Uncategorized Vector Databases

There are 104 uncategorized tools tracked. 1 score above 50 (established tier). The highest-rated is schmitech/orbit at 58/100 with 248 stars.

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# Tool Score Tier
1 schmitech/orbit

One API for 20+ LLM providers, your databases, and your files — self-hosted,...

58
Established
2 rsharp-lang/R-sharp

R# language is a kind of R liked vectorized language implements on .NET...

49
Emerging
3 speedyk-005/Vink

A vector database that automatically switches from slow-but-accurate search...

39
Emerging
4 donaldfilimon/wdbx_python

Python WDBX database project is currently in active development, with a...

34
Emerging
5 mhonert/velvet-chess

:chess_pawn: Velvet Chess Engine - written in Rust

31
Emerging
6 ericwarriner/VectorSearch

A prototype web application using Oracle 23ai Vector Search Technology to...

30
Emerging
7 karloti/typeahead-kmp

A lock-free, in-memory fuzzy search engine for Kotlin Multiplatform....

29
Experimental
8 AaqibhafeezKhan/Streamlit-Pollination-Chatbot

Production-grade AI chatbot platform built with Streamlit and powered by...

29
Experimental
9 7WaySecurity/ai_osint

🤖 Curated AI OSINT resources — Google dorks, Shodan queries, GitHub dorks,...

27
Experimental
10 andresrodriguez55/knowledge-base

Knowledge Copilot is a Retrieval-Augmented Generation (RAG) application with...

26
Experimental
11 DingdongMatch/mems

A hierarchical, self-distilling memory system for long-term AI Agents....

24
Experimental
12 muonroi/experience-engine

AI agents that learn from mistakes — not just store facts. Memory shrinks as...

24
Experimental
13 Adaimade/R-Mem

Lightweight Rust alternative to mem0. 3.2MB binary, SQLite vector +...

24
Experimental
14 zd87pl/loci-db

AI memory for the physical world — 4D spatiotemporal vector database that...

24
Experimental
15 bigint/bigrag

Self-hostable RAG platform - document ingestion, embedding, and vector...

24
Experimental
16 Imran-ml/vector-db-benchmark

Reproducible, end-to-end benchmark suite for vector databases, latency,...

24
Experimental
17 Keshavsharma-code/deepsleep-hub

The first cinematic 3D memory layer for the AI Era. Unify ChatGPT, Claude,...

23
Experimental
18 BingzheYan/smart-corpus

Smart Corpus — AI-Powered Document Intelligence Platform with Knowledge...

23
Experimental
19 linnaung/engram

Local first AI memory system with probabilistic decay. Four layer...

23
Experimental
20 uglyp/org-copilot

enterpriseOrgCopilot — self-hosted enterprise RAG & streaming chat (FastAPI,...

23
Experimental
21 bdeva1975/rag-indexing-benchmark

Compare 6 RAG indexing strategies on your own documents — with a single command

23
Experimental
22 smara-io/smara

Persistent memory for AI tools. Give Claude, Cursor, and Codex shared...

23
Experimental
23 lulin70/memory-classification-engine

Lightweight Agent-side memory classification engine. Classifies...

23
Experimental
24 vlaushkin/mempalace.ts

Local AI memory system for Claude Code, ChatGPT, and any MCP-compatible...

23
Experimental
25 Drashtika-Yukti/-Drashtika-Yukti-

AI Engineer @ Drashtika Yukti | Building AI-native systems (LLMs, Agentic...

23
Experimental
26 SaurabhSSB/rag-knowledge-assistant

End-to-end Retrieval-Augmented Generation (RAG) system for semantic document...

22
Experimental
27 web3guru888/mempalace-scientific-analysis

Spatial Metaphors for LLM Memory: A Critical Analysis of the MemPalace...

22
Experimental
28 roampal-ai/roampal-labs

Research benchmark: conversational memory learning on a corrected LoCoMo dataset

22
Experimental
29 SpiritualTech33/SpiritusAI

Building AI with Love, Passion and Soul.

22
Experimental
30 rakmohan/agentic-bi-migration

Multi-agent pipeline for migrating Metabase BI dashboards to a new schema —...

22
Experimental
31 theBullfish/zignal

AI memory system with signal-chain cognition, trust-weighted retrieval, and...

22
Experimental
32 lucyomgggg/telos-client

An experimental infrastructure where AI agents autonomously grow collective...

22
Experimental
33 Str0nkz/qdrant_manager

Qdrant vector management; Inspection, deduplication, and sparse-content...

22
Experimental
34 siyanulhaq/FastAPI-LangChain-RAG

Production-style FastAPI + LangChain RAG system with document ingestion,...

22
Experimental
35 RaptorBlingx/HEDGE-ExpertAI

HEDGE-ExpertAI aims to make the HEDGE-IoT App Store easier to explore and...

22
Experimental
36 Varshini1928/multi-agent-research-assistant

AI-powered Multi-Agent Research Assistant using LangGraph, Endee Vector...

