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Agentmem MCP Server

@oxgeneral

Repository

Basic information

Category

Other

License

MIT

Author

oxgeneral

About Agentmem MCP Server

Lightweight persistent memory for AI agents. One SQLite file. Hybrid search. Zero to 12MB.

Agentmem MCP Server config

Add this server to your MCP-compatible client using the configuration below.

{
  "mcpServers": {
    "agentmem": {
      "command": "python",
      "args": [
        "-m",
        "agentmem",
        "--db",
        "memory.db"
      ]
    }
  }
}

Agentmem MCP Server tools

Tool list not available yet

This listing does not currently have a tool list to display. This does not mean the server has no tools; check its documentation for supported capabilities.

We auto-extract tools from the README. The maintainer can list them under a ## Tools heading to populate this section.

Overview

What is Agentmem?

Lightweight persistent memory for AI agents. One SQLite file. Hybrid search. Zero to 12MB.

How to use Agentmem?

The README includes setup instructions such as # Zero dependencies (pure Python, stdlib only).

Key features of Agentmem

  • Hybrid search: FTS5 full-text keywords + vector semantic search, fused with adaptive ranking
  • 4 operational modes: from zero dependencies (stdlib only) to best quality (12MB)
  • 16 MCP tools: recall, remember, save_state, compact, consolidate, entities, and more
  • HTTP REST API: 14 endpoints, zero-dependency server, CORS-ready
  • 5 memory tiers: core, learned, episodic, working (auto-expires), procedural (behavioral rules)

Use cases of Agentmem

  • Connect an MCP-compatible client to this repository's service.
  • Review the README-backed setup before enabling it in production.

Frequently asked questions

1

Where is the source code for Agentmem?

The source code is linked from the repository URL on this page.

2

Does Agentmem include a standard MCP config?

If the README contains a parseable MCP configuration block, it is shown in the Config tab.

Comments

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