지식 및 메모리 MCP 서버

C

Ckg

phins-group

Local-first Code Knowledge Graph and MCP retrieval engine for AI coding agents. Built with Rust, SQLite, and Tree-sitter. No database server required.

C

Cortex

swiftj

A local-first MCP memory server for Claude Code with hybrid vector + lexical search

B

Bdh Graph Harness

albidev

Graph-based retrieval for Obsidian vaults with Hebbian synaptic plasticity

S

Stele Context

IronAdamant

Local context cache and code map for AI agents, written in Rust. 100% offline, zero dependencies. MCP server included.

K

Keepmind

criptogus

Open-source, LLM-agnostic second brain. Connect any LLM (local llama.cpp, Claude, Codex, GPT, Gemini, Grok, Ollama) via MCP — memory lives as Markdown in YOUR GitHub repo, independent of any model. De

C

Culi

hung12ct

Self-improving context & memory for Claude Code and OpenAI Codex. One canonical knowledge store injected only when relevant — hooks push budgeted context, an MCP server serves depth on demand, and it

R

Rocky

poggufanz

A local CLI that remembers failed commands and what fixed them, asks your coding agent why before it edits, and keeps you able to explain your own code.

N

Nexus Agent

raykavin

Multi-provider LLM agent backend with RAG, Python toolpacks, SSE streaming and MCP server. Supports OpenAI, OpenRouter and Ollama with per-session routing, tool-calling loop and OpenTelemetry observab

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Nexus Mind

smart-coder-labs

Open-source, self-hosted team memory for AI coding agents. Share, search, and audit project context through MCP.

I

Innate

vima-tech

Self-growing procedural knowledge layer for AI agents. Rust MCP server + CLI — recall relevant knowledge before tasks, record outcomes after, distill experience into reusable insights. Works with Clau

M

MCP Reasoning

quanticsoul4772

Rust MCP server with 35 tools for structured reasoning, self-improvement, semantic session memory, and agent/team coordination powered by the Anthropic Claude API

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Thalamus

lfoletti

Thalamus: a small governance layer over CortexDB for the shared knowledge of an organisation

S

Selene Retrieval

tercumantanumut

Let your AI apps search your own files, privately. A Windows desktop app and MCP server with local hybrid (keyword + semantic) search over your folders. No cloud or API key needed.

L

Llm Tools

samestrin

High-performance Go tools for LLM Agents (MCP/CLI). 100x faster than Python. Includes native MCP Server, token-optimized search, and persistent project memory.

N

Nqlite

nqlite

A context-first, deterministic, single-file database for AI agents — SQLite for AI memory. Records, typed graph relations, BYO embeddings, and time under one ACID transaction. No-LLM by contract: hybr

B

Banhmi

dannyota

Evidence-only RAG + MCP server for Vietnamese banking & fintech regulation — exact Điều/Khoản citations, validity status, and official government source links for your own AI. No hallucination.

V

Vault Echo

Ibarra25

Your Ultimate Local AI Memory Hub 2026 – Eliminate AI Amnesia Today

W

Wicked Estate

mikeparcewski

What your agents know about your system: a 114-language code graph, memory and knowledge, in a local CLI and MCP server (33 MCP tools, 3 domains). Holds your data sources' structure, never their rows.

M

MemVault

dreamor

MemVault — The Shared Memory Layer for Every AI Agent You Run. Self-hosted, open-source MCP memory server with auto-injection, hybrid (BM25+vector) search, and zero-config sync — works with Codex, Cla

M

Mnemex

FCHEHIDI

My personal AI memory layer — vector store + session consolidation + MCP server wired to GitHub Copilot.

M

MCP Kb

eumel8

Model Context Protocol Server with RAG knowledge base

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Logseq

eborden

Read-only MCP server that lets Claude search and read your LogSeq graph: page context, link traversal and journals by date. Batched Datalog keeps a question to a handful of calls. Native Rust binary,

G

Github Repo Memory

robhicks

MCP server that builds a knowledge graph of a GitHub org's repositories, dependencies, languages, teams, and topics using FalkorDB

A

Aitherflow Knowledge

aitherlab-dev

MCP server for RAG knowledge base search — local embeddings (fastembed/ONNX) + vector search (LanceDB)

S

Seraph Memory

Tree-D-Interactive-LLC

Standalone MCP server giving AI assistants persistent, self-organizing memory over the SERAPH geometric knowledge engine (C ABI, no Python).

F

Free Ai Agent Stack

DevAnimecx

Every free LLM API, MCP server, agent framework and free-tier service you need to build an AI agent in 2026. 384 resources, human-verified, no credit card required for 222, links checked daily. Build

M

Mynd

oxHive

Persistent memory MCP server for AI coding agents. Injects project context at session start, stores architectural decisions, and recalls preferences works with Claude Code, Cursor, Windsurf, OpenCode,

F

Falkordb

FalkorDB

Model Context Protocol (MCP) server for FalkorDB — read-only graph access for AI assistants

P

Psyxe

bjenkinsgit

Apple ecosystem MCP server for Claude Code, Cursor, and other AI assistants — Notes, Reminders, Contacts with BERT semantic search

R

Rusty

CaliLuke

A minimal Rust vector-memory server that works with Qdrant and Ollama.

E

Exphub

530653327

ExpHub is an open-source MCP server that transforms AI assistants into collaborative knowledge workers. It automatically searches past experiences, captures new solutions in structured templates, and

K

Kioku

Jpgomesf

Long-term memory for coding agents over MCP: hybrid search over Markdown notes with a link graph, on PostgreSQL, Qdrant, and Ollama

M

MCP Go Server Ak

Akhildas-ts

(BACKEND )An MCP-compatible vector search server built in Go, powered by Pinecone and OpenAI.

C

Code Search

rutmir

Semantic code-search MCP server for AI coding agents: hybrid retrieval (embeddings + BM25 + reranking), tree-sitter AST chunking, 30-100x fewer tokens

L

LevitasMCP

AlexVanceCompute

A high-performance Model Context Protocol (MCP) server written in Rust that extends AI models into autonomous coding agents with semantic memory, built-in Git tools, and codebase indexers

M

MCP Wrapper Rs

woolkingx

Stable MCP supervisor proxy for stdio servers: cached discovery, unified mcp.wrapper lifecycle control, and on-demand backend processes.