FAISS Semantic Search Embedding Tools

Tools implementing FAISS-based vector indexing with semantic search and embedding pipelines for document retrieval. Includes FastAPI backends, multi-vector stores, and production RAG pipelines. Does NOT include specialized vector databases (Pinecone, Qdrant, Chroma) as primary stores, domain-specific RAG (legal, biomedical), or chatbot interfaces.

There are 31 faiss semantic search tools tracked. The highest-rated is ThomasJButler/Morpheus at 41/100 with 5 stars.

Get all 31 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=embeddings&subcategory=faiss-semantic-search&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

# Tool Score Tier
1 ThomasJButler/Morpheus

An intelligent document reasoning system with a Matrix-themed interface.

41
Emerging
2 Cerno-AI/Cerno-Insight

High-performance RAG system for intelligent document Q&A with hybrid...

34
Emerging
3 kaumnen/lumen

Leveraging RAG, MCPs and Amazon Nova LLMs for Efficient AWS Documentation Queries

30
Emerging
4 z-aqib/Product-Review-Analyzer

End-to-end Amazon Product Review RAG + LLMOps pipeline for product...

26
Experimental
5 qingni/rag-pipeline-hub

Full-stack RAG platform for document loading, smart chunking, embedding,...

24
Experimental
6 Rupeshbhardwaj002/Hybrid-RAG-Qwen-FAISS-XGBoost

Hybrid RAG pipeline with Qwen LLM, FAISS vector search, and XGBoost...

23
Experimental
7 MukundaKatta/chitragupta

Chitragupta — Document RAG Pipeline. Document indexing and RAG pipeline

22
Experimental
8 vidit18s/Keyword-Indexing-of-Subtitled-Videos

A Hybrid Semantic Video Search & RAG System using MPNet for retrieval and...

21
Experimental
9 alrod-dev/rag-engine

Document Intelligence RAG System — Upload documents, query with natural...

21
Experimental
10 mtnvencenzo/cezzis-com-cocktails-aisearch

FastAPI backend for semantic cocktail search and conversational AI, powering...

21
Experimental
11 ImRanjbar/FastAPI-RAG-Pipeline

A FastAPI-powered RAG pipeline that answers questions about France using...

19
Experimental
12 MathRC/knowledge-assistant

A RAG-powered knowledge assistant that answers style guide questions for...

17
Experimental
13 towseef41/RAG-Based-Knowledge-Assistant

A modular Retrieval-Augmented Generation (RAG) pipeline with ingestion,...

17
Experimental
14 vishvatech23/rag-qdrant-pipeline

Retrieval-Augmented Generation (RAG) pipeline using FastAPI, Sentence...

17
Experimental
15 ShubhammS18/End-to-End-LocalRAG

Production-oriented local RAG system with FAISS, FastAPI, and Docker,...

15
Experimental
16 kunalmaurya-17-24/ECCN-Classifier-API-Trademo

🚀 Production-grade ECCN Classifier using a Hybrid RAG pipeline (FAISS +...

15
Experimental
17 adityavashistha5479/ai-knowledge-engine

RAG-based AI system for querying PDFs with semantic search, streaming...

14
Experimental
18 sparkup/cultural-events-rag-assistant

Cultural events RAG assistant using OpenAgenda data, FAISS, and Mistral....

14
Experimental
19 samratrajsharma/EchoMind---Real-time-voice-AI-agent-with-RAG

EchoMind is an AI-powered voice document assistant that leverages hybrid RAG...

14
Experimental
20 KishoreMuruganantham/6S-Consulting-PDF-RAG-System

FastAPI backend for AI-powered PDF context search and Q&A. Ingest any PDF,...

13
Experimental
21 rachita-nanda/RAG-ML-Companion

Scalable RAG-based ML knowledge assistant leveraging transformer embeddings,...

13
Experimental
22 sarpbilgic/emu-rag

RAG api for university regulations

13
Experimental
23 kartikpadayachi14/rag-azure-ai-system

RAG system built using FastAPI, Sentence Transformers, and HuggingFace...

13
Experimental
24 jmelodywalker/ContextEval

RAG system lets you query your own documents and get answers only when the...

13
Experimental
25 MohammedYaseenAhmedKhan/Enterprise-Documentaion-QA

Production-style Retrieval-Augmented Generation (RAG) system for querying...

13
Experimental
26 ShinyPhoenix000/rag-coding-helper

RAG-Powered Coding Helper is a Python tool that uses Retrieval-Augmented...

13
Experimental
27 Fran-Vazquez/cultural-events-rag-assistant

🎭 Build a local RAG assistant that answers cultural event questions using...

13
Experimental
28 ZaidK07/Product-Insight-System

This is a showcase of RAG(Retrieval Augmented Generation). Products are...

12
Experimental
29 nsourlos/RAG_gmail

🔍 Intelligent semantic search for email archives using RAG, multilingual...

12
Experimental
30 konstzv/rag-indexing

RAG Document Indexing Pipeline - Convert text documents into searchable...

12
Experimental
31 wbott/rag-movie-rec-redux

Conversational movie recommendation system powered by RAG architecture with...

10
Experimental

Comparisons in this category