#vector-search

Claude Code memory system — auto context injection, drift detection, compounding, FTS5/vector search, Obsidian vault export. Zero core deps.

Multi-agent memory substrate for PostgreSQL — provenance-gated, vector-hybrid recall

Wolbarg — modular, provider-agnostic semantic memory SDK for AI agents

AI-native long-term memory for Hermes Agent with AES-256-GCM encryption at rest, dense HNSW ANN, sparse and exact-text recall, metadata/range filters, and MinHash dedup, backed by an embedded or multi-client server columnar SQL database with 35 language bindings.

Local-first memory engine for AI-agent teams — private/team/project ACL, associative recall, federated sync, and a built-in MCP server. One SQLite file, no LLM required. Apache-2.0.

Trustworthy AI Knowledge Workbench — Verifiable RAG with citation tracking, document-grounded review, and self-contained desktop mode. Windows / macOS / Linux / Android / iOS.

AI-powered knowledge management platform with RAG, multi-engine OCR parsing, vector search, wiki graphs, and Agent skill integration. Docker Compose deployment.

Self-hosted knowledge base for AI agents: ingest Markdown into Qdrant with H1-H...-aware chunking, hybrid (dense+sparse) search and cross-encoder reranking.

Multi-tenant AI copilot for on-call engineers with grounded ticket summaries, SOP search (RAG), and RCA generation.

Skein is an agentic AI platform that answers questions by weaving together structured and unstructured data, grounding every response in a knowledge graph, hybrid vector search, and a governed semantic layer. It escalates to humans when unsure, and runs free locally or scales to the cloud.

A practical, first-principles handbook on production RAG & agentic systems — RU/EN/SK, built with Docusaurus.

Enterprise RAG platform for secure document intelligence using hybrid retrieval, reranking, Gemini LLM, RBAC, HITL, citations, and web search.

Query billions of AI events by what they mean. PrismDB is a semantic event store: columnar analytics, similarity search, and meaning-based clustering over your LLM and agent telemetry — in one engine, one SQL query, at full retention.

GTT Bot — a RAG-powered Discord bot grounded in an Obsidian knowledge base. Local vector search, Claude API for answers, built for the Goju Tech Talk community.

A Research Cortex. A research companion for Claude. Your library, notes & memory stay on your machine; answers cited from your own library; 30+ specialist skills; auto cross-pollination across papers, meetings, ideas, notes & journal; weekly self-review that drafts improvements for your approval. Reasoning runs on the Claude API.

Production-grade semantic caching for LLM applications using classifier-validated equivalence, cross-encoder verification and risk-aware cache policies.

🧠 Long-term memory for AI coding agents — switch tools or models without starting over. Local-first, shared across Claude Code / Codex / opencode via MCP.

Offline semantic search for everything on your disk - documents, code, PDFs, scanned images (OCR), video by the second. 100% local AI: hybrid RAG with keyword + vector + rerank, no API key, no cloud. Desktop app + 24 MCP tools for Claude Code, plus a multi-engine web researcher that quotes sources verbatim. 本地离线多模态语义检索

Medical Chatbot using Python, RAG, PDF Knowledge Base, LangChain & Mistral AI. Extracts medical information from PDFs and answers user questions with intelligent retrieval and AI-powered responses.

Retrieval-Augmented Generation (RAG) chatbot using FAISS, Transformer embeddings, and semantic search.

Production-ready AI Coding Agent built with LangGraph, Groq, Code RAG, Tool Calling, FAISS, Tree-sitter, and Docker. Supports code understanding, retrieval, editing, terminal execution, and debugging.

AI-powered flight booking SaaS with Gemini AI, Redis Vector Search & Supabase

Enterprise-grade Retrieval-Augmented Generation (RAG) chatbot with FastAPI, React, FAISS, Gemini/Ollama, PostgreSQL, Redis, JWT authentication, RBAC, and semantic document search.

AI-powered e-commerce assistant using Gemini, RAG pipeline, FAISS vector search, and Streamlit for interactive product recommendations.

Enterprise Agentic AI Platform for autonomous pipeline monitoring, root cause analysis, incident retrieval, data quality validation, and self-healing workflow orchestration using LangGraph, FAISS, Vector Search, and Python.

Document-Driven Aviation RAG Assistant built using FastAPI, FAISS, BM25, Gemini API, and Streamlit. Provides grounded answers from aviation manuals with citations, hallucination prevention, and hybrid retrieval.

MedIntel AI is an explainable medication safety assistant that helps users scan medicines, understand drug information in simple language, check interactions, manage schedules, and chat with a safety-constrained AI assistant grounded in verified medicine data.

A small, working Retrieval-Augmented Generation API (FastAPI + Chroma + Claude). Ingest documents, ask questions, get answers grounded only in your data with cited sources.

Reference template: an agentic claims-adjuster app on Databricks — FastAPI + React on Databricks Apps, a LangGraph supervisor over Foundation Model APIs, Unity Catalog, Vector Search, and MLflow. Clone + install to explore Agentic Apps on Databricks.

Hands-on implementation of Retrieval-Augmented Generation (RAG) using vector databases, embeddings, semantic search, and Anthropic Claude.

🔍 100%-offline-capable multimodal semantic search for macOS. Find your files by meaning, not name — text, code, PDFs, images, audio. Ollama + Qwen3-VL local, Gemini/OpenAI optional. Power-user tool, macOS-only.

A RAG system built with Laravel 13, PostgreSQL 16 + pgvector, and OpenAI / Ollama. Upload PDFs/DOCX — text is chunked and embedded, then you can ask questions with source-cited answers. Hybrid search, MMR reranking, term aliases, runtime-tunable settings, Vue 3 SPA.

End-to-end RAG system built from scratch with recursive chunking, persistent indexing, vector + BM25 hybrid retrieval, evaluation, FastAPI, Docker, and AWS deployment testing.

AI-powered zero-touch L1 incident triage for ServiceNow — Azure OpenAI + company knowledge embeddings auto-classify and route incidents to enterprise teams. FastAPI + MCP server, RAG with ChromaDB, confidence-gated routing.

RAG em Python puro: PDF ingestion, OpenAI embeddings, SQLite vectorstore, cosine similarity, Claude generator. Sem LangChain.

An AI chatbot built with Streamlit, LangChain, Google Gemini, Groq, and FAISS featuring conversational AI and intelligent PDF question answering.

Production-grade agentic AI on Kubernetes — LangGraph-native agent orchestration (Synapse) on EKS + Istio Ambient Mesh + AgentGateway. Zero-credential LLM access, pluggable MongoDB Atlas Vector Search memory, A2A protocol runtime, multi-tenant by design.

A context database for LLMs: structured storage and hybrid retrieval (BM25 + vectors, RRF-fused, token-budgeted) over SQLite, exposed to Claude as an MCP server

Your local and open source business AI toolkit for finetuning, analysis and...synthetic data, LoRA fine-tuning workflow, HDC retrieval, offline RAG