지식 및 메모리 MCP 서버

M

Morgan

lazarevtill

Self-hosted, self-learning, provider-agnostic personal agent kernel. Local-first memory in one SQLite database, project-scoped, reachable from any tool over MCP or a CLI.

S

Saige

urmzd

Go SDK, CLI and MCP server for streaming agents, tools, memory, retrieval and evaluations, with pluggable model providers and durable execution.

C

Cairntir

pnmcguire480

Local-first persistent memory MCP server for Claude Code, Codex, Cursor, Qwen Code, and AI coding agents. Cross-session, cross-agent SQLite memory.

V

Vektor Memory

Vektor-Memory

Unified Workspace with Multi Agent memory - Slipstream - 5-layer associative graph memory (MAGMA) with autonomous REM cycle, CLI, GUI, DXT-MCP Cloak Tools.

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Grug Brain.mcp

ryanthedev

MCP server for persistent memory. grug remember thing so not forget.

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Mem Forensics

x746b

Unified Memory Forensics MCP Server - Multi-tier engine combining Rust speed with Vol3 coverage.

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MCP Okn

sbl-sdsc

Next Generation MCP service to query the NSF Open Knowledge Network Knowledge Graphs

I

Issueops

m16khb-org

IssueOps agent harness: team memory for coding agents. Cautions and ADRs ship in the same PR as the code. Works with Codex, Claude Code, Omo, omp, and opencode.

A

Atlas Mind

공식

app.anakior

Self-hosted git-native knowledge base with an MCP endpoint your AI reads, writes and rewinds

An MCP server implementation for retrieving information from the AWS Knowledge Base using the Bed...

P

Petit Poucet

areguig

One memory for every coding agent you switch between: Claude Code, Copilot, Codex, Cursor, Antigravity. Markdown + git, MCP server

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Glacier.Vector

ian-cowley

High-performance, SIMD-accelerated vector search engine and MCP server for .NET 10. Optimized for LLM embeddings and semantic search.

J

Junto Memory

tlemmons

Persistent shared memory and coordination MCP server for multi-agent AI workflows. The memory component of the Junto system. MongoDB + ChromaDB. Production-tested with 6+ agents over 500+ sessions.

E

Engram

OscillateLabsLLC

A private, local memory layer MCP server for your LLMs

L

Lognexus

digital-lake-ai

Universal Git-powered persistent memory, context rules & native MCP server for AI coding agents. Prevents context amnesia with stateful workflows, Git Notes, and cross-model review gates across Claude

MCP server that gives AI agents fast, searchable access to the pgsql-hackers mailing list and PostgreSQL source code (threads, patches, authors, commits and a knowledge graph) to answer Postgres histo

G

Glyphtrail

glyphtrail

Local code intelligence graph for AI coding agents: Tree-sitter static analysis, structural code search, dependency impact, blast-radius analysis, CLI and MCP server.

C

CodePrism

knight22-21

Standalone Python package + MCP server that builds and maintains a persistent knowledge graph of any codebase, exposing precise, token-efficient context to AI coding agents.

C

Countermap

elchacal801

Cross-framework MCP server and CLI for MITRE ATT&CK, D3FEND, ATLAS and F3, with provenance on every link. Renders D3FEND CAD, Attack Flow, Navigator and Mermaid diagrams.

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Graph Theory System Modeling

Check-It-Out-Dev

Graph-theoretic system modeling: living documentation as a typed knowledge graph, with the AI tooling built on it — prompt contracts, embedding and reranking MCP servers, and a 4B local model that nav

B

Bifrost Plugin

neXenio

Claude Code + Claude Desktop plugin for any Bifrost MCP gateway: one-command setup, skill discovery, agent-driven memory, signed admin policy, and OAuth 2.1 for Desktop.

A

Ai Rem

markus7h

Shared long-term memory as a knowledge-graph MCP server — persistent context, preferences and project knowledge for Claude Code, opencode and any MCP-capable AI agent.

I

Iron Mem

BMC-INC

Agent-native memory infrastructure for AI coding assistants. Governed session capture, LLM compression, hybrid retrieval (FTS + vector + RRF), temporal knowledge graph, content-addressed storage, comp

C

Codryn

WolfCanCode

codryn is an open-source Rust tool that indexes a codebase into a persistent knowledge graph and exposes it as an MCP server for AI coding agents.

Z

Zed MCP Memory

obledev

Memory MCP server for the Zed editor

U

Ulpia

richard-wollyce

The memory is yours. The model is a guest. Local-first memory and retrieval layer for AI agents: RAG with no model in the path, abstention as a verdict, MCP server, evaluation included. Rust, Apache 2

M

Mosaic

hexxla

MCP server for agent memory over HexxlaDB—ring retrieval, embeddings + lexical search, seams, facets, YAML persistence policy, localhost HTTP transport.

A

AndOnMac

V0val0x

Native macOS SwiftUI, Metal & VideoToolbox app for up to 120 FPS Android mirroring — HEVC/H.264 streaming, QR/Hotspot/BT bypass, Continuity, Vision OCR, SQLite FTS5 Recall & built-in MCP server.

G

GrEBI

EBISPOT

HPC aggregation pipeline and API/MCP server for LLM-mediated biomedical data integration

H

HALO

Always-On-Intelligence

HALO (Harness for Always-On Loop Oversight), from the survey Always-On Personal Intelligence: an evaluation harness and MCP plugin for always-on personal AI assistants and LLM agents. It checks whethe

C

Code Rag

Mirrdhyn

MCP (Model Context Protocol) server for semantic code search. Replace grep/ripgrep with understanding-based code search.

I

Impossible Embeddings

impossibleG

A self-hosted embedding server with HTTP, gRPC and MCP APIs, verified model installation, batching, health checks, metrics and Windows and Linux releases.

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Memtomem Stm

memtomem

Short-term memory proxy gateway with proactive memory surfacing for AI agents

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Memory

ragionex

MCP server for Ragionex Memory: long-term memory for AI coding agents. Agents save what matters on their own, keep it up to date and recall it in every new session. Vaults keep projects apart and shar

C

Cortex Viz

cdeust

Cross-platform visualization MCP for Cortex — host-neutral live activity from Codex, Gemini CLI, Claude Code, and other MCP clients; memory galaxy, execution trace, knowledge graph, consolidation boar

A

AlphaFold Sovereign MCP

공식

io.github.smaniches

MCP server for AlphaFold and 8 other biomedical data sources with a local SQLite knowledge graph