Wax

Shared Single-file memory layer for all your agents, sub mili-second RAG over text, photo and video on Apple Silicon.. No Server. No API. One File. Pure Swift

Updated Sep 28, 2026
Swift

AnkitNayak-dev / EpsteinFiles-RAG

A RAG pipeline implementation built on the 'Epstein Files 20K' dataset from Hugging Face (Teyler).

rag epstein rag-pipeline rag-chatbot epstein-files

Updated Feb 14, 2026
Python

lyonzin / knowledge-rag

Local RAG MCP server for Claude Code — hybrid search (semantic + BM25), cross-encoder reranking, 13 MCP tools, 20 format parsers. Zero external servers, zero API keys.

Updated Sep 29, 2026
Python

AgentSwarms-fyi / agentswarms

Unified Agentic AI and Data Platform

Updated Sep 30, 2026
TypeScript

panaversity / ksor

KSoR (Knowledge System of Record) is an open-source SDK for building governed, authoritative knowledge systems for humans and AI agents. It is a foundation of an AI-native knowledge platform.

mcp agents ai-agents rag system-of-record ai-data ai-governance rag-pipeline mcp-rag mcp-rag-server nextjs16 claude-mcp-server governed-ai connector-mcp governed-agents

Updated Sep 29, 2026
TypeScript

superagentxai / superagentx

Move from idea to production in hours with policy-driven autonomous AI agents. Unified Control Plane: Centralised tools, MCPs, models, data, and policies with consistent observability and governance.

memory orchestration bedrock gemini openai agents autonomous-agents azure-openai aigovernance aisecurity llms claude-ai ollama deepseek rag-pipeline agentic-framework agentic-ai

Updated Sep 15, 2026
Python

virtuehearts / HiveMind

HiveMind Protocol - A Local-First, Privacy-Preserving Architecture for Agentic RAG

llm llm-inference rag-pipeline rag-chatbot

Updated Mar 13, 2026
TypeScript

GiovanniPasq / chunky

Open-source toolkit for reliable RAG pipelines: convert PDFs to Markdown, clean documents, inspect chunks, compare chunking strategies, and enrich metadata for LLM applications.

Updated Aug 30, 2026
Python

FareedKhan-dev / scalable-rag-pipeline

A scalable RAG platform combining LangGraph agents, hybrid retrieval (Vector+Graph), and Ray orchestration on Kubernetes.

python aws multi-agent-systems ai-agents langchain rag-pipeline

Updated Dec 27, 2025
Python

AnkitNayak-dev / CrawlAI-RAG

CrawlAI RAG is an AI-powered website intelligence platform that allows users to crawl entire websites, index their content, and ask natural-language questions using Retrieval-Augmented Generation (RAG). It transforms static websites into queryable knowledge bases.

agent crawler rag rag-pipeline rag-chatbot

Updated Feb 15, 2026
Python

AKSarav / pdfstract

PDFStract - Extract, Chunking and Embedding Layer in Your RAG Pipeline - Available as CLI - WEBUI - API

pdf ocr ai knowledgebase data-extraction chunking dataengineering unstructured rag rag-pipeline docling pdfconversion

Updated Mar 18, 2026
Python

arvindsis11 / Ai-Healthcare-Chatbot

see live demo of chatbot. follow the link

docker typescript chatbot project python3 artificial-intelligence report sqlite3 final-year-project fastapi ai-healthcare-chatbot render-deployment nextjs14 rag-pipeline

Updated Jun 12, 2026
Python

messkan / rag-chunk

A Python CLI to test, benchmark, and find the best RAG chunking strategy for your Markdown documents.

python nlp ia chunking rag vector-search embedding-vectors llm langchain retrieval-augmented-generation text-splitting rag-pipeline document-chunking

Updated Jan 18, 2026
Python

hanyeol / model-compose

Declarative AI pipelines in one YAML file. Tokens, audio chunks, and video frames flow between isolated components. Compose 100+ components for models, agents, speech, vision, and live broadcast. Run local models, cloud APIs, or both. Inspired by docker-compose.

streaming ffmpeg workflow-engine declarative self-hosted video-processing audio-processing ai-agents multimodal rag ai-pipeline huggingface vllm local-llm llm-agents rag-pipeline agentic-ai ai-orchestration mcp-servers

Updated Oct 1, 2026
Python

bigint / rag.computer

Self-hostable RAG platform - document ingestion, embedding, and vector search behind a simple REST API

ai embeddings rag vector-database rag-pipeline

Updated Sep 5, 2026
Python

vixhal-baraiya / pageindex-rag

Vectorless, Reasoning-Based Retrieval-Augmented Generation (RAG)

ai pageindex rag vector-database rag-pipeline vectorless-rag

Updated Mar 26, 2026
Python

kektordb

sanonone / kektordb

AI memory system combining vector search with temporal knowledge graph. Built-in cognitive engine for agents. Supports memory decay, contradiction detection, and MCP integration.

go golang open-source database ai knowledge-graph no-sql rag hnsw vector-search temporal-graphs vector-database embeddings-similarity ai-memory rag-pipeline agent-memory ai-memory-system agent-memory-system agent-memory-mcp

Updated Sep 23, 2026
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Website: github.com/topics/rag
Wikipedia: Wikipedia

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artificial-intelligence embeddings generative-ai llms