지식 및 메모리 MCP 서버

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Engram

aiconnai

MCP memory server for Claude Code, Cursor and AI agents - Rust local-first AI memory with hybrid search, SQLite, knowledge graph and Python/TypeScript SDKs

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Hicortex — AI Fleet Memory

공식

io.github.gamaze-labs

Shared fleet memory for AI agents: nightly self-correction, recall every prompt (supported agents).

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NotDory

jchristn

NotDory is durable memory your agents manage themselves — so every session starts where the last left off.

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MCP Threadbridge

dereklei12

Persistent AI memory server with hybrid semantic search (MCP protocol)

C

Ctx Saver

ChonlakanSutthimatmongkhol

A self-hosted MCP server (Go) that reduces AI context window usage by sandboxing large tool outputs and returning compact summaries instead of raw text.

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Mcpblade

flarexio

MCPBlade is a powerful aggregation and management service for Model Control Protocol (MCP) servers. It provides intelligent tool discovery, semantic search, and smart routing capabilities to seamlessl

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MCP Factcheck

carlisia

A Model Context Protocoll (MCP) server that validates content against official MCP specification using semantic search and AI-powered validation.

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Eruka

dirmacs

MCP server for Eruka — anti-hallucination context memory for AI agents

A

Al Buddy Memory

공식

io.github.flytomoon

Governed local memory for AI agents: facts are retired, not overwritten, and every call is audited.

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Attention Matters

srobinson

Geometric memory engine on the S³ hypersphere — quaternion drift, phasor interference, MCP server

S

Semantic Memory

RecursiveIntell

MCP server wrapping semantic-memory — local-first knowledge management with evidence-scored retrieval, contradiction detection, and adaptive routing

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Zed MCP Server Basic Memory

ossfellow

Basic Memory MCP server integration, for Zed Editor's Assistant.

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Agent Memory Rs

kensave

Comprehensive memory management system for LLM agents implementing episodic, semantic. Built in Rust with MCP server support for Kiro CLI

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SentAInce

dcnconsult

An AI organism - the human-AI interface layer. A safety reflex that refuses known lethal actions even when the model is fooled, and a memory that only keeps what actually worked. For code, research, w

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Llm Grace

hyperpolymath

Graceful degradation for concurrent LLM/agent terminals: cheap /proc-signature load-shedding, a shared crash-safe ledger, and legible post-mortems. Fail legibly, not catastrophically.

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Gosidian

daniele-chiappa

Self-hosted Obsidian-compatible markdown vault with a first-class MCP server for AI agents.

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Claude Obsidian

cavi-ai

Development monorepo for Companion for Claude, the Obsidian plugin. Install releases from companion-for-claude.

D

Dewey

unbound-force

Knowledge graph MCP server for AI agents. 44 tools across Markdown vaults, semantic search, source code indexing, and persistent memory. Indexes local files, GitHub, web docs, and Go source code with

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Ompa

jmiaie

Persistent, citable memory for any AI agent: verbatim markdown vault, temporal knowledge graph and local hybrid search over MCP. R@5 0.981 on LongMemEval-S with 0 LLM calls.

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Limpet

KSym04

Memory for AI coding agents that goes stale when your code does. MCP server, one Rust binary, 100% local.

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MongrelDB Viewer

visorcraft

Multi-platform desktop viewer for MongrelDB: direct + server connections, schema map, SQL, dense ANN, MCP, and chat.

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Opencode Mem

Stranmor

Pre-release PostgreSQL-backed MCP memory server with hybrid search and hierarchical summaries

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Codeprysm

codeprysm

Graph-based code intelligence with MCP server for AI assistants. Tree-sitter parsing, semantic search, relationship analysis. Your codebase as a searchable knowledge graph.

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Norn

samad001z

Persistent, local-first memory for AI coding agents. Give Claude Code and Cursor memory across sessions over MCP — and see and edit exactly what your AI remembers. Open source, no API key, no cloud.

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Magi

j33pguy

MAGI — Multi-Agent Graph Intelligence. Universal memory server for AI agents. MCP + gRPC + REST API with semantic search, knowledge graph, and behavioral pattern analysis.

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Memex

vndee

Local-first temporal knowledge graph memory for AI agents. Runs with Ollama — no API keys required. Single Go binary + SQLite. Hybrid search, MCP server, REST API, interactive TUI.

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Grimoire

alanhakhyeonsong

Local-first personal knowledge base MCP server for Claude Code - your Markdown notes as the single source of truth. SQLite FTS5 search, frontmatter classification, incremental indexing, optional Ollam

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Mem20

bythewayz66-glitch

Memory substrate and agent runtime for AI systems that have to be trusted — grounded facts and simulated hypotheses never mix, and every retrieval call reports index drift instead of hiding it.

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Lore

buchbend

Workflow and knowledge layer for teams coding with Claude Code. Each session starts with ≤5k chars of repo-scoped context, follows one workflow (orient → grill → epic → build → document), and files ev

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Talamus

ampres-ai

Persistent, local-first memory for Claude Code, Codex, Cursor, Gemini CLI, OpenClaw and any MCP agent — cited Markdown, bitemporal history, no hosted account.

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OpenAkashic

szara7678

A self-hostable knowhow graph for people and agents: situations, goals, methods, outcomes and revisions with linked sources. Public read access; owner-only content API.

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Trimtok

Stxyu-p

Cut token usage in Claude Code, Cursor, Codex & Gemini: deterministic in-process context compression for AI coding agents. Lossless and retrievable (#ref), AST code skeletons, TOON JSON tables, stdio

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Sovereign Stack

templetwo

MCP server for AI memory, governance, and continuity across session-death. A self-verifying chronicle: honest on write, on read, on reach, and about itself — a failed write can't report success, a par

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Penpal

Longfellow1

Penpal MCP: a local-first memory layer for AI agents on macOS. Gives Claude Code, Codex and Cursor searchable, cited memory of your browsing, clipboard, windows and past AI sessions, with per-agent gr

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Yitam

hadv

Kết nối tri thức y học cổ truyền với công nghệ hiện đại

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Project

Hela-Ecosystem

An MCP server that acts as a central memory system and workflow guardian for AI agents, featuring knowledge graph capabilities and autonomous guidance prompts.