22
Experimental
37 spunfromsun/eu-ai-act-rag

n8n-based RAG system for querying EU AI Act consultation documents using...

22
Experimental
38 razinahmed/langchain-agent-template

Production-ready LangChain agent template with RAG, tool use, memory, and...

22
Experimental
39 drona23/llm-rag-chatbot

Student loan Q&A chatbot using RAG : retrieves verified federal documents,...

22
Experimental
40 raghavendrashivam474/ai-system

Self-sufficient AI system with Ollama, Mistral 7B, and FastAPI. RAG-ready...

22
Experimental
41 ngxccc/llm-wiki

A blazing-fast, event-driven RAG pipeline and MCP Server built in Rust....

22
Experimental
42 Path-Free/rag-chat-api

Production-ready RAG chatbot API - FastAPI + OpenAI + ChromaDB + PostgreSQL....

22
Experimental
43 KumudithaSilva/rag-eval-system

RAG Eval System – Benchmark RAG techniques to identify the most accurate and...

22
Experimental
44 HemantBK/RideShala

RideShala — Free, open-source AI motorcycle advisor for Indian riders. Tell...

22
Experimental
45 Sujit224/GDG-RAGATHON-2026

Official repository for RAGATHON 2026. A 3-day high-performance challenge by...

21
Experimental
46 mrjakob07/june

🧠 June — headless brain protocol for AI agents. Every node reports in, every...

21
Experimental
47 matrixprompter/Energy-AI-Assistant-RAG-Chatbot

AI-powered energy assistant chatbot with RAG (Retrieval-Augmented...

21
Experimental
48 ShiYu0318/ShiYu-AI-Courses-SCIST-Camp-2026

SCIST x SCAICT Camp 2026 聯合寒訓 AI 系列課程 - 教材與原始碼

20
Experimental
49 PRAteek-singHWY/Sec2ndBraiN

Sec2ndBrain transforms your digital life into a chat-ready RAG knowledge...

20
Experimental
50 Suvroneel/Phynix-Mood-Based-GenAi-Platform

Mood-aware GenAI platform. Fine-tuned BERTa for real-time emotion...

19
Experimental
51 AbdulRehman393/youtube-qa-assistant

AI-powered YouTube Q&A Assistant that extracts video transcripts and lets...

17
Experimental
52 AdityaAgrawal007/project_Aesculapius

Pre-submission insurance claim auditor — catches denial risks with cited...

16
Experimental
53 Muhdhammad/paperforge

A multimodal RAG system for research papers with hybrid (dense + sparse)...

16
Experimental
54 quarkiverse/quarkus-qdrant

Rest client for Qdrant vector database

16
Experimental
55 Goodnight77/rag-skills

A collection of best-practice guides and skill definitions for building RAG systems.

15
Experimental
56 Priyanshu9-11/AI-developers-documentation-search-engine-using-RAG---LLM

AI-powered developer documentation search engine using RAG...

15
Experimental
57 yuvarajaug-ctrl/ai-agent-rag-search

A dual AI agent system that enables document-based Q&A using RAG (FAISS +...

15
Experimental
58 ShxradJadhav/Financial-AI-Manager

AI-powered Financial Document Management System using FastAPI, MySQL, and...

15
Experimental
59 rajesh-kayal-dev/langchain-ai-integration

Modular LangChain integration with multiple LLM providers, embeddings, and...

15
Experimental
60 Chri2K02/codebase-rag-mcp

MCP server for semantic code search and Q&A — indexes any codebase using...

14
Experimental
61 tuanhlv/AI-job-agent

Scrape AI job board, build a local vector database and employ AI agent to...

14
Experimental
62 srushtin24/Youtube-Video-QnA-System

GenAI | RAG-based system for semantic Q&A over YouTube transcripts using...

14
Experimental
63 prajwal12smp-cpu/Offline-AI-Assistant

Offline AI-powered classroom assistant using RAG to answer student queries...

14
Experimental
64 SwedeshnaMishra/Youtube_Chatbot

AI-powered YouTube Video Question Answering system using RAG, LangChain,...

14
Experimental
65 shaz1477/heart-disease-chatbot-rag-langchain

⚠️ Disclaimer This chatbot is for educational purposes only and should not...

14
Experimental
66 Hencerel4/semantic-search-api

A production-ready API for semantic search using vector embeddings and...

14
Experimental
67 kratosvil/aws-ai-forge

Intelligent document querying platform on AWS — ECS Fargate + Lambda +...

14
Experimental
68 Jenni006/NetFixAI

AI-powered RAG-based network operations assistant for real-time root cause...

14
Experimental
69 XimilalaXiang/viking-go

Go reimplementation of OpenViking — hierarchical context database for AI...

14
Experimental
70 navinavi029/Intelligent-Memory-Preservation-Retrieval-System-IMPRS

Enterprise-grade AI-powered platform utilizing advanced RAG architecture,...

