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MCP servers tagged agent-memory

808 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.

808
live servers
36
avg trust
13K
most stars
251

Alexandria

cebarks

Long-term memory for AI agents. MCP server with local embeddings, heat-based recall, and hierarchical clustering on embedded SurrealDB.

★ 3updated 7 days ago
34
252

Memory Vault

Portable AI memory that roams with you across models and harnesses — Claude Code, Codex, Cursor, ChatGPT. Plain markdown you own, wired over MCP with one command.

★ 2
34
253

Pensieve

Shared long-term memory for AI agents: a Markdown wiki with [[links]] in SQLite, served over MCP with a web UI

★ 2
34
254

Aevum

Open-source AI agent governance kernel — cryptographic audit trails, consent-checked data access, and verifiable decision records.

★ 2
34
255

Multi Agent Orchestrator

Multi-agent orchestration built as production infrastructure: typed planning, a sandboxed tool registry, race-safe human-in-the-loop, deterministic replay, and a provably-terminat…

★ 2
34
256

Memnos

thameema

Persistent memory for AI coding agents — MCP server, REST API & Python SDK. Works with Claude Code, Cursor, Windsurf and any LLM agent.

★ 2updated 13 days ago
34
257

Cogmem

dcondrey

A self-improving, verifiable memory layer for AI coding agents.

★ 2updated 3 months ago
34
258

Inkwell Memory

veronchenko

MCP server giving AI agents persistent memory: Markdown files as source of truth, hybrid BM25 + embedding search, typed graph relations. Self-hosted, single Docker image.

★ 2updated 2 months agoMIT
34
259

Capability Graph Neuroscience

For-Sunny

Six Ways to Forget: Biologically-grounded forgetting mechanisms for LLM agent memory systems. 18 experiments, 4 falsified hypotheses, STDP ablation (Cohen's d = 3.163).

★ 2
34
260

Awesome Agent Operating Systems

frankxai

Web-first index of agent operating systems, coding agents, MCP, memory, and deploy tools.

★ 2
34
261

Minni

infektyd

Local-first memory and governance layer for AI agents, with per-agent vaults, hybrid recall, review-first learning, handoffs, audit trails, and native AFM/bridge provider support.

★ 2updated 2 months ago
34
262

Smara

smara-io

Persistent memory for AI tools. Give Claude, Cursor, and Codex shared context that survives across sessions.

★ 2
34
263

Al Buddy Memory

flytomoon

Portable, governed, model-agnostic memory for AI agents: facts invalidated never deleted, raw text as truth, one documented export format.

★ 2updated 12 days ago
34
264

Rementum

rementum

Self-hosted shared memory infrastructure for AI agents with versioned knowledge and conflict-safe writes.

★ 2
34
265

Memor AI

bnimit

One local memory shared by every AI coding agent — Claude Code, Cursor, Codex, Copilot, Kimi, Goose. No API key, no cloud, no plugin to install. Plus opt-in token compression.

★ 2updated a month ago
34
266

Teamhub MCP

imortis

Git-native shared context for teams whose members each use their own AI coding agent (Claude Code, Cursor, Antigravity, OpenCode...) on the same repo

★ 2
34
267

Vector Rules

ops-ping

The model measures, your rules decide — and prove it. Vector math as a first-class operand in a deterministic Rete engine: policy lives in Git, every decision returns a proof tree…

★ 2
34
268

Immutlex

immutlex

An immutable knowledge base your AI agent queries over MCP. Wiki-link graph, fused search, 74 MCP tools, runs local. https://immutlex.dev

★ 2
34
269

Gaptime

davccavalcante

GapTime: bi-temporal knowledge-graph memory for production agents. Every fact carries valid time and transaction time, so you time-travel to what was known at any instant, superse…

★ 2updated 4 months ago
34
270

Decoupled Agent Memory

LeoStehlik

Source-backed memory for long-running AI agents: maintained synthesis, freshness review, evidence links, and MCP/API access.

★ 2updated 5 months ago
34
271

Enfold

victorv2i

Enfold. Every memory enfolds the whole. Local, private long-term memory for AI agents: one SQLite brain shared by Claude Code, Codex, and Hermes Agent, with hybrid semantic + symb…

★ 2updated a month ago
34
272

Bastet Agent OS

yamantaka520

Local-first control plane for AI-agent teams — orchestrates Claude Code, Codex, Grok, agy & Hermes into gated workflows that fix their own failures, with per-run metering, an appe…

★ 2updated 26 days ago
34
273

Particles Engine Py

LinkedParticles

Particles reference engine — corpus, LLM claim extraction, belief store, query/lint/review, CLI + HTTP + MCP. PyPI: linkedparticles

★ 2updated 16 days ago
34
274

Forgekit

CodeWithJuber

One config for every AI coding agent — cross-tool config + a cognitive substrate (memory, blast-radius, guardrails) for Claude Code, Codex, Cursor, Gemini, Aider, and more.

