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MCP servers tagged graph-memory

13 live MCP servers tagged "graph-memory", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with graph-memory.

13
live servers
37
avg trust
4
most stars
1

Vinagent

Vinagent is a comprehensive Agentic AI library that helps integrate tools, memory, workflows, and observability.

44
2

Zeph

A memory-first AI agent that remembers why decisions were made — not just the last message. Runs local (Ollama), cloud (Claude · OpenAI · Gemini), or decentralized TEE. Graph memo…

44
3

Hypotree

Memory that forgets: a persistent, self-revising belief-state MCP server and Python API for agentic R&D. Uses a hypothesis DAG to auto-prune dead ends and deduce truth without ext…

39
4

FERNme

A lightweight memory engine for AI agents using fuzzy graphs, Hebbian updates, and optional LLM gating.

39
5

Ainative Memory

Enhanced MCP server-memory with ZeroDB cloud persistence and semantic vector search. Drop-in replacement for @modelcontextprotocol/server-memory that stores your knowledge graph i…

37
6

Ainl Cortex

sbhooley

Graph-native memory and self-learning for Claude Code. Every session remembered, every pattern learned, every agent connected — powered by AI Native Lang.

★ 4updated 3 months ago
34
7

Promethea Agent

dndcreator

Local-first cognitive agent runtime with personalized long-term graph memory, reasoning workflows, tools, and Web UI.

★ 1
34
8

Mollygraph

brianmeyer

Embedded local-first graph and vector memory for AI agents, with Ladybug storage, GLiNER2 extraction, and MCP/API/SDK access.

★ 1
34
9

Sentinel Memory MCP

vikrant-project

Evidence-first cybersecurity MCP server with persistent SQLite graph memory, vulnerability triage, scoped testing and reports for Antigravity and Codex.

★ 1
34
10

Engrava

The memory database for AI agents - graph memory, hybrid search, tamper-evident thought/edge journal.

34
11

Browser Server

Browser Server is a self-hosted personal-data service with a web app and browser extensions. It stores todos, bookmarks, browsing history, password-wallet entries, screenshots, an…

34
12

Tools Ja

Hub repo for Claude Code related tools (Japanese distributions)

34
13

Enterprise Code Intelligence

Luiguard

Multi-tenant, RBAC-protected Enterprise Code Intelligence microservice with TypeScript Compiler API AST parsing & WebAssembly SQLite Graph Memory.

34
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