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ai-memory

Production-ready semantic memory management server that stores, retrieves, and manages contextual knowledge across sessions using PostgreSQL with pgvector for vector similarity search, featuring intelligent caching, multi-user support, memory relationships, automatic clustering, and background job processing for persistent AI memory and knowledge management systems.

Score
83.1452 signals
Evidence
48 stars · 5 forks
Last commit
as last read from GitHub; most reads are from 2 Sep 2026 or later
Listed

Install

armory install ai-memory --cli claude

merges a server entry into.mcp.jsonListed as compatible

Configurationjson
{
  "mcpServers": {
    "ai-memory": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-ai-memory"
      ]
    }
  }
}

↳ Restart Claude Code to load the MCP server.

Needs the armory CLI · not on npm yet, build it from cli/ in the repository

Alternatives · MCPs

  1. zilliz-claude-context12,463 stars · 917 forks99.277
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  3. basicmachines-memory4,043 stars · 295 forks98.783

What it is

MCP server AI Memory, catalogued on PulseMCP. Production-ready semantic memory management server that stores, retrieves, and manages contextual knowledge across sessions using PostgreSQL with pgvector for vector similarity search, featuring intelligent caching, multi-user support, memory relationships, automatic clustering, and background job processing for persistent AI memory and knowledge management systems.

When to use it

Production-ready semantic memory management server that stores, retrieves, and manages contextual knowledge across sessions using PostgreSQL with pgvector for vector similarity search, featuring intelligent caching, multi-user support, memory relationships, automatic clustering, and background job processing for persistent AI memory and knowledge management systems.

How to install / invoke

npx -y mcp-ai-memory

Notes

Listed from the PulseMCP registry. The registry does not state a license. Check it before production use.