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MCP reference memory server

Reference MCP server: a local knowledge graph of entities, relations and observations stored in a JSONL file, edited by the model through MCP tools.

github.com/modelcontextprotocol/servers/tree/main/src/memoryActive

@modelcontextprotocol/server-memory 2.0.0 on npm 2026-10-19; servers repo v2.1.0 on 2026-10-25. (checked 2026-10-25)

In Agent memory

Where it stands apart

What it shares with most of the community

Nearest neighbors

Every answer

QuestionAnswerSource
Is it actively maintained?activesource
2026-10-25
How is the main thing licensed?permissive open source (MIT/Apache/BSD)
MIT transitioning to Apache-2.0.
source
2026-10-25
How is it mainly sustained?stands apart big company side project
Reference server in repo "managed by Anthropic, built with the community"; no revenue.
source
2026-10-26
Can it run entirely on your own device or infrastructure, without the maker's servers?yessource
2026-10-25
Do you need an account to use it?no account
Run via npx or Docker; no login or key listed.
source
2026-10-26
Who is it for?stands apart both
Installed by MCP client users (e.g. Claude Desktop) as well as developers.
source
2026-10-25
Which shared standard or format does it mainly build on?stands apart Model Context Protocol (MCP)
The MCP reference memory server.
source
2026-10-26
In the default setup, who mainly decides what gets remembered?stands apart the agent, by calling memory toolssource
2026-10-25
How can the person the memories are about see and edit them?directly, as readable files or in a UI they control
Plain JSONL file at MEMORY_FILE_PATH.
source
2026-10-25
By default, how do old or wrong memories mainly go away?stands apart only when someone deletes them (agent, app, or user)
delete_entities / delete_observations / delete_relations tools.
source
2026-10-25
Where do memories live in the default setup the docs lead with?stands apart on the end user's own devicesource
2026-10-25
Does it work with models from different LLM vendors?yes, model-agnostic
Any MCP client.
source
2026-10-25
What is the main storage model for long-term memory?knowledge graph (usually with vectors alongside)
Knowledge graph serialized to one JSONL file; no vectors.
source
2026-10-25
What shape does it mainly take (the one its docs lead with)?stands apart end-user app, plugin, or assistant feature
An MCP server plugged into an assistant.
source
2026-10-25
Is there a first-party MCP server for it?yessource
2026-10-25
How is memory separated between users or tenants?one store per user or agent; the app partitions itsource
2026-10-25
Does it publish scores on public memory benchmarks (LoCoMo, LongMemEval, BEAM, etc.)?nosource
2026-10-25

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