14
Experimental
71 Avik-Das-567/Enterprise-RAG-QA-System

Production-ready Enterprise RAG system for grounded Q&A. Powered by Gemini...

14
Experimental
72 shivkhurana/intelligent-rag-document-engine

End-to-end Retrieval-Augmented Generation (RAG) pipeline utilizing...

14
Experimental
73 saimanjunathk/llm-data-platform

RAG system and AI agent platform with LangChain, vector DB and natural...

14
Experimental
74 IlliaSator/local-insight-agent

Local AI Agent. Natural language to SQL analytics using LangGraph and...

14
Experimental
75 AbdelKaderAhmed/PathCraft-AI

A high-precision, local-first AI system for 2026 skill-gap analysis. Uses...

14
Experimental
76 cz4r777/local-ai-repo

setup local hosted private Ai repository with MySQL on windows using OpenAi...

14
Experimental
77 0xSris/ragnarok

RAGNAROK is a fully offline, multimodal RAG system that lets you chat with...

14
Experimental
78 Miss-prachi-guptaa/CineQuery-Ai

AI-powered movie query system with PDF ingestion, LLM-based data extraction,...

14
Experimental
79 SKY-lv/rag-knowledge-base

RAG知识库构建助手 - 向量检索/Embedding/混合检索

14
Experimental
80 hkdan-5/rag-document-chatbot

RAG chatbot for answering questions about PDF reports using FAISS and...

14
Experimental
81 erinjykim/tenantiq

AI-powered tenant rights advisor for Pennsylvania renters. RAG pipeline over...

14
Experimental
82 structured-world/coordinode-python

Python SDK + LangChain GraphStore & LlamaIndex PropertyGraphStore for...

14
Experimental
83 MAYANK12-WQ/memoryos

Persistent episodic + semantic memory for AI agents — with Ebbinghaus...

14
Experimental
84 vinhnx0/Agentic-RAG-Document-Intelligence

Production-style Agentic RAG system for document intelligence, built with a...

14
Experimental
85 kavishabhijeet/RAG_Pdf_Project

An end-to-end PDF-RAG Chatbot that allows users to interact with multiple...

14
Experimental
86 roberto-aq/LexRag

Pipeline RAG production-ready para documentos legales en español....

14
Experimental
87 ArttuAn/learn-rag

Interactive RAG learning app with hands-on exercises — Streamlit + ChromaDB + Claude

14
Experimental
88 Surajgupta001/RAG

Built a scalable RAG pipeline integrating embeddings, vector search, and...

14
Experimental
89 Ogeanni/rag-research-assistant

A document intelligence system. Upload PDFs, ask questions, get answers...

14
Experimental
90 Cyning12/ai-ink-brain

A minimalist RAG-driven personal blog built with Next.js, Supabase, and...

14
Experimental
91 ygyzys83/gym-rag-app

Private, local-AI fitness dashboard using RAG, Llama 3.2, and Docling.

14
Experimental
92 srushtin24/AgroAssist-Chatbot

GenAI | RAG-based conversational AI for agricultural advisory using semantic...

14
Experimental
93 C-Saha958/agrismart-ai-rag-assistant

AI Agriculture RAG Assistant using FastAPI, Groq LLM, ChromaDB and local embeddings

14
Experimental
94 Menth1996/fast-vector-db

A lightweight, in-memory vector database optimized for semantic search and...

14
Experimental
95 SKY-lv/rag-engine

RAG引擎AI助手 - 检索增强生成系统

14
Experimental
96 pickhottea/governed-patent-analytics-and-retrieval-platform

Governed patent warehouse and retrieval platform with SQL Server, dbt,...

14
Experimental
97 Mohit-Kumar-Thakur/ai-research-agent

AI-powered research agent that autonomously searches the web, retrieves...

14
Experimental
98 ananyar3399/rag-chatbot

A RAG (Retrieval-Augmented Generation) chatbot built with LangChain, Cohere,...

14
Experimental
99 abdul4rehman215/AI-Advanced-Course-Portfolio

Documentation-first portfolio of my full AI Advanced Course journey,...

14
Experimental
100 Faraz6180/Insightpilot-ai

AI-powered document intelligence system using RAG (FAISS + Sentence...

14
Experimental
101 navadeep-rupireddy/fitness-knowledge-api

Local Retrieval-Augmented Generation (RAG) API using TinyLlama, ChromaDB,...

14
Experimental
102 narasimha-146/semantic-search

Semantic search system using Sentence Transformers and Pinecone, indexing...

13
Experimental
103 SimonsTang/atomic-rag-knowledge-base

Atomic RAG Knowledge Base Builder - 让AI真正学会一本书。理工农医特化,方法论提炼,全网最好的开源知识库技能

13
Experimental
104 rashmin-gajera/HUIM-SIR-HybridSearch

The purpose of this GitHub repository is to furnish the source code...

12
Experimental