지식 및 메모리 MCP 서버

C

Codesynapse

sohilladhani

MCP server for code intelligence - maps source code into a knowledge graph so AI tools understand architecture, not just files. Built in Rust.

C

Cursor Kg

Nonymaus

High-performance Knowledge Graph MCP Server for Cursor IDE with local embeddings, advanced search, and comprehensive security features

D

Dexio

dexio-wiki

One wiki for all your agents. The server behind dexio.wiki: MCP, the web app, history and sharing.

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RE Call MCP Memory Server

공식

io.github.GiulioDER

Agent memory on SQLite or Postgres that flags superseded facts and abstains instead of guessing.

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Frootai

frootai

From the Roots to the Fruits !

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Chronos Protocol

n0zer0d4y

A robust MCP server that eliminates temporal blindness in AI coding agents through intelligent time tracking, persistent memory, and complete session traceability

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Ragmap

khalidsaidi

Find a retrieval MCP server that works today: a daily-checked list of MCP servers that search knowledge

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Garage Rag

lwm-luminx

A utility for reading in the corpus of your life...

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Vault

dignite-projects

Channel layer that turns any content needing IDP — scans, photos, image PDFs, Office files — into trustworthy structured data (OCR + Markdown + metadata + optional field extraction), exposed via REST

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Multilingual Dictionary

Eyalm321

MCP server for multilingual dictionary lookups with word relations (synonyms, antonyms, hypernyms, translations, etc.) covering all languages via ConceptNet, Wiktionary, and Datamuse

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Prod Code

alex09x

Remote code intelligence and build server for AI coding agents via MCP: semantic navigation, safe refactoring, builds and tests on remote nodes.

B

Beret

chapeaux

MCP server that builds an in-memory RDF knowledge graph of your codebase and exposes it via SPARQL queries

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Picoqmd

altSeneca

Lightweight QMD alternative: fully local hybrid search engine (BM25 + vector + rerank) and MCP server in a single ~15MB Go binary. No Node.js. Runs on Raspberry Pi.

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Ferrosa Memory

ferrosadb

Ferrosa Memory is an MCP-native memory server. Typed facts with history, plans, skills, graph relationships and folded context — returned by meaning, keyword, sound, or graph traversal. Forgetting is

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Hot

hot-dev

Hot Dev: Hot Language and AI Workflow/Agents Platform

A

Aigc Cli

martianzhang

Terminal-native AIGC toolkit: multi-provider image/video/audio generation, Midjourney, chat, AIGC forensics, knowledge base, MCP Server. 终端原生 AIGC 工具包：多厂商图片/视频/音频生成、Midjourney、AI 对话、AIGC 取证、知识库、MCP 集成

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MIND

공식

io.github.theastraway

MIND knowledge-graph memory for agents. 44 tools: CRM, Life, MoneyMIND, Budget, Sheets, Email, Sign.

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GoldPan

ptai-eng

Privacy-first Multimodal Data Refinery, Repo Context Firewall (Prompt Injection & Trojan Source Defense), Offline Vietnamese OCR, Multilingual E5 ONNX + SQLite FTS5 RAG & 9-Tool MCP Server.

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Qdrant

weverkley

A high-performance Model Context Protocol (MCP) server written in Go that acts as a real-time Retrieval-Augmented Generation (RAG) agent for your codebases.

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Ridge

olgasafonova

MCP server that reverse-engineers architecture from code (Go, TypeScript, Python) and markdown into a structured graph. Detects drift between any two branches, tags, or commits

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MemorizedMCP

PerkyZZ999

MemorizedMCP delivers a high‑performance, local‑first MCP Server in Rust that equips AI agents with an advanced hybrid memory system. It combines a knowledge graph, vector embeddings, and full‑text se

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Passbaton

leesgit

Session continuity for AI coding agents — your agent picks up where it left off. Persistent memory for Claude Code, OpenAI Codex CLI & Google Gemini CLI, sharing one local db: auto context injection,

N

Notebooklm Api

ishandutta2007

Python API and agentic skill for Google Gemini Notebook

C

Cgx

AayushBahukhandi

Turn any Git repo into a queryable knowledge graph. Tree-sitter + git history + DuckDB + WebGL graph. MCP server for Cursor & Claude Code.

A

Agent Infrastructure Landscape

MrPeppersDev

AI agent memory & infrastructure landscape — comparative catalog of 912 systems × 68 columns covering memory layers, agent frameworks, runtimes, vector stores, knowledge graphs, MCP servers, benchmark

O

Outline MCP Rs

nizovtsevnv

Outline knowledge base MCP Server

C

Companion For Claude

cavi-ai

Chat with your Obsidian notes, build research maps and review proposed edits using your chosen model connection.

E

Engram Go

petersimmons1972

Self-hosted MCP memory server — 35 tools for persistent context across AI coding sessions. Runs on Docker with PostgreSQL + pgvector + Ollama.

A

Atlas Mind

Anakior

Self-hostable, git-native knowledge base & AI memory (MCP) — your notes stay plain Markdown files in your own git repo. Pure-stdlib Python, no database. AGPL-3.0.

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Neuron

recla93

Persistent semantic memory for AI. An MCP server that turns every conversation into a living concept graph — vector search, Hebbian link reinforcement, spreading activation — so your LLM remembers acr

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Vaelor

anatolykoptev

A memory of the codebase your AI agent can't get from grep: a persistent call graph, semantic search, and per-symbol review learnings over any repo. Self-hosted MCP server — Go, tree-sitter, Apache AG

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Ostk Recall

os-tack

Local-first cross-corpus retrieval MCP server — model2vec embeddings + LanceDB (Tantivy BM25) + SQLite. One binary; hybrid (dense + BM25) search across markdown, code, and Claude Code sessions.

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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.

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Memnest

Blue-B

Source-backed local memory shared by Claude Code, Codex, pi, and MCP clients. No generative LLM.

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

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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.