rag-pipeline

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GiovanniPasq /agentic-rag-for-dummies

Star2.1k

A minimal 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

UpdatedFeb 20, 2026
Jupyter Notebook

pguso /rag-from-scratch

Star1.2k

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

UpdatedDec 4, 2025
JavaScript

yigitkonur /llm-based-ocr

Star885

High-accuracy PDF-to-Markdown OCR API using LLMs with vision capabilities. Features parallel processing, batching, and auto-retry logic for scalable extraction.

table-extraction pymupdf document-extraction azure-openai intelligent-document-processing gpt4-vision rag-pipeline vision-ocr complex-layout-analysis batch-ocr text-digitization

UpdatedNov 29, 2025
Python

AnkitNayak-eth /EpsteinFiles-RAG

Star310

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

rag epstein rag-pipeline rag-chatbot epstein-files

UpdatedFeb 14, 2026
Python

virtuehearts /HiveMind

Star204

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

llm llm-inference rag-pipeline rag-chatbot

UpdatedDec 1, 2025
TypeScript

superagentxai /superagentx

Star182

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

UpdatedFeb 20, 2026
Python

AKSarav /pdfstract

Star118

PDFStract - The Extraction and Chunking Layer in Your RAG Pipeline - Available as CLI - WEBUI - API

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

UpdatedFeb 14, 2026
Python

FareedKhan-dev /scalable-rag-pipeline

Star101

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

UpdatedDec 27, 2025
Python

messkan /rag-chunk

Star101

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

UpdatedJan 18, 2026
Python

RagView /RagView

Star78

We believe that every SOTA result is only valid on its own dataset. RAGView provides a unified evaluation platform to benchmark different RAG methods on your specific data.

ai evaluation kiln evaluation-framework kag rag graphiti r2r langflow quivr rag-pipeline graphrag docsgpt lightrag cognee trustgraph dsrag paper-qa youtu-graphrag ragview

UpdatedDec 5, 2025

RAG boilerplate with semantic/propositional chunking, hybrid search (BM25 + dense), LLM reranking, query enhancement agents, CrewAI orchestration, Qdrant vector search, Redis/Mongo sessioning, Celery ingestion pipeline, Gradio UI, and an evaluation suite (Hit-Rate, MRR, hybrid configs).

ai-agents reranking rag vector-database hybrid-search qdrant llm retrieval-augmented-generation rag-evaluation semantic-chunking crewai rag-pipeline propositional-models query-enhancement

UpdatedNov 18, 2025
Python

krokozyab /Agent-Fusion

Star56

Agent Fusion is a local RAG semantic search engine that gives AI agents instant access to your code, documentation (Markdown, Word, PDF). Query your codebase from code agents without hallucinations. Runs 100% locally, includes a lightweight embedding model, and optional multi-agent task orchestration. Deploy with a single JAR

agent semantic ai integration mcp collaboration gemini semantic-search-engine multiagent semantic-search codex orchestrator consensus-algorithm claude rag semantic-search-ai rag-pipeline mcp-server claude-code aws-q

UpdatedNov 24, 2025
Kotlin

sanonone /kektordb

Sponsor

Star56

An in-memory Vector Database & AI Gateway written in Go. Supports HNSW, Hybrid Search (BM25), GraphRAG context, a built-in RAG Pipeline, and can be embedded directly into your apps.

go golang open-source machine-learning database ai key-value data-structures knowledge-graph no-sql in-memory-database key-value-store rag hnsw vector-search vector-database embeddings-similarity rag-pipeline

UpdatedFeb 20, 2026
Go

AnkitNayak-eth /CrawlAI-RAG

Star51

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

UpdatedFeb 15, 2026
Python

Julian-AT /synth-ui

Star47

Generate & Ship UI with minimal effort - Open Source Generative UI with natural language

open-source ui ai artificial-intelligence user-interface v0 rag-pipeline

UpdatedApr 30, 2025
TypeScript

Renumics /lexio

Star37

Quickest way to production grade RAG UI.

react component-library ui-components chatbot-framework rag chatbot-ui rag-pipeline rag-ui

UpdatedFeb 16, 2026
TypeScript

AniruddhaNarayanAMT /XYZ-Bank-Customer-Churn-Predictor

Star35

Modular full-stack ML project leveraging Groq API, Streamlit, Supabase, JSON, SciPy, SciKit-Learn, Plotly & EmailJS, alongside libraries - NumPy, Pandas, Utils, OS, Base64, Re, Pillow & DateTime.

python json scikit-learn jupyter-notebook fintech openai naive-bayes-classifier html-css-javascript decision-tree-classifier svm-classifier smote emailjs random-forest-classifier streamlit xgboost-classifier pickle-file supabase pillow-library rag-pipeline qwen3-32b

UpdatedFeb 9, 2026
Jupyter Notebook

AniruddhaNarayanAMT /AI-Interview-SAAS

Star31

AI-powered mock interview platform using Next.js, Gemini AI, JSON, Drizzle, NeonDB, API routes and Clerk for dynamic questions, feedback & session recording, plus Dockerized & deployed microservices.