memorilabs avatar

Memori Mcp

memorilabs/memori-mcp

Gives Claude persistent memory across sessions by storing and retrieving facts about users, preferences, and past interactions. You get two tools: recall pulls relevant context at the start of each turn, and advanced_augmentation saves durable facts after you respond. Memori hosts the backend, so you just need an API key and entity ID to identify your user. Evaluated on the LoCoMo benchmark at 81.95% accuracy while using under 5% of full context tokens. Useful when you're building agents that need to remember things between conversations without bloating your prompt with entire chat histories or managing your own vector store.

GitHub stars
3
tools
7
auth
Secret needed
transport
STDIO
env var
1
last updated
Mar 26, 2026

Tools

7 tools

Public tool metadata for what this MCP can expose to an agent.

memori_recallFetches relevant memories at the start of a user turn

Fetches relevant memories at the start of a user turn

No parameter schema in public metadata yet.

memori_recall_summaryFetches broad memory state for session starts, daily briefs, status updates, and project overviews

Fetches broad memory state for session starts, daily briefs, status updates, and project overviews

No parameter schema in public metadata yet.

memori_compactionFetches a structured post-compaction brief so an agent can resume operational work

Fetches a structured post-compaction brief so an agent can resume operational work

No parameter schema in public metadata yet.

memori_advanced_augmentationStores durable memory after the agent has drafted a response

Stores durable memory after the agent has drafted a response

No parameter schema in public metadata yet.

memori_feedbackReports irrelevant, missing, stale, or especially useful memory behavior

Reports irrelevant, missing, stale, or especially useful memory behavior

No parameter schema in public metadata yet.

memori_signupRequests a Memori account/API key when the user explicitly asks

Requests a Memori account/API key when the user explicitly asks

No parameter schema in public metadata yet.

memori_quotaChecks current memory usage and limits when the user asks or quota errors appear

Checks current memory usage and limits when the user asks or quota errors appear

No parameter schema in public metadata yet.

Sponsors

Configuration

MEMORI_API_KEY*secret

Your Memori Cloud API key. Get one for free at https://memorilabs.ai/

Readme

Memori MCP

Persistent AI memory for any MCP-compatible agent — no SDK required.

memori-mcp is the official Memori MCP server. Connect it to your AI agent to give it long-term memory: recall relevant facts, retrieve broad state summaries, restore working state after context compaction, store durable preferences after responding, and maintain context across sessions.


Why Memori MCP?

Memori turns stateless agents into stateful systems by providing structured, persistent memory that works across sessions and workflows.


View the full README on GitHub

Details

Repository
github.com/memorilabs/memori-mcp
Category
AI & LLM Tools
Package
@memorilabs/memori-mcp
Transport
STDIO
Auth
Required
Registry
MCP registry, active

Related AI & LLM Tools MCP servers

View all
1nikitacometa avatarMnemon Mcpnikitacometa/mnemon-mcpPersistent layered memory for AI agents. SQLite FTS5, fact versioning, zero-cloud.3stars
2oxgeneral avataragentmemoxgeneral/agentmemLightweight persistent memory for AI agents. Hybrid search. 16 tools. One SQLite file.3stars
3qune-tech avatarOCDS German Procurement Searchqune-tech/ocds-mcpSearch and match German public procurement tenders (OCDS) from your local LLM.3stars
4recallworks avatarRecallrecallworks/recallOpen-source MCP memory server. Persistent, searchable, tiered memory across sessions.3stars
5roamzy-io avatarMcp Serverroamzy-io/mcp-serverAgent-native global eSIM: buy for 193 countries, per-MB in USDT/USDC. Agents earn 20% referral.0stars
6thegoatpsy avatarmnemethegoatpsy/mnemeVault-native, accountable memory for Claude Code and MCP clients. Markdown is ground truth.3stars