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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.
Byori
The multi-agent coding workspace that remembers your project — run Claude Code and Codex side by side over a shared ByoriDB graph memory
Fgraph
A fact graph in a single SQLite file — embedded temporal fact store with time travel, provenance, hybrid search, and MCP for AI agents
AI Universal Memory
Portable, zero-dependency project memory for any AI coding engine or human — handoff, decisions, facts and state that survive across sessions and engines.
Memstore
Durable, private memory for AI agents. Fully offline MCP memory layer: LMDB + Tantivy/BM25, no models, no cloud. Ships with full source - audit it, extend it, make it yours.
Haki
Reliable long-term memory for AI agents — bitemporal fact ledger, contradiction detection, and full explainability. Self-host or use the cloud.
HyperSABMemory
Git native context harness and memory engine for AI coding agents. Local first, no telemetry.
Shoulder Daemon
Context advisor for coding agents - injects relevant facts into your session and keeps them up to date
Code MCP Tools
Local-first MCP server and web panel for agent memory, project docs, bugs, todos, and RAG search
Dreamnet
Open contracts for persistent AI agents: assignments, Capsules, DreamLoops, claims, receipts, and deterministic validation.
Oyster
Oyster keeps your AI agents organised, synced and ready to use across devices – with memory and publishing built in. Use whichever agents you prefer.
Aeon Skill Pack Mneme
Mneme as Aeon's persistent memory layer — vector search, graph memory, live Base chain streams, and async LLM reflection. 8 drop-in skills, one MNEME_API_KEY, zero infra.
Plateau
Bounded context for long-horizon LLM agents: carry a small re-grounded signal instead of replaying the transcript, so a parent agent's footprint stays flat as the task grows. Reco…
Easymem
An LLM wiki your coding agent writes — agent memory you can open and read. easymem stores it, searches it, and links it. Plain markdown on disk, no vector database. Runs with npx…
Session Migrator
A cross-agent session memory migration layer: migrate or compress a conversation based on the target model's context window. MCP server + Python library.
Aurum Recall
Sovereign, human-readable AI memory — a store + MCP server + a visual context-routing lattice (ContextQR). Route before you retrieve.
Cordis
Helping AI agents remember what happened, learn from evidence, and approach the next task differently.
Zelatix V2
Zelatix v2: Agent-Native Context Database
Origin Of Memory
Persistent memory for coding agents on Windows — automatic session capture, a nightly knowledge compiler, and FTS5 BM25 retrieval injected into every prompt. Built for Claude Code…
Embedmind
Persistent memory for AI agents — one local file, fast, no server. Vector + full-text + graph, via MCP + CLI. Built in Rust.
Apertomemory Js
TypeScript implementation of the ApertoMemory format (draft-ferro-apertomemory) - portable, client-side-encrypted, user-owned AI memory
Claude Code Agent Starter
Free starter kit for turning Claude Code (or any file-capable AI agent) into a persistent operating system: skills, memory, and a toolkit index. Lite version of the NexForge Agent…
Portable Agent Memory
Local-first, MCP-first portable memory, role, and skill layer for AI agents.
Nanobot Hindsight Memory And Skill Review
Nanobot plugin for selective Hindsight memory (governed Recall/Retain) and nightly self-improving skill review via Hindsight Reflect. Fail-closed by design, single-user gated, sec…
Open Claude Tag Lark
飞书群里的 AI 数字员工团队 —— 一个群 = 一支团队：产品、研发、调度各司其职，你一句话，它们自己拆任务、排队执行、交付文档。共享记忆，永不忘事。
Reference Impl
Phase 0 reference server for the Starshard memory hub: FastAPI + SQLite + MCP bridge, giving any Claude Code / Codex / MCP agent persistent memory across sessions and machines.
Aindy Runtime
Self-hosted runtime for AI agents and workflows. Durable execution, capability-gated tools, human approval gates, and a memory system that accumulates. Runs survive restarts and r…
Skill Attic
📦🧹 The garbage collector your agent skills always needed. Telemetry, scoring, tiering, and archive for AI agent skills.
Okf Assessment
Comparison and assessment of Google Cloud's Open Knowledge Format (OKF) from a local-first agent-memory perspective. AgentOS by Nadi Adatepe.
Agentroots
Evidence-governed continuity for AI agents. Different agents. Same roots.
Snipara Cursor Plugin
Cursor plugin for Snipara project memory and source-backed agent context
Oscillink Agent
Governed project memory for coding agents—corrected, cited continuity across compaction and restarts.
Murphys Law
Murphys Law — a lessons-learned register for AI agent fleets. Whatever can go wrong, will — once. MCP server + CLI.
Zetta
Persistent memory for AI agents — LangChain, CrewAI, OpenAI Agents, MCP. Hybrid BM25+semantic search, Rust core, zero config.
Kybase
Self-hosted persistent memory for AI agents. Markdown for humans, MCP for agents.
Agent Memory Protocol
Portable, git-committed memory infrastructure for AI coding agents — survives switching models, providers, IDEs, and harnesses. Adopts the official MCP memory server; doesn't rein…
Vellis
Vellis — open-source context graph engine for AI agents: typed, local-first memory with explicit schema, validated change, deterministic query, migration, snapshots, replay, and a…
Localmem MCP
Local-first, zero-API memory for AI agents. Persistent, private, and yours — runs entirely on your machine, no cloud calls, no API keys.
Mint Mory
Typed, graph-linked, self-consolidating memory for LLM agents — single-file SQLite, with MCP/CLI/HTTP. ’Member or die!
Shanhai City
Multi-tenant MCP server with RAG knowledge search, task dispatch, deliverable management & multi-agent consultation (ask_think_tank) — AI-native assistance for your agents.
Aingle
The verifiable memory cortex for AI agents: a semantic graph and vector search with zero-knowledge provenance.
Agentport
Make a long-lived agent portable: swap the model provider underneath it, swap the chat channel in front of it, and gate memory writes behind human approval.
Spaider
MCP-native knowledge-graph memory for AI agents
AIDOCS
AIDOCS — AI Doctrine Orchestrator, Control & Security.
Prometheus Memory
🌐 EN/PT/ES/中文 · Hierarchical L0-L3 memory layer for AI agents — second brain with Web UI (4 languages), multimodal RAG, notes, and skill generation. Add-on for Mnemosyne. Windows/…
Gitmem
Git-native memory for AI agents: append-only, reviewable, no vector DB. Comes with an MCP server.
Materials Semantic MCP
Governed semantic layer + provenance-labeled agent memory over a synthetic materials lab — MCP server
Duxxdb
The database built for AI agents - hybrid vector + BM25 + structured, durable, with RESP / MCP / gRPC servers. Apache 2.0.
Mull
Local-first behavioral memory for coding agents. An MCP server that knows what you did, not just what you said.
Jeshta
AI-native memory system with APSM architecture. Persistent, context-aware memory for AI agents via MCP — so your agents never forget.
SCM OpenSource
SCM Memory: embedded lifecycle memory for AI agents, with consolidation, contradiction handling, forgetting, and wake summaries.