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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.
Zer0dex
A local dual-layer memory pattern for AI agents: a compact, human-readable markdown index paired with semantic retrieval from a local vector store, queried before each message. Fo…
Ox
The hivemind for AI coding agents — persistent team context recorded once and recalled across agents, machines, and teammates.
Agent Memory Engine
A long-term memory engine for coding agents: two-stage retrieval + gating, hybrid (vector + BM25) search, optional cross-encoder rerank, Ebbinghaus decay, and cross-session collab…
Open Memory Protocol
Open Memory Protocol — open spec for AI-agent memory: recall, remember, link, observe, validate. CC BY 4.0.
LycheeMem
Compact, efficient, and extensible long-term memory for LLM agents.
Ogham MCP
Shared memory MCP server — persistent, searchable, cross-client
Mnemo Cortex
Open-source memory coprocessor for AI agents. Persistent recall, semantic search, crash-safe capture. No hooks required.
Remindb
An agentic memory database that cuts session tokens by 75–99%. One portable SQLite file — your agent's memory, anywhere.
Engramory
A portable memory protocol for AI agents — load it as standing rules; a curation discipline + reference spec + optional cap hook.
Anda Brain
🧠 A native graph-based memory system for autonomous AI agents, featuring bio-inspired sleep-based memory consolidation and powered by KIP & AndaDB.
Memexa
A traceable personal memory layer that carries verified state across apps, models, and AI agents.
Lemoncrow
Faster runtime for coding agents. Make coding agents 25% faster and 30% cheaper on average while keeping the quality same or more. Same Task, Same Quality, Faster and Cheaper.
Metronix Memory
Metronix Memory is self-hosted memory infrastructure for AI agents: MCP-native, local-model friendly, with hybrid RAG, a temporal knowledge graph and ontology layer, durable memor…
Awesome LLM Knowledge Systems
The Map Everyone's Missing: LLM Knowledge Engineering in 2026 — First unified guide connecting RAG, Context Engineering, Harness Engineering, Skill Systems, Agent Memory, MCP, and…
Kimi Core
个人用的 agent memory OS——记忆系统 + self-drive 自主情感，内置对抗式自审 harness。内在过程需要外在标准。
Yosuri
Yosuri — LESS CHAT, MORE AUTOMATIC. A 24H self-evolving AI agent that aggregates free models into one OpenAI & Anthropic-compatible API, picks its own tasks, writes real code, and…
Instar
Persistent Claude Code agents with scheduling, sessions, memory, and Telegram.
Hermes Gbrain Bridge
Convert Hermes / OpenClaw agent memory (JSONL sessions, MEMORY.md) to markdown for gBrain ingest
Cortrix
Semantic storage for AI agents. Active pre-release.
Awesome Loop Engineering
🔁 Build reliable recurring AI-agent systems: 1001 resources, 22 operational patterns, 22 loop contracts, 8 runtime starters, an interactive atlas, and a structured dataset.
Dsh Memento
Bounded, layered, approval-gated, auditable cross-session memory for DeepSeek Harness (capability seam: ctx.memory + SQLite provider + memory tool + frozen snapshot injection)
Mama Core
Local-first operating memory for AI coding agents - Claude Code, Codex, and any MCP client. Tracks decisions and their evolution. SQLite + on-device embeddings, no cloud.
Memtrace
LLM-agnostic memory layer for AI agents. No embeddings, no vector DB — just fast, structured, temporal memory that any LLM can consume as plain text.
Dudulove Memory
Self-hosted continuity memory for persistent AI identities across agents, models, and interfaces.
KRouter
Your coding agents remember what you decided — and what you changed. Plain-Markdown memory in Obsidian, shared by Claude Code, Codex and Cursor over MCP. Every answer cites its pa…
Cc Agent Brain
Local-first memory engine for coding agents (Claude Code/Cursor/Codex): SQLite+FTS5 retrieval, versioned bi-temporal memories, full-session capture, zero dependencies, MCP server
Recollect
Self-hosted AI memory and MCP coordination for coding agents. Persistent context across repositories and sessions, with knowledge graphs, hybrid search, and a desktop web UI. Buil…
IHMT MEMORY
Long-term memory for AI coding agents (Claude Code, Codex, opencode) as a tree of plain files
Graft
Your coding agents forget. Graft doesn't. Persistent local memory that brings back fixes, decisions and project knowledge when they matter — across Claude Code, Codex, ChatGPT and…
Edda
Local, tamper-evident ledger for coding agents — decisions that survive sessions, coordination that survives agents. Works with Claude Code, Cursor, Codex, OpenClaw, and any MCP c…
Borhan
Save conversations, search by idea, read the surrounding context. Memory for AI agents.
Edda
Local, tamper-evident ledger for coding agents — decisions that survive sessions, coordination that survives agents. Works with Claude Code, Cursor, Codex, OpenClaw, and any MCP c…
MuscleMemory
Open-source procedural memory for AI agents. Learns from what worked and what failed.
Daidocs
Open plain-text file format for AI memory. Your assistant's long-term memory as .dai files on your disk: readable by Claude, GPT, Gemini, Cursor, local models and grep (all LLM mo…
Amp
Shared memory for AI agents, no database, no server, just a GitHub repo. Memories that worked get stronger; memories that failed fade.
Onebrain
AI OS that extends Claude Code, Gemini CLI, Codex, Qwen — adding persistent memory, 24+ skills, and personal calibration. Plain Markdown. Local-first. Yours forever.
OneBrain
AI OS that extends Claude Code, Gemini CLI, Codex, Qwen — adding persistent memory, 24+ skills, and personal calibration. Plain Markdown. Local-first. Yours forever.
Mnemos
Biomimetic memory architectures for LLMs — surprisal gating, reconsolidation, affective routing, sleep consolidation, and spreading activation
Loci
Typed long-term memory for AI agents. One core, an MCP server, and a Hermes plugin.
Dejavu
Repository-scoped memory for coding agent's decisions, pitfalls, and handoffs stored in one inspectable SQLite file, so agents continue instead of starting over.
CodeWiki Plus
CodeWiki-Plus is a repository knowledge engine driven entirely by the AI IDE's own model via MCP (Model Context Protocol): zero LLM configuration for Wiki generation, plus a full…
Recollect
Self-hosted AI memory and MCP coordination for coding agents. Persistent context across repositories and sessions, with knowledge graphs, hybrid search, and a desktop web UI. Buil…
MCP Workboard
The WorkBoard for Claude Code and humans. Watch your work come to life — never lose an idea, never lose a workflow.
Smriti
Zero-infrastructure, local-first memory for AI agents. One SQLite file — no Postgres, Neo4j, or cloud. Bi-temporal supersession (updates, never deletes), four-channel hybrid retri…
Memforge
Neuroscience-inspired memory for AI agents — sleep cycles that rewrite and strengthen knowledge over time. TypeScript, PostgreSQL, MCP.
WorkBoard
The WorkBoard for Claude Code and humans. Watch your work come to life — never lose an idea, never lose a workflow.
mama-server
Local-first operating memory for AI coding agents - Claude Code, Codex, and any MCP client. Tracks decisions and their evolution. SQLite + on-device embeddings, no cloud.
Vitrus Archive
your glass-box company brain — tells you what it doesn't know (deterministic gap analysis). MIT core · MCP · PGLite→Postgres.
Second Brain
Build a second brain every AI can share: your content in Oracle AI Database 26ai — semantic search with in-database embeddings, a self-compiling wiki, four kinds of agent memory,…
Skill Doctor
Local CLI for auditing AI agent skills, conflicts, duplicates, safety risks, and context cost across coding agents.