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.
Get all 104 projects as JSON
curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=vector-db&subcategory=uncategorized&limit=20"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
| # | Tool | Score | Tier |
|---|---|---|---|
| 1 |
schmitech/orbit
One API for 20+ LLM providers, your databases, and your files — self-hosted,... |
|
Established |
| 2 |
rsharp-lang/R-sharp
R# language is a kind of R liked vectorized language implements on .NET... |
|
Emerging |
| 3 |
speedyk-005/Vink
A vector database that automatically switches from slow-but-accurate search... |
|
Emerging |
| 4 |
donaldfilimon/wdbx_python
Python WDBX database project is currently in active development, with a... |
|
Emerging |
| 5 |
mhonert/velvet-chess
:chess_pawn: Velvet Chess Engine - written in Rust |
|
Emerging |
| 6 |
ericwarriner/VectorSearch
A prototype web application using Oracle 23ai Vector Search Technology to... |
|
Emerging |
| 7 |
karloti/typeahead-kmp
A lock-free, in-memory fuzzy search engine for Kotlin Multiplatform.... |
|
Experimental |
| 8 |
AaqibhafeezKhan/Streamlit-Pollination-Chatbot
Production-grade AI chatbot platform built with Streamlit and powered by... |
|
Experimental |
| 9 |
7WaySecurity/ai_osint
🤖 Curated AI OSINT resources — Google dorks, Shodan queries, GitHub dorks,... |
|
Experimental |
| 10 |
andresrodriguez55/knowledge-base
Knowledge Copilot is a Retrieval-Augmented Generation (RAG) application with... |
|
Experimental |
| 11 |
DingdongMatch/mems
A hierarchical, self-distilling memory system for long-term AI Agents.... |
|
Experimental |
| 12 |
muonroi/experience-engine
AI agents that learn from mistakes — not just store facts. Memory shrinks as... |
|
Experimental |
| 13 |
Adaimade/R-Mem
Lightweight Rust alternative to mem0. 3.2MB binary, SQLite vector +... |
|
Experimental |
| 14 |
zd87pl/loci-db
AI memory for the physical world — 4D spatiotemporal vector database that... |
|
Experimental |
| 15 |
bigint/bigrag
Self-hostable RAG platform - document ingestion, embedding, and vector... |
|
Experimental |
| 16 |
Imran-ml/vector-db-benchmark
Reproducible, end-to-end benchmark suite for vector databases, latency,... |
|
Experimental |
| 17 |
Keshavsharma-code/deepsleep-hub
The first cinematic 3D memory layer for the AI Era. Unify ChatGPT, Claude,... |
|
Experimental |
| 18 |
BingzheYan/smart-corpus
Smart Corpus — AI-Powered Document Intelligence Platform with Knowledge... |
|
Experimental |
| 19 |
linnaung/engram
Local first AI memory system with probabilistic decay. Four layer... |
|
Experimental |
| 20 |
uglyp/org-copilot
enterpriseOrgCopilot — self-hosted enterprise RAG & streaming chat (FastAPI,... |
|
Experimental |
| 21 |
bdeva1975/rag-indexing-benchmark
Compare 6 RAG indexing strategies on your own documents — with a single command |
|
Experimental |
| 22 |
smara-io/smara
Persistent memory for AI tools. Give Claude, Cursor, and Codex shared... |
|
Experimental |
| 23 |
lulin70/memory-classification-engine
Lightweight Agent-side memory classification engine. Classifies... |
|
Experimental |
| 24 |
vlaushkin/mempalace.ts
Local AI memory system for Claude Code, ChatGPT, and any MCP-compatible... |
|
Experimental |
| 25 |
Drashtika-Yukti/-Drashtika-Yukti-
AI Engineer @ Drashtika Yukti | Building AI-native systems (LLMs, Agentic... |
|
Experimental |
| 26 |
