지식 및 메모리 MCP 서버

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MCP.chroma

undervolting

a mcp server for interacting with ChromaDB

M

MCP Parallax

quanticsoul4772

Parallax - an MCP server of independent correctives for a model's predictable failure modes: adversarial verification, deterministic checks (Z3/evalexpr), verified cross-session memory, cited research

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MCP Rag Server

vishalmysore

MCP (Model Context Protocol) Server for Retrieval Augmented Generation using Mongo and Gemini, OpenAI, with A2A support Grok

A

Athenaeum

vansweej

Local-first semantic-search MCP server over a personal CS/FP/graphics library

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Memory

nouscow

Cross-session persistent memory MCP server for AI assistants — local SQLite + FTS5, zero external dependencies

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Paper Search

BlaineHeffron

MCP server for searching, indexing, and retrieving scientific papers across arXiv, INSPIRE-HEP, Semantic Scholar, OpenAlex, CrossRef, NASA ADS, Europe PMC, DOAJ, and viXra. Local hybrid search with BM

C

Cognimem Server

rendivs925

CogniMem is a local MCP server in Rust that gives coding agents a persistent cognitive memory layer.

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Memory Server

tokarix

Persistent semantic memory service and MCP adapter for AI agents, powered by PostgreSQL and local Ollama models.

H

HiveMem

visterion

Personal knowledge system — MCP server with PostgreSQL semantic search and temporal knowledge graph

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Memory

pokatomnik

A simple Memory MCP server written in Rust

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MCP Session Memory

zavora-ai

Session Memory MCP server for ADK-Rust Enterprise — typed session state, scoped memory, replay snapshots, resumable workflows

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Hippius Mem

thenervelab

Shared, encrypted, verifiable team memory for coding agents (MCP server)

K

Knowledge

khuedoan

MCP server to allow agents to learn from my personal knowledge management system.

S

StrataKB

boudou

Layered, self-learning knowledge base for teams, served over the Model Context Protocol. PostgreSQL + pgvector hybrid search, roles, audit log, YAML layer presets.

C

Codeninja Research

muhammadumar89

CodeNinja Atoms: a sovereign AI operating system for the physical world. Open reference architectures for physical AI, with ontologies, model registers, costs and DOIs. CC BY 4.0.

O

Okf Hub

Movida

Serveur MCP pour bases de connaissance markdown versionnées en git. Des sessions Claude isolées les lisent et y déposent des propositions ; seul le rôle gestionnaire intègre.

A

Antigravity Super Kit

datran93

A production-grade AI agent framework — Go MCP servers, 50+ skills, structured role workflows, and hybrid semantic search.

I

Icm Graph Context Flow

tuantranute-it

Best Token-Efficient AI Coding Tools 2026 – Reduce Costs 90% with Local Memory & MCP

S

Spring Ai Engineering

ayushstwt

A practical repository focused on mastering Spring AI concepts through hands-on implementations including RAG pipelines, vector search, AI agents, tool calling, memory handling, MCP servers, embedding

C

Cortex

chaturai

An MCP server to build knowledge graph of OWL ontologies

H

Halopsa

DTC-Inc

Rust MCP server for HaloPSA - ticket management, workflow actions, and semantic search via the Model Context Protocol

A

Agent Data Tools: AI

공식

io.github.Nutshell2000

37 tools: LLM chat, summaries, translation, embeddings, speech, images. 25 free calls.

Y

Yats Toolkit

fvinciarelli

YATS — Yet Another Token Saver. One-command MCP server that indexes your codebase into a knowledge graph so AI agents (Claude, Cursor, Copilot) can search and navigate it without burning tokens.

O

Ontoflow

공식

io.github.Moayo-app

Query your own knowledge graph from any MCP client. The graph lives in a database you own.

@

@seanhogg/builderforce Memory

GitHub Actions

BuilderForce Agent Memory — MCP transport. Exposes @seanhogg/builderforce-memory to any MCP client (Claude Agent SDK in-process, stdio, or HTTP) over a pluggable MemoryBackend, with token-saving fetch

L

Lore

davidgut1982

Persistent knowledge layer for agents: knowledge base, investigation threads and a journal with multi-agent attribution, on SQLite, PostgreSQL or Supabase.

W

Weasley DeepMind

공식

io.github.potatohoney-p

Secure, fragment-based long-term memory for MCP-compatible AI agents.

M

Mike Bild Knowledge

공식

io.github.MikeBild

Articles of mikebild.dev, workshop slide decks and the public workshop catalog. Read-only, no login.

M

MCAI Knowledge Base

공식

io.github.Meta-consciousness-AI

Meta-Consciousness Theory knowledge base: definitions, relations and citations for AI agents.

P

PADAM · NOCTURNE Memory

공식

io.github.MaksimGalatin

Local memory for AI agents: masks secrets, holds injected orders for review, forgets one record

C

Codemesh

공식

io.github.pyalwin

Intelligent code knowledge graph for AI coding agents — 71% cheaper, 72% faster

S

Second Brain

공식

io.github.Portaltocoding

Second brain en Obsidian: notas, conceptos como nodos, resurfacing y salud del grafo. En castellano.

M

MCP Light Memory

공식

io.github.PeterPirog

Local-first persistent memory for coding agents and MCP clients.

K

Kit Memory Demo

공식

io.github.PeterAtPondo

Continuity for agents: a live memory you can read and cite right now, outliving the context window.

P

Polymnemo

공식

io.github.PCBZ

Shared cross-LLM long-term memory over MCP: semantic recall, sessions, and media (pgvector).

A

Agentos

공식

io.github.OfficialTanishSharma

Local-first persistent memory MCP server for AI coding agents.