★ 2updated 22 days ago
34
275

Aletheia Memory

khaledgabal2

Local, auditable memory for AI agents.

★ 2updated 29 days ago
34
276

Kival

selemis-com

Self-hosted collaborative knowledge system for organizations.

★ 2updated a month ago
34
277

Echo Mem

echo-mem

Shared memory for AI agents on your own Postgres. The server never calls an LLM to write.

★ 2updated 11 days ago
34
278

Jev Carryforward

Dharundp6

What your last session knew, scored against what this one is doing. MCP server: a per-project ledger written as things happen, recalled per task with TypeSafe's Jev evaluation mod…

★ 2updated a month ago
34
279

Awesome Agent Memory

mnemoverse

Persistent memory, recall, knowledge graphs, and context tools for AI agents.

★ 2
34
280

Memory Plugin

Lotargo

Local-first memory, hybrid RAG, and agent personalization for AI coding agents. MCP + CLI for OpenCode, Claude Code, Codex, Gemini CLI, Antigravity, and Jules.

★ 2updated a month ago
34
281

Agent Genome Lab

creanlab

Self-evolving memory layer for AI coding agents. Captures failure DNA, prevents bug repetition, enables collective intelligence.

★ 2updated 3 months ago
34
282

OpenMnemex

kritird

Agent memory for LLMs — a self-pruning knowledge context graph modeled on human memory. Long-term, navigable, context-budget-aware memory with no vector DB, no embeddings, no serv…

★ 2
34
283

Realbrain

ericfly02

Local-first operating memory, evidence graph, global workspace, and safe consolidation for AI agents

★ 2updated 4 months ago
34
284

Openclaw Skill

unexplained-familyephedraceae871

Provide precise OpenClaw documentation and exact configs to your coding agent for accurate answers without guesswork or summaries.

★ 2
34
285

Kannaka Memory

kannaka-labs

The Holographic Resonance Medium — wave-interference memory for AI agents. Bilateral hemispheres, dream consolidation, belief formation, NATS swarm sensemaking.

★ 2updated 8 days ago
34
286

Signal API

pmestre-Forge

Persistent memory for AI agents. Two lines of code. Works with LangChain, CrewAI, AutoGen, Claude, MCP. Free tier. Self-hostable. MIT.

★ 2
34
287

Rememzo

2ufiq

One shared memory MCP for every AI client.

★ 2
34
288

Multi Agent Graph Memory

sadbeto

Persistent graph memory architecture for multi-agent AI systems using Graphiti, FalkorDB, and MCP.

★ 2
34
289

Keepygaga

TimWongUp

Cross-agent core memory in local Markdown, with MCP tools, native hooks, and installers for Codex, Claude Code, Grok, and more.

★ 2updated 7 days ago
34
290

AgenticOS Workbench

zzoretich

A second brain and supervised Chief of Staff for Claude Code and Codex CLI: persistent memory, recall and session capture, plus proposals you approve before anything changes. Live…

★ 2updated 8 days ago
34
291

Petit Poucet

areguig

Curated, shared Markdown memory for coding agents (Claude Code, GitHub Copilot CLI): one small Rust MCP server, a git-backed Obsidian-compatible vault, rules enforced in code.

★ 2updated 13 days ago
34
292

SOMA Public

wnsdy95

Local memory, context, and trust-boundary layer for cloud LLM coding agents

★ 2
34
293

Context M

ssmurfgg04-gif

Deterministic agent memory. μ=0. Free, local, forever. Mem0-compatible.

★ 2updated a month ago
34
294

Aion Local

aion-cognition

Local-first cognitive memory for AI coding agents. Recall and reflection over MCP, backed by Neo4j, SQLite, and Ollama.

★ 2updated a month ago
34
295

ContextSpindle

reacherwu

Durable task continuity and budgeted context for AI agents

★ 2updated 25 days ago
34
296

Style Memory MCP

hexingyuofficial

A tiny local MCP server that learns how you talk — catchphrases, dialect, tone — without storing private memories. Local-first, no LLM calls.

★ 2
34
297

Rocky

poggufanz

A blind alien engineer who listens to your terminal, never forgets, and makes sure you still understand your own code.

★ 2updated 13 days ago
34
298

Dexio

dexio-wiki

One wiki for all your agents. The server behind dexio.wiki: MCP, the web app, history and sharing.

★ 2updated 20 days ago
34
299

Jev Compactor

edwardyen724-g

Context compaction and safety gating for AI agents via TypeSafe Jev: keeps messages verbatim, no summarization. OpenAI, Anthropic, LangChain, CLI, MCP.

★ 2
34
300

Plurum

dunelabsco

Collective intelligence layer for AI agents — search what others already solved, publish what you learn, never start from zero.

★ 2
34
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