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MCP servers tagged agent-memory

809 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.

809
live servers
36
avg trust
13K
most stars
551

Culi

Self-improving context & memory for Claude Code and OpenAI Codex. One canonical knowledge store injected only when relevant — hooks push budgeted context, an MCP server serves dep…

34
552

ThoughtMcp

🧠 AI cognitive architecture over MCP — human-like five-sector memory, parallel reasoning, metacognition (bias/emotion/confidence), a 3D memory graph, and a web UI. PostgreSQL + pg…

34
553

Texere

Persistent knowledge-graph memory for AI agents, exposed as a TypeScript library and MCP server.

34
554

Open Agent Context

Open Agent Context Standard: portable, governed memory and context for AI agents. Python reference implementation with CLI, SQLite, evidence, audit, and MCP adapters.

34
555

Pi Okf

Harness-owned reader/author for Pi-agent OKF (Open Knowledge Format) knowledge bundles

34
556

Terx

Browser-agent memory that turns repeated workflows into deterministic replays.

34
557

Sloplesscode

Local-first memory, knowledge, and coordination server for AI coding agents.

34
558

Howdex

The audit and verification layer for AI agents - verified procedural memory with compliance reports (SOC 2, EU AI Act, NIST AI RMF), a public procedure registry, and the verifier…

34
559

Never Ask Twice

Enterprise Support MemoryAgent on Qwen Cloud that remembers customer context across sessions and proves it with a live re-ask-rate ablation.

34
560

PAL MEM

Context filter + AI SBOM + retrieval engine for agents working against corpora larger than any model's context window. Local-first, markdown-native, MCP-ready. Haiku 4.5 reac…

34
561

FlyupMem

Local-first memory layer for AI agents: YAML source of truth, rebuildable SQLite search cache, CLI, MCP, OpenClaw, and Hermes.

34
562

Praxa

Open-source TypeScript SDK, CLI, and MCP contracts for governed AI agents and the Praxa agentic harness.

34
563

NeXgen Engine

One Git repo to configure every AI CLI — AGENTS.md, MCP, skills, memory rendered to each tool's native format, checked for drift and synced fail-closed. Linux & Windows released.

34
564

Pursers

Local, single-owner coordination board for AI agents: durable shared state, cross-agent work relay, human-governed automation, and verifiable decisions with evidence. Successor to…

34
565

Syntavra

Adaptive context and runtime optimization for coding agents—reducing token waste, externalizing tool output, preserving exact session history, and enforcing secure tool routing.

34
566

Remembug CLI

Give Claude Code a memory — a local, MCP-native, human-reviewed knowledge base of your debugging fixes.

34
567

Claude Code Memory Stack

A complete, runnable template for giving Claude Code a persistent memory: a Markdown knowledge vault, skills, hooks, and MCP servers — including a working reference MCP server.

34
568

Brain Server

Local-first memory server for AI agents. Hybrid recall (vector + full-text) over SQLite, knowledge graph, MCP server, human-approved writes, tamper-evident audit chain, UMP 1.0 L3…

34
569

Graphiti Local

Graphiti Local — local-first temporal knowledge graph

34
570

Centered Agent Memory

A searchable index of your Claude Code, Claude Desktop, Codex, and Cursor conversations—available via MCP and CLI. Local and read-only; it does not modify any tool’s data store.

34
571

COORD Harness

An autonomous multi-agent orchestration harness. Agents coordinate through one SQLite-WAL authority — claim work, hand off bounded context, assign audits, run tracked local model…

34
572

Nutcracker Memory

Stale-aware episodic memory for coding agents.

34
573

CodeBro

Persistent engineering context and memory for AI coding agents, exposed through MCP.

34
574

Reccli

Temporal memory engine for coding agents. Gives Claude Code and Codex persistent project context, cross-session recall, and source-linked reasoning history.

34
575

Operational Data Platform For AI

Guides and reference architectures for building production AI agents on Couchbase: agent memory, MCP, hybrid retrieval, cloud-to-edge.

