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Vector Databases & AI Memory

Where agents remember: vector stores, memory layers and similarity search engines.

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JuliusBrussee/
cavemem

Cross-agent persistent memory for coding assistants. Stored compressed. Retrieved fast. Local by default.

61657TypeScript
llm-tools/
embedJs

A NodeJS RAG framework to easily work with LLMs and embeddings

60474TypeScript
hhblaze/
DBreeze

C# .NET NOSQL ( key value, object store embedded TextSearch SemanticSearch Vector layer ) ACID multi-paradigm database management system.

57762C#
agentic-in/
elephant-agent

Personal-Model First Self Evolving AI Agent 🐘

57462Python
redis-developer/
ArXivChatGuru

Use ArXiv ChatGuru to talk to research papers. This app uses LangChain, OpenAI, Streamlit, and Redis as a vector database/semantic cache.

56276Python
Azure-Samples/
aisearch-openai-rag-audio

A simple example implementation of the VoiceRAG pattern to power interactive voice generative AI experiences using RAG with Azure AI Search and Azure OpenAI's gpt-4o-realtime-preview model.

558353Python
rahilp/
second-brain-cloudflare

One memory layer, every AI tool. Store anything once — recall it in Claude, ChatGPT, Cursor, or any MCP client. Self-hosted on Cloudflare's free tier.

53464TypeScript
unbody-io/
unbody

The Supabase of AI era. A modular, open-source backend for building AI-native software — designed for knowledge, not static data.

52749TypeScript
superlinked/
VectorHub

Deprecated historical repo. Superlinked now develops SIE, a self-hosted inference engine for embeddings, reranking, OCR, extraction, and document processing.

524134Jupyter Notebook
different-ai/
embedbase

A dead-simple API to build LLM-powered apps

52455TypeScript
neurocult/
agency

🕵️‍♂️ Library designed for developers eager to explore the potential of Large Language Models (LLMs) and other generative AI through a clean, effective, and Go-idiomatic approach.

51236Go
DonTizi/
ReMind

Your Local Artificial Memory on your Device.

51230TypeScript
lightonai/
next-plaid

NextPlaid, ColGREP: Multi-vector search, from database to coding agents.

51155Rust
GizClaw/
flowcraft

Production-grade Go SDK for building AI agents with long-term memory, knowledge retrieval, and voice — runnable as a library, a daemon, or a real-time pipeline.

49311Go
OtterMind/
Nubase

🔥🔥🔥 Turn AI-written code into real apps. Nubase is an open-source, AI-native backend platform for AI Coding, agentic applications, and modern product teams: Memory, Database, Storage, and Auth in one self-hostable service.

48354Java
supermemoryai/
smfs

A filesystem designed for agents, with SOTA retrieval, automatic memory profiles, sync engine. Drop any file type (pdf, images, videos), and grep through them.

46635Rust
atomicstrata/
atomicmemory

Portable semantic memory for AI agents: core engine, TypeScript SDK, framework adapters, MCP server, CLI, and host plugins.

44038TypeScript
vercel-labs/
personal-agent-template

Open-source template for a durable personal AI agent — web chat, Slack, Linear, and long-term memory with user-approved saves. Eve, Nuxt, Better Auth, Vercel Connect.

42041TypeScript
CodeAbra/
iai-personal-memory-engine

Independent Autistic Intelligence — a cyber brain for your AI. It never forgets a detail, remembers exactly what you said, and learns how you work over time. Free, local, works with Cursor, Claude Code, Codex, OpenClaw, Hermes and more. MIT.

33745Python
oleksiijko/
pmb

Local-first persistent memory for AI coding agents (Claude Code, Cursor, Codex) over MCP. Decisions, lessons and facts live in one SQLite file on your disk. Offline, multilingual.

30115Python
smaramwbc/
statewave

Open-source memory runtime for AI agents — reproducible, provenance-tagged context bundles instead of query-time retrieval. Apache-2.0, self-hosted on Postgres + pgvector, Python + TypeScript SDKs.

25211Python
Health-Yang/
MineEcho

Local-first Memory OS for personal AI assistants with L0-L3 memory, Wiki++ knowledge, skill routing, and TokenLess context compression.

25126TypeScript
Eshaan-Nair/
ArcRift

Persistent local memory layer for AI. ArcRift uses a extension and a native MCP server to sync context and decisions from your browser chats (Claude, ChatGPT, DeepSeek) straight to your local IDE agents (Cursor, Claude Code, Windsurf) powered by a local SQLite knowledge graph.

24635TypeScript
FerroxLabs/
ijfw

IJFW — It Just F*cking Works. Ferrox Labs' local-first infrastructure for AI coding agents: shared memory, smart routing, multi-AI cross-audits, disciplined workflow.

19740JavaScript
aouicher/
graphmind

Local-first code intelligence for AI assistants. Turns your codebase into a knowledge graph your AI can query, navigate, and remember. 25 MCP tools.

19414Rust
kldhsh123/
Afterglow

使用社交软件聊天记录结合向量数据库让AI更好的扮演对方的角色,在不微调模型的情况下可以达到可观的效果。把曾经的美好,续成往后的陪伴。

18827Python
mage0535/
hermes-memory-installer

🧠 Production-grade memory sidecar for AI agents — gbrain + Hindsight + 3-tier recall. Agent-agnostic, battle-tested. | 生产级外挂记忆系统,兼容Hermes/Claude/Cursor等任意AI智能体

1859Python
jaredrhod/
ai-memory-vault

Give your AI a real, persistent memory. The open-source system plus templates that turn an Obsidian vault into your AI's working memory. No vector database, just markdown.

17627
didilili/
shopkeeper-agent

📊 电商数仓智能问数 AI Agent,最适合用于系统学习 LangGraph 的实战项目:基于 LangGraph、FastAPI、Qdrant、Elasticsearch、MySQL 与 React,完整实现元数据知识库、混合检索、自然语言生成 NL2SQL 生成校验、SQL 执行与流式查询展示。前后端完整代码全栈可跑,Docker 环境一键部署,配套 ai-agents-from-zero 免费教程与章节代码分支。适合系统学习大模型应用、数据分析 Agent 和企业级 AI 工程落地。

17654Python
Patdolitse/
piia-engram

Local-first AI memory you can see, edit, and override — portable across Claude Code, Codex, Cursor, Windsurf, and other MCP coding tools.

17110Python
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