지식 및 메모리 MCP 서버

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Microscope Memory

silentnoisehun

Hierarchical memory engine for AI agents. 9-level zoom (D0-D8), 13-layer consciousness architecture, sub-microsecond queries. Pure binary, mmap, SIMD. Spine Bridge REST API + MCP server. Zero JSON.

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Qurio

irahardianto

Self-hosted RAG engine for AI coding assistants. Ingests technical docs & code repositories locally with structure-aware chunking. Serves grounded context via MCP to prevent hallucinations in software

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Titen Memory

공식

io.github.RamaAditya49

Evidence-grounded agent memory with mandatory provenance, on local SQLite or Cloudflare D1

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Session Export

vibheksoni

Convert AI coding CLI sessions between Codex, Claude Code, Pi, OpenCode, Devin, and Factory. SDK, CLI, MCP chat recall, and trace export for fine-tuning.

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Titen

RamaAditya49

Agent memory that needs no API key, no LLM, and no embedding provider. One command on Bun and it is serving MCP over stdio against a local SQLite store. Drop-in for the MCP reference memory server. Ev

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Linksee Memory

michielinksee

Local-first agent memory MCP - cross-agent brain with token-saving file diff cache. By Synapse Arrows.

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Hoofy

HendryAvila

Hoofy — AI development companion MCP server. Persistent memory, spec-driven development, adaptive change pipeline, Clarity Gate. 32 tools, single Go binary, zero deps.

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Spec Kit Memory Hub

DyanGalih

Repository-native persistent memory hub for Spec Kit, powered by an SQLite caching optimizer & native Model Context Protocol (MCP) server.

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Opencode Personal Knowledge

NocturnLabs

Personal knowledge MCP server with vector database for Opencode. Store and retrieve knowledge using semantic search, powered by local embeddings.

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Claude Context Local

MikeO-AI

Privacy-first MCP server for Claude using PostgreSQL + Ollama. Local alternative to cloud-based code context with full data sovereignty. No API keys, no external calls, 100% local.

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TZeroAlgorithm

toprakahmetaydogmus

Local AST-based context compression and MCP tools for coding assistants. Inspect code structure, dependencies, and secrets.

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Fantasy

tk-fantasy

AI smart home assistant for Home Assistant: LangGraph agent + MCP tools + RAG knowledge graph + vision perception

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Obsidian Notes Rag

proofsh

Local vector store for Obsidian notes with semantic search via MCP server

Reusable accelerator for Foundry IQ live grounding with Fabric Ontology and MCP Server Knowledge Sources.

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Root Kg

mshadmanrahman

Your knowledge graph. Ask questions across all your notes, meetings and emails, and get cited answers.

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MCP Codebase Rag

allentcm

MCP server for code retrieval from a fully indexed codebase using CocoIndex

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MCP Structured Memory

nmeierpolys

Structured Memory MCP Server

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Branch Thinking

ssdeanx

Branch-Thinking MCP Tool A TypeScript-powered MCP server for managing parallel branches of thought, semantic cross-references, and persistent tasks. Features dynamic scoring, AI-generated insights, ba

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Pbi Context

Osc2405

AI context engine for Power BI models — turns .pbit/.pbip (TMDL) into indexed, queryable context for LLM agents (MCP server, CLI, docs). Zero dependencies.

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Godspeed

bayshores

Free, open-source AI tutor for your classes. Claude Code, Codex or any MCP app teaches you step by step, tracks what you know in a knowledge graph, and preps you for exams. No API keys. Mac, Windows,

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Sqlite Graph Memory

공식

io.github.tonydzi

Recall over your markdown notes: vector search plus your [[wikilinks]] as a graph, in SQLite.

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Recall

Polign

Memory and state for AI agents: every correction kept with history, and agents that resume from their own records. Runs on your database.

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CodeGrok

dondetir

CodeGrok MCP is a Model Context Protocol (MCP) server that enables AI assistants to intelligently search and understand codebases using semantic embeddings and Tree-sitter parsing.

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Velune CLI

Surya-Hariharan

VELUNE CLI is an open-source AI engineering CLI that unifies local LLMs (Ollama), cloud AI providers, MCP servers, tools, memory, and project context into a single developer workflow. Build, code, aut

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Recallnest

AliceLJY

One memory, every terminal — a shared memory layer for any MCP client.

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Agent Memory

xChuCx

Local, searchable project memory for AI coding agents. Markdown source of truth, MCP interface, safe structured updates — no cloud.

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Ai Sdk

open-metadata

Bring Semantics to your AI Agents via the OpenMetadata & Collate AI SDK

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PPM

drQedwards

The Python Package Manager (PPM) with persistent memory MCP tools inside Contextplus supermodeltools and context7

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Hermes Fleet Memory

amrlazw

Zero-bloat distributed vector memory, hardware-enforced domain firewalls, and NAT-traversing execution mesh for multi-instance Hermes agent fleets.

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Ai Doctor

Jevon-Zhong

‍ Ai智能医生聊天助手-这是一个前端基于Vue3、TS、后端基于Nest.js、MongoDB、Redis、Milvus并结合大模型、RAG等技术实现的医疗库智能问答系统，能结合大模型的生成能力和上传的专业医疗领域知识库针对提问给出专业回答。同时具备工具调用能力，可使用MCP集成网页爬取能力让大模型根据网址对应的医疗领域文章进行分析和输出。

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Locus

Magnifico4625

Persistent project-aware memory for AI coding tools. Built on MCP. Works with Codex, Claude Code, and other MCP-compatible clients.

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Qdrant MCP Pi5

rockywuest

Persistent semantic memory for AI agents on Raspberry Pi 5 — local Qdrant + MCP, no cloud, ~3s per query

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Sqlite Graph Memory

tonydzi

Agent memory for Claude Code, Cursor, Codex: MCP server + Graph RAG over your Obsidian or markdown notes, a search layer for a Karpathy-style LLM Wiki. Wikilinks are the graph, SQLite the only store.

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Local Memory

studiomeyer-io

Persistent local memory for Claude, Cursor & Codex. 21 MCP tools, hybrid retrieval (BM25 + vector RRF), bi-temporal queries, contradiction detection. SQLite + Knowledge Graph. No cloud, no API keys. n

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Nxopen

mingfeng6684

MCP server giving AI coding agents accurate Siemens NXOpen .NET API knowledge via hybrid retrieval (BGE-M3 + sqlite-vec), built from your own licensed NX installation

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Midas

vornicx

Local-first, eval-first memory for long-horizon AI agents — no LLM at ingest. Python SDK + MCP server with source-traceable recall, belief revision, selective forgetting, and reproducible benchmarks.