SaurabhSSB/rag-knowledge-assistant
End-to-end Retrieval-Augmented Generation (RAG) system for semantic document... |
|
Experimental |
| 27 |
web3guru888/mempalace-scientific-analysis
Spatial Metaphors for LLM Memory: A Critical Analysis of the MemPalace... |
|
Experimental |
| 28 |
roampal-ai/roampal-labs
Research benchmark: conversational memory learning on a corrected LoCoMo dataset |
|
Experimental |
| 29 |
SpiritualTech33/SpiritusAI
Building AI with Love, Passion and Soul. |
|
Experimental |
| 30 |
rakmohan/agentic-bi-migration
Multi-agent pipeline for migrating Metabase BI dashboards to a new schema —... |
|
Experimental |
| 31 |
theBullfish/zignal
AI memory system with signal-chain cognition, trust-weighted retrieval, and... |
|
Experimental |
| 32 |
lucyomgggg/telos-client
An experimental infrastructure where AI agents autonomously grow collective... |
|
Experimental |
| 33 |
Str0nkz/qdrant_manager
Qdrant vector management; Inspection, deduplication, and sparse-content... |
|
Experimental |
| 34 |
siyanulhaq/FastAPI-LangChain-RAG
Production-style FastAPI + LangChain RAG system with document ingestion,... |
|
Experimental |
| 35 |
RaptorBlingx/HEDGE-ExpertAI
HEDGE-ExpertAI aims to make the HEDGE-IoT App Store easier to explore and... |
|
Experimental |
| 36 |
Varshini1928/multi-agent-research-assistant
AI-powered Multi-Agent Research Assistant using LangGraph, Endee Vector... |
|
Experimental |
| 37 |
spunfromsun/eu-ai-act-rag
n8n-based RAG system for querying EU AI Act consultation documents using... |
|
Experimental |
| 38 |
razinahmed/langchain-agent-template
Production-ready LangChain agent template with RAG, tool use, memory, and... |
|
Experimental |
| 39 |
drona23/llm-rag-chatbot
Student loan Q&A chatbot using RAG : retrieves verified federal documents,... |
|
Experimental |
| 40 |
raghavendrashivam474/ai-system
Self-sufficient AI system with Ollama, Mistral 7B, and FastAPI. RAG-ready... |
|
Experimental |
| 41 |
ngxccc/llm-wiki
A blazing-fast, event-driven RAG pipeline and MCP Server built in Rust.... |
|
Experimental |
| 42 |
Path-Free/rag-chat-api
Production-ready RAG chatbot API - FastAPI + OpenAI + ChromaDB + PostgreSQL.... |
|
Experimental |
| 43 |
KumudithaSilva/rag-eval-system
RAG Eval System – Benchmark RAG techniques to identify the most accurate and... |
|
Experimental |
| 44 |
HemantBK/RideShala
RideShala — Free, open-source AI motorcycle advisor for Indian riders. Tell... |
|
Experimental |
| 45 |
Sujit224/GDG-RAGATHON-2026
Official repository for RAGATHON 2026. A 3-day high-performance challenge by... |
|
Experimental |
| 46 |
mrjakob07/june
🧠 June — headless brain protocol for AI agents. Every node reports in, every... |
|
Experimental |
| 47 |
matrixprompter/Energy-AI-Assistant-RAG-Chatbot
AI-powered energy assistant chatbot with RAG (Retrieval-Augmented... |
|
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 |
|
Experimental |
| 49 |
PRAteek-singHWY/Sec2ndBraiN
Sec2ndBrain transforms your digital life into a chat-ready RAG knowledge... |
|
Experimental |
| 50 |
Suvroneel/Phynix-Mood-Based-GenAi-Platform
Mood-aware GenAI platform. Fine-tuned BERTa for real-time emotion... |
|
Experimental |
| 51 |
AbdulRehman393/youtube-qa-assistant
AI-powered YouTube Q&A Assistant that extracts video transcripts and lets... |
|
Experimental |
| 52 |
AdityaAgrawal007/project_Aesculapius
Pre-submission insurance claim auditor — catches denial risks with cited... |
