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Glama
mem0ai

Mem0 MCP Server

Official
by mem0ai
OverviewSchemaSourceRelated ServersDiscussionsAdmin
Python
Remote

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
MEM0_API_KEYYesYour mem0 API key

Instructions

Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.

This server publishes no instructions, or was last inspected before Glama recorded them.

Capabilities

Server capabilities have not been inspected yet.

Tools

Functions exposed to the LLM to take actions

NameDescription
add_memoryB

Store a new preference, fact, or conversation snippet. Requires at least one: user_id, agent_id, or run_id.

search_memoriesA

Run a semantic search over existing memories.

    Use filters to narrow results. Common filter patterns:
    - Single user: {"AND": [{"user_id": "john"}]}
    - Agent memories: {"AND": [{"agent_id": "agent_name"}]}
    - Recent memories: {"AND": [{"user_id": "john"}, {"created_at": {"gte": "2024-01-01"}}]}
    - Multiple users: {"AND": [{"user_id": {"in": ["john", "jane"]}}]}
    - Cross-entity: {"OR": [{"user_id": "john"}, {"agent_id": "agent_name"}]}

    user_id is automatically added to filters if not provided.
get_memoriesA

Page through memories using filters instead of search.

    Use filters to list specific memories. Common filter patterns:
    - Single user: {"AND": [{"user_id": "john"}]}
    - Agent memories: {"AND": [{"agent_id": "agent_name"}]}
    - Recent memories: {"AND": [{"user_id": "john"}, {"created_at": {"gte": "2024-01-01"}}]}
    - Multiple users: {"AND": [{"user_id": {"in": ["john", "jane"]}}]}

    Pagination: Use page (1-indexed) and page_size for browsing results.
    user_id is automatically added to filters if not provided.
delete_all_memoriesC

Delete every memory in the given user/agent/app/run but keep the entity.

list_entitiesB

List which users/agents/apps/runs currently hold memories.

get_memoryB

Fetch a single memory once you know its memory_id.

update_memoryB

Overwrite an existing memory’s text.

delete_memoryB

Delete one memory after the user confirms its memory_id.

delete_entitiesA

Remove a user/agent/app/run record entirely (and cascade-delete its memories).

Prompts

Interactive templates invoked by user choice

NameDescription
memory_assistantGet help with memory operations and best practices.

Resources

Contextual data attached and managed by the client

NameDescription

No resources

Deploy Server
One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

TDQS

A3.9/5.0

Scored across 9 tools

Disambiguation4/5

Most tools have distinct purposes, but get_memories and search_memories could cause confusion as both involve retrieving memories with filters, though search_memories adds semantic search. The other tools (add, delete, update, list) are clearly differentiated by their actions on memories or entities.

Naming Consistency5/5

All tools follow a consistent verb_noun pattern (e.g., add_memory, delete_memory, get_memories), with clear and predictable naming. There are no deviations in style or convention across the set.

Tool Count5/5

With 9 tools, this server is well-scoped for memory management, covering core operations like CRUD for memories and entities, plus search and listing. Each tool serves a clear purpose without redundancy or bloat.

Completeness5/5

The toolset provides complete coverage for memory management: create (add_memory), read (get_memory, get_memories, search_memories), update (update_memory), delete (delete_memory, delete_all_memories, delete_entities), and list (list_entities). No obvious gaps exist for the domain.

Maintenance

ActivityInactive
ResponsivenessNo issues

Resources