Mnemex MCP Server

A Model Context Protocol (MCP) server providing **human-like memory dynamics** for AI assistants. Memories naturally fade over time unless reinforced

Local serverstdioPython

What is the Mnemex MCP Server?

A Model Context Protocol (MCP) server providing human-like memory dynamics for AI assistants. Memories naturally fade over time unless reinforced through use

The short version

  • ❌ "Delete after 7 days" (doesn't care if you used it 100 times)
  • ❌ "Keep last 100 items" (throws away important stuff just because it's old)
  • ✅ Combines recency (when?), frequency (how often?), and importance (how critical?)
  • ✅ Memories fade naturally like human memory
  • ✅ Frequently used memories stick around longer
  • ✅ You can mark critical things to "never forget"

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Maintainer setup documentation.

Recorded tools

Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.

ToolWhat it does
save_memorySave new memory with tags, entities (auto-enrichment in v0.6.0+)
search_memorySearch with filters and scoring (includes review candidates)
search_unifiedUnified search across STM + LTM
touch_memoryReinforce memory (boost strength)
observe_memory_usageRecord memory usage for natural spaced repetition
analyze_message✨ **NEW v0.6.0** - Detect memory-worthy content, suggest entities/strength
analyze_for_recall✨ **NEW v0.6.0** - Detect recall intent, suggest search queries
promote_memoryMove to long-term storage
cluster_memoriesFind similar memories
consolidate_memoriesMerge similar memories (algorithmic)
read_graphGet entire knowledge graph
open_memoriesRetrieve specific memories
create_relationLink memories explicitly

How to install the Mnemex MCP Server

{
  "mcpServers": {
    "cortexgraph": {
      "command": "uv",
      "args": ["--directory", "/path/to/cortexgraph", "run", "cortexgraph"],
      "env": {"PYTHONPATH": "/path/to/cortexgraph/src"}
    }
  }
}

Configuration as documented by the project. Restart the client after saving.

Configuration

VariableDescriptionRequired
PYTHONPATHPython module search path for a local installation.Optional
CORTEXGRAPH_STORAGE_PATHFilesystem location the server is allowed to use.Optional
LTM_VAULT_PATHFilesystem location the server is allowed to use.Optional

Example prompts to try

  • “Use Mnemex to save memory.”
  • “Use Mnemex to search memory.”
  • “Use Mnemex to search unified.”

Frequently asked questions

A Model Context Protocol (MCP) server providing **human-like memory dynamics** for AI assistants. Memories naturally fade over time unless reinforced through use Confirm the tools offered by your installed version in the connected client. Tool availability and permissions depend on the server and account configuration.