|
Experimental |
| 53 |
Muhdhammad/paperforge
A multimodal RAG system for research papers with hybrid (dense + sparse)... |
|
Experimental |
| 54 |
quarkiverse/quarkus-qdrant
Rest client for Qdrant vector database |
|
Experimental |
| 55 |
Goodnight77/rag-skills
A collection of best-practice guides and skill definitions for building RAG systems. |
|
Experimental |
| 56 |
Priyanshu9-11/AI-developers-documentation-search-engine-using-RAG---LLM
AI-powered developer documentation search engine using RAG... |
|
Experimental |
| 57 |
yuvarajaug-ctrl/ai-agent-rag-search
A dual AI agent system that enables document-based Q&A using RAG (FAISS +... |
|
Experimental |
| 58 |
ShxradJadhav/Financial-AI-Manager
AI-powered Financial Document Management System using FastAPI, MySQL, and... |
|
Experimental |
| 59 |
rajesh-kayal-dev/langchain-ai-integration
Modular LangChain integration with multiple LLM providers, embeddings, and... |
|
Experimental |
| 60 |
Chri2K02/codebase-rag-mcp
MCP server for semantic code search and Q&A — indexes any codebase using... |
|
Experimental |
| 61 |
tuanhlv/AI-job-agent
Scrape AI job board, build a local vector database and employ AI agent to... |
|
Experimental |
| 62 |
srushtin24/Youtube-Video-QnA-System
GenAI | RAG-based system for semantic Q&A over YouTube transcripts using... |
|
Experimental |
| 63 |
prajwal12smp-cpu/Offline-AI-Assistant
Offline AI-powered classroom assistant using RAG to answer student queries... |
|
Experimental |
| 64 |
SwedeshnaMishra/Youtube_Chatbot
AI-powered YouTube Video Question Answering system using RAG, LangChain,... |
|
Experimental |
| 65 |
shaz1477/heart-disease-chatbot-rag-langchain
⚠️ Disclaimer This chatbot is for educational purposes only and should not... |
|
Experimental |
| 66 |
Hencerel4/semantic-search-api
A production-ready API for semantic search using vector embeddings and... |
|
Experimental |
| 67 |
kratosvil/aws-ai-forge
Intelligent document querying platform on AWS — ECS Fargate + Lambda +... |
|
Experimental |
| 68 |
Jenni006/NetFixAI
AI-powered RAG-based network operations assistant for real-time root cause... |
|
Experimental |
| 69 |
XimilalaXiang/viking-go
Go reimplementation of OpenViking — hierarchical context database for AI... |
|
Experimental |
| 70 |
navinavi029/Intelligent-Memory-Preservation-Retrieval-System-IMPRS
Enterprise-grade AI-powered platform utilizing advanced RAG architecture,... |
|
Experimental |
| 71 |
Avik-Das-567/Enterprise-RAG-QA-System
Production-ready Enterprise RAG system for grounded Q&A. Powered by Gemini... |
|
Experimental |
| 72 |
shivkhurana/intelligent-rag-document-engine
End-to-end Retrieval-Augmented Generation (RAG) pipeline utilizing... |
|
Experimental |
| 73 |
saimanjunathk/llm-data-platform
RAG system and AI agent platform with LangChain, vector DB and natural... |
|
Experimental |
| 74 |
IlliaSator/local-insight-agent
Local AI Agent. Natural language to SQL analytics using LangGraph and... |
|
Experimental |
| 75 |
AbdelKaderAhmed/PathCraft-AI
A high-precision, local-first AI system for 2026 skill-gap analysis. Uses... |
|
Experimental |
| 76 |
cz4r777/local-ai-repo
setup local hosted private Ai repository with MySQL on windows using OpenAi... |
|
Experimental |
| 77 |
0xSris/ragnarok
RAGNAROK is a fully offline, multimodal RAG system that lets you chat with... |
|
Experimental |