34
576

Mnemic

Local-first memory kernel for coding agents: MCP-native, temporal, auditable, source-keyed, and benchmarked.

34
577

Korva

The OS for AI-driven engineering teams. Persistent memory + architecture guardrails + curated knowledge scrolls for Claude Code, Cursor, GitHub Copilot, OpenCode, VS Code MCP, Cod…

34
578

Sylex Memory

Persistent encrypted memory service for AI agents — MCP server with E2E encrypted private vaults, shared knowledge commons, community channels, and 23 tools. Free, open source.

34
579

Never Again

Stop your coding agent re-debugging the same error twice. Local-first failure memory over MCP.

34
580

Aionis MCP

MCP stdio bridge for Aionis execution memory.

34
581

MemoryCenter

Agent 记忆库 —— 跨语言可引用的持久化高效完整记忆系统

34
582

Arbol

Agent-readable memory for markdown notes: enforced schema, validator, BM25 + graph retrieval, MCP server, and an eval that tells you the truth

34
583

Loomdb

An agent-native database. Sessions are branches an agent can fork, merge, and rewind; every write records what it was derived from; and taint-and-recall tells you exactly what a p…

34
584

CentR

Local-first project intelligence and learning middleware for AI coding agents. CentR builds project memory, reusable learning, code intelligence, and context so agents can solve t…

34
585

Perseus Vault Codex

Persistent, encrypted, local-first memory for OpenAI Codex agents — a 5-tool MCP server wrapping Perseus Vault. Built for OpenAI Build Week (Developer Tools).

34
586

Kopeng

Persistent, self-curating memory for coding agents. MCP tools + REST API, 100% local inference, with an autonomous nightly consolidation pass that collapses duplicates, decays sta…

34
587

Tyamka

Local-first, LLM-curated personal knowledge base + Claude Code plugin: research topics, compile cited articles, and query with hybrid retrieval — on your Claude subscription or an…

34
588

Repo Brain

Persistent repository memory for coding agents - Codex, Claude Code and MCP.

34
589

Tool.Agent Harness Deploy

Self-deploying cross-tool AI harness — one canonical source deployed to Claude Code, Codex, Cursor, Devin, Antigravity & 9 more. Loop engineering, three-layer memory, worker perso…

34
590

Ihow Memory Core

Local-first shared memory for AI agents — zero-dependency, governed writes, citations, MCP. Source behind the ihow-memory npm package.

34
591

Cortex App

Institutional memory for the agentic era. Open-source GraphRAG knowledge base: documents in, Neo4j knowledge graph out. Humans get chat + deep research with cited answers, agents…

34
592

NEOTH

Local-first personal AI daemon in Rust — five-tier memory, consent-gated tools, WASM plugin sandbox, multi-provider LLM routing, channels, GUI, signed audit logs, and Babel-Index…

34
593

Deep Memory

Local-first persistent memory for AI agents: Chinese-first recall, forgetting-aware ranking, conflict candidates, SDK + CLI.

34
594

AgentInterdict

AgentInterdict — runtime enforcement for autonomous AI agents. Trust context. Verify authority. Interdict unsafe action.

34
595

Nevertwice

Local-first memory for AI coding agents that catches a mistake before it repeats. Plain Markdown + git, zero deps, every agent via MCP/hooks. Formerly Anamnesis.

34
596

Agent Shared Fabric

Agent Shared Fabric: a governance layer for multi-agent coordination, receipts, memory lanes, MCP/skills registries, and runtime bridges.

34
597

Miseledger

Your agent history is scattered. MiseLedger makes it searchable evidence. Local SQLite FTS ledger for AI work history; Brigade-ready evidence bundles. No network.

34
598

Memory Genome Engine

Local-first structured memory engine for AI agents with binary storage, CLI/TUI, MCP-ready JSON-RPC, SDKs, and optional encrypted stores.

34
599

ExperienceEngine

Governance layer for coding agents that reuses real execution experience across OpenClaw, Claude Code, and Codex.

34
600

Memayu

Lightweight, self-hosted-first AI agent memory engine in Rust single binary.

34
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