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MCP servers tagged agent-memory

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

131
live servers
43
avg trust
12K
most stars
51

Altk Evolve

Self improving agents through iterations

39
52

Rasputin Memory

The ultimate memory backend for OpenClaw and Claude Code. Persistent conversation memory with LLM fact extraction, foundation-model reranking, and 77.7% LoCoMo accuracy. MCP nativ…

39
53

Memclaw

Persistent project memory for AI coding agents — isolated workspaces per project, web dashboard to review what your agent remembers, team collaboration. Free to use.

39
54

markmhendrickson/neotoma

client memory across Claude, Cursor, ChatGPT, and OpenClaw. [Website](https://neotoma.io)

39
55

Muse Brain

Relational memory substrate for AI agents with MCP tools, identity continuity, and self-hosted persistence.

39
56

XMem

Xmem is a India's First multi-modal, multi-agentic long‑term memory layer for AI agents.

39
57

TrueMemory

A living memory system that ingests long-horizon data to infer insights, enabling more decisive action, all while running on a single SQLite file locally.

39
58

Yantrikdb

Cognitive memory engine for AI agents — temporal decay, contradiction detection, autonomous consolidation, knowledge graph, ANN recall via HNSW. Embeddable Rust library with Pytho…

39
59

STiFLeR7/memex

mcp`. MIT licensed.

39
60

Superbrain

Session memory for Claude Code. Auto-captures every session into a plain Obsidian markdown vault. Zero config. MIT. macOS + Linux.

39
61

LLM Wiki Memory

Local, git-versioned memory for AI coding agents. No RAG, no Docker, no external service. Capture, compile, recall over a local LLM wiki with on-device embeddings and an MCP serve…

39
62

Remem

Local-first persistent memory for Claude Code & Codex CLI - Rust CLI, hooks, MCP server, SQLite/SQLCipher, auditable recall for long-running coding work.

39
63

OKFy

Turn docs into agent-readable knowledge bundles using Open Knowledge Format (OKF)

39
64

Brigade

One local source for the MCP servers, tools, and memory your AI coding agents share, synced into each tool's native config with a review gate and a receipt for every change. No da…

39
65

Agent Coherence

The data integrity layer that stops AI agents from silently corrupting shared state — across sessions, time, and concurrent runs.

39
66

AI Brain Starter

The operating system for Claude Code. Memory, accountability, journaling, knowledge graphs, pattern recognition — one install, every session compounds.

39
67

Autograph

Typed memory layer for always-on agents (Claude Code, OpenClaw, Hermes, Codex). Schema-as-code for any Obsidian vault: decay engine, health scoring, link repair, MOC generation.

39
68

Activity Frames

Episodic memory for AI agents. Records your screen locally, compiles it into structured activity frames, serves them over MCP. No cloud, no LLM in the loop.

39
69

Personal Model

Local-first macOS Runtime that turns cross-app activity into an inspectable personal model for MCP agents.

39
70

Kglite

Embedded Cypher knowledge graph for Python and Rust. Bundled MCP server, describe() schema, and code-graph parser for LLM agents.

39
71

Troth

An AI partner whose memory lives on your machine, not in a vendor account. Swap the model, keep the mind.

39
72

Dm Lite

Memory for Hermes, Codex, Claude Code, OpenCode, Devin, and any MCP agent. daimon-memory v2: one binary, local or remote server, hybrid keyword+vector recall, bitemporal, multiten…

39
73

Agentrem

Structured reminders CLI for AI agents with MCP server

37
74

Services

Multi-tool MCP server + REST API for AI agents. 29 tools: web scraping, SEO toolkit, agent memory, screenshot, PDF, PDF-to-DOCX, WHOIS, DNS, SSL, OCR, HTML-to-Markdown, multi-chai…

37
75

Iranti

Memory infrastructure for multi-agent AI systems

37
76

Hicortex

Human-like memory for self-improving AI agents. Automatic capturing, nightly reflection, and cross-agent learning. Works with Claude Code and OpenClaw.

37
77

Zerodb Sequential Thinking

Persistent sequential thinking MCP — chain-of-thought reasoning that survives sessions, resumes across agents, and saves conclusions as plan artifacts. Powered by ZeroDB. Zero-con…

37
78

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
79

Dokoro

Multi-layer agent-memory MCP server (working, episodic, semantic, procedural, affective) for Claude Code and any MCP client.

37
80

Hystersis

Model Context Protocol (MCP) Server for the Hystersis persistent memory engine

37
81

Agentram

Model Context Protocol server for AgentRAM. Persistent memory for AI agents.

37
82

Klypix

An open, local-first, agent-neutral canvas file your AI reads and writes over MCP — works with Claude, Cursor, Cline, any model.

37
83

Opensquid

Continuity layer for coding agents: durable memory, dependency-aware task state, workflow gates, and inspectable packs over MCP.

37
84

Server Pro

SAIHM production thin-client. Seals client-side via @saihm/client-pro (ML-DSA-65 identity, per-cell AES-256-GCM DEK wrapped under a client KEK, ML-KEM-768 authenticated sharing) a…

37
85

Builderforce Memory

BuilderForce Agent Memory — MCP transport. Exposes @seanhogg/builderforce-memory to any MCP client (Claude Agent SDK in-process, stdio, or HTTP) over a pluggable MemoryBackend, wi…

37
86

Mneme MCP Server

MCP server for mneme: 9 tools for vault-native memory in Claude Code and MCP-compatible clients.

37
87

Urdr MCP Server

Model Context Protocol server for Urdr memory tooling

37
88

Jambavan

Local-first MCP memory and code intelligence that helps coding agents recall repo context, decisions, failures, and review impact.

37
89

Helpmaton

Workspace-based platform for managing AI agents.

34
90

Agent Memory Rs

Comprehensive memory management system for LLM agents implementing episodic, semantic, and procedural memory with automatic consolidation, intelligent decay, and hierarchical retr…

34
91

Pensyve

Universal memory runtime for AI agents. 8-signal retrieval, multimodal memory, spaced-repetition decay, and procedural learning. Rust core with Python, TypeScript, Go SDKs + MCP s…

34
92

memstate-ai/memstate-mcp

Versioned, structured memory for AI agents. Stores facts as keypaths with full version history, automatic conflict detection, and O(1) token retrieval.

34
93

LuizEduPP/rememb

project scope. Local JSON, zero config, no server required.

34
94

Thezenmonster/agentmem

Governed memory for coding agents with trust lifecycle (hypothesis → active → validated → deprecated), conflict detection, staleness tracking, and health scoring. SQLite + FTS5, z…

34
95

tverney/mcp-agent-memory

setup`

34
96

Mosaic

MCP server for agent memory over HexxlaDB—ring retrieval, embeddings + lexical search, seams, facets, YAML persistence policy, localhost HTTP transport.

34
97

Minty

Private network memory for OpenClaw, Hermes, and MCP agents.

34
98

Graphstore

Memory infrastructure for AI agents!! store, recall by meaning or association, ingest documents, and track beliefs in one Python library.

34
99

udjin-labs/mnemostack

hosted with Qdrant backend. 82.5% strict accuracy on LoCoMo benchmark. `pip install 'mnemostack[mcp]'`

34
100

stevepridemore/graph-memory

device use across Claude Code, Desktop, web, and iOS.

34
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