| 78 |
Miss-prachi-guptaa/CineQuery-Ai
AI-powered movie query system with PDF ingestion, LLM-based data extraction,... |
|
Experimental |
| 79 |
SKY-lv/rag-knowledge-base
RAG知识库构建助手 - 向量检索/Embedding/混合检索 |
|
Experimental |
| 80 |
hkdan-5/rag-document-chatbot
RAG chatbot for answering questions about PDF reports using FAISS and... |
|
Experimental |
| 81 |
erinjykim/tenantiq
AI-powered tenant rights advisor for Pennsylvania renters. RAG pipeline over... |
|
Experimental |
| 82 |
structured-world/coordinode-python
Python SDK + LangChain GraphStore & LlamaIndex PropertyGraphStore for... |
|
Experimental |
| 83 |
MAYANK12-WQ/memoryos
Persistent episodic + semantic memory for AI agents — with Ebbinghaus... |
|
Experimental |
| 84 |
vinhnx0/Agentic-RAG-Document-Intelligence
Production-style Agentic RAG system for document intelligence, built with a... |
|
Experimental |
| 85 |
kavishabhijeet/RAG_Pdf_Project
An end-to-end PDF-RAG Chatbot that allows users to interact with multiple... |
|
Experimental |
| 86 |
roberto-aq/LexRag
Pipeline RAG production-ready para documentos legales en español.... |
|
Experimental |
| 87 |
ArttuAn/learn-rag
Interactive RAG learning app with hands-on exercises — Streamlit + ChromaDB + Claude |
|
Experimental |
| 88 |
Surajgupta001/RAG
Built a scalable RAG pipeline integrating embeddings, vector search, and... |
|
Experimental |
| 89 |
Ogeanni/rag-research-assistant
A document intelligence system. Upload PDFs, ask questions, get answers... |
|
Experimental |
| 90 |
Cyning12/ai-ink-brain
A minimalist RAG-driven personal blog built with Next.js, Supabase, and... |
|
Experimental |
| 91 |
ygyzys83/gym-rag-app
Private, local-AI fitness dashboard using RAG, Llama 3.2, and Docling. |
|
Experimental |
| 92 |
srushtin24/AgroAssist-Chatbot
GenAI | RAG-based conversational AI for agricultural advisory using semantic... |
|
Experimental |
| 93 |
C-Saha958/agrismart-ai-rag-assistant
AI Agriculture RAG Assistant using FastAPI, Groq LLM, ChromaDB and local embeddings |
|
Experimental |
| 94 |
Menth1996/fast-vector-db
A lightweight, in-memory vector database optimized for semantic search and... |
|
Experimental |
| 95 |
SKY-lv/rag-engine
RAG引擎AI助手 - 检索增强生成系统 |
|
Experimental |
| 96 |
pickhottea/governed-patent-analytics-and-retrieval-platform
Governed patent warehouse and retrieval platform with SQL Server, dbt,... |
|
Experimental |
| 97 |
Mohit-Kumar-Thakur/ai-research-agent
AI-powered research agent that autonomously searches the web, retrieves... |
|
Experimental |
| 98 |
ananyar3399/rag-chatbot
A RAG (Retrieval-Augmented Generation) chatbot built with LangChain, Cohere,... |
|
Experimental |
| 99 |
abdul4rehman215/AI-Advanced-Course-Portfolio
Documentation-first portfolio of my full AI Advanced Course journey,... |
|
Experimental |
| 100 |
Faraz6180/Insightpilot-ai
AI-powered document intelligence system using RAG (FAISS + Sentence... |
|
Experimental |
| 101 |
navadeep-rupireddy/fitness-knowledge-api
Local Retrieval-Augmented Generation (RAG) API using TinyLlama, ChromaDB,... |
|
Experimental |
| 102 |
narasimha-146/semantic-search
Semantic search system using Sentence Transformers and Pinecone, indexing... |
|
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 |
|
Experimental |
| 104 |
rashmin-gajera/HUIM-SIR-HybridSearch
The purpose of this GitHub repository is to furnish the source code... |
|
Experimental |