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hz1ulqu01gmnZH4

universal-memory-mcp

by hz1ulqu01gmnZH4
OverviewSchemaRelated ServersScoreDiscussions
Python
Local

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
MEMORY_DATABASE_PATHNoSQLite database path./memory.db
MEMORY_KEYWORD_WEIGHTNoHybrid search keyword weight0.4
MEMORY_EMBEDDING_MODELNoHuggingFace model namesentence-transformers/all-MiniLM-L6-v2
MEMORY_SEMANTIC_WEIGHTNoHybrid search semantic weight0.6
MEMORY_LLAMA_SERVER_URLNollama-server endpointhttp://localhost:8787
MEMORY_EMBEDDING_BACKENDNotransformers or llama-servertransformers
MEMORY_ENABLE_EMBEDDINGSNoSet false for keyword-only searchtrue
MEMORY_EMBEDDING_DIMENSIONNoEmbedding vector size384

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

Features and capabilities supported by this server

Protocol revision2025-11-25

CapabilityDetails
tasks
{
  "list": {},
  "cancel": {},
  "requests": {
    "tools": {
      "call": {}
    },
    "prompts": {
      "get": {}
    },
    "resources": {
      "read": {}
    }
  }
}
tools
{
  "listChanged": true
}
prompts
{
  "listChanged": false
}
resources
{
  "subscribe": false,
  "listChanged": false
}
experimental
{}

Tools

Functions exposed to the LLM to take actions

NameDescription
recall_memoriesA

Retrieve memories: hybrid/keyword/semantic search (query), exact fetch (memory_id), or entity lookup (entity).

Exactly one selector — query, memory_id, or entity — must be provided. Set expand_links>0 to include graph neighbors for each result.

store_memoryB

Store a new memory with optional agent/session scoping, semantic embedding, and graph links.

update_memoryB

Update a memory with optimistic locking for concurrent agent safety.

manage_sessionA

Manage sessions for checkpoint/restore of agent state across conversations.

memory_adminC

Administrative operations: statistics, background jobs, entity/contradiction maintenance, manual graph links, and deletion.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

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