지식 및 메모리 MCP 서버

K

Knowl

baldaworks

Self-hosted LLM wiki turning project context into OKF memory

C

CodeRef AI

keaizuizui

CodeRef-AI：Vibe Coding 项目的治理外脑 | 安全、健康、变更守护平台 CodeRef AI: The Governance External Brain for Vibe Coding Projects | Security, Health, Change Guard Platform

E

Engine

nexusyn

Open-source long-term, time-aware memory engine for AI agents (MCP + hybrid search + bi-temporal recall)

C

Cursor History

markelaugust74

API service to search vectorized Cursor IDE chat history using LanceDB and Ollama

S

Shipit Agent

shipiit

Powerful Python agent runtime with tools, MCP, Hooks, Skills, Rag, memory, sessions, reasoning, and streaming packets.

E

Engram

engram-agents

ENGRAM — an epistemic memory substrate for AI agents. Public release snapshots (one squashed commit per version).

M

MemoryWiki

MemoryWiki

Local-first Memory Wiki for AI agents

M

Memory Bank Loader

abeyuya

This is an MCP server for retrieving all files in the memory-bank directory at once. Its purpose is to reduce AI tool invocation frequency when loading memory-bank, saving both time and money.

L

LxDIG

lexCoder2

Dynamic Intelligence Graph (DIG) MCP server for AI coding agents. Persistent code knowledge graph, a code RAG improvement, with hybrid Graph + Vector + BM25 retrieval, agent memory, multi-agent coordi

F

Fleet Mem

sam-ent

Shared code intelligence for agent fleets — AST-aware semantic search + multi-agent memory with git-concurrent coordination

C

Cursor Cortex

flores-ac

Structured memory system for AI assistants. Eliminates context loss with branch notes, tacit knowledge, and project context. Local MCP integration for Cursor IDE.

F

Fln

nesvet

Local, explainable context compiler for AI coding agents. Analyze → plan → emit optimal context — with why/doctor diagnostics. No embeddings, no server.

R

ResearchGravity

Dicoangelo

Metaventions AI Research Framework — Multi-tier signal capture for frontier intelligence. Architected Intelligence.

F

Flux Memory

harsh5i

Self-organizing retrieval fabric for AI memory — deployable MCP server, REST API, and Python SDK

A

Avvarre

PralhadYadawad

AI context that survives the chat window. Persistent repo memory, impact analysis, and instant style audits in one command.

C

Claude Context Enhanced

gitabozaid

Enhanced fork of claude-context with stability fixes, improved sync, and better reliability for semantic code search

O

On Board

swisspra

Shared memory MCP server for multi-agent projects. Agents (Claude, Cursor, Codex, AntiGravity) write to a local `.agent-mem/` folder so the next agent picks up where the last one died.

J

Joplin Server Vector Memory

adamoutler

An MCP search and memory system for Joplin Notes

M

MCP Project Context Router

ukolov-dev

Local-first project memory, context packs, backlog, and verification workflows for coding agents

M

Meet Edward

ben4mn

Open-source AI assistant for your Mac with long-term memory: chat, voice and iMessage pings, a mind that notices and follows through, and his own sandboxed computer. Next.js, FastAPI, Postgres/pgvecto

V

VecRecall

snowfoxHQ

VecRecall 是一个进化版的 AI 长期记忆系统， v2.0 在纯向量检索之上，叠加 LLM 认知层（写入时自动抽取实体/关系/摘要/话题 + 语义去重）、时序知识图谱、遗忘曲线与主动蒸馏、多跳向量+图谱混合检索与静态加密，并把嵌入升级为「零依赖 subword 词法 + 多语言语义模型」双层。内置可复现评测集（21 组中英混合 query）中，召回率（R@5）达到 语义嵌入 100% /

M

MCP Rag Agent

luisrodriguesphd

This repository presents a production-ready RAG system combining LangGraph agent with Model Context Protocol (MCP) integration. Features hybrid search using Reciprocal Rank Fusion (RRF) via MongoDB ve

R

ReAct RAG Agent

lihaibohhh

"面向金融研报问答与知识密集型场景的企业级智能体框架

Z

Zed MCP Server Basic Memory

ossfellow

Basic Memory MCP server integration, for Zed Editor's Assistant.

M

Magus

egladman

A fast, cross-platform build system and task orchestrator for polyglot monorepos. One statically linked Go binary, no second toolchain to install.

K

Krusch Stack

kruschdev

All-in-one open-source toolkit for reliable AI agents: memory, code search, safe execution, and evaluation in one npx install.

M

Mscodebase Intelligence

ManSio

Local-first code intelligence over MCP: BM25/FTS5 + AST graph, impact analysis, project memory and safe writes. Text-first by default; optional dense. Works with OpenCode and Zed.

E

EvoKernel

damonless

Deterministic Self-Evolving Meta-Kernel for AI Coding Agents — Offline Git Worktree Evolution, Zero-Dep Deliverable Inspector, AST Cognitive Memory & 5-Tool Meta-MCP Gateway

R

Rag Server

bengtfrost

High-performance RAG server in Rust. Hybrid BM25 + vector search, dual rerankers (BGE/Mxbai), exact BPE tokenization, MCP tools for Goose/Aider, LRU query cache, 100% local. 800% iGPU speedup on Void

G

Graspful

willwearing

Agent-first adaptive learning platform. Create courses as YAML knowledge graphs via CLI or MCP server. AI agents scaffold, fill, review, and publish — no UI required. Adaptive diagnostics, spaced repe

R

Rag Vault

공식

io.github.RobThePCGuy

Local RAG MCP server with hybrid search, PDF/DOCX support, and zero-config setup

M

Ministr

AlrikOlson

Code intelligence MCP server for AI coding agents. AST-level codebase understanding — semantic search, symbol navigation, real reference graphs, and cross-language bridge detection across many languag

E

Engram

aiconnai

MCP memory server for Claude Code, Cursor and AI agents - Rust local-first AI memory with hybrid search, SQLite, knowledge graph and Python/TypeScript SDKs

N

NotDory

jchristn

NotDory is durable memory your agents manage themselves — so every session starts where the last left off.

H

Hicortex — AI Fleet Memory

공식

io.github.gamaze-labs

Shared fleet memory for AI agents: nightly self-correction, recall every prompt (supported agents).

M

MCP Threadbridge

dereklei12

Persistent AI memory server with hybrid semantic search (MCP protocol)