SERVER

Hot Memory MCP

Rank #3,863

io.github.michael-denyer/hot-memory-mcp

Two-tier memory: hot cache (0ms) + semantic search. Self-organizing.

11 versions

9 GitHub stars

by michael-denyer (1 servers)View repository ↗Claim this server

First listed

Jan 19, 2026

Last publish date

Jul 2, 2026

OVERVIEW

Hot Memory MCP is a Model Context Protocol (MCP) server published by michael-denyer. It ranks #3,863 of 132,046 servers tracked on MCP Toplist, and its repository has 9 GitHub stars. Hot Memory MCP is listed across 3 registries — Official MCP, PulseMCP and Glama, with 11 tracked versions. It was first listed on Jan 19, 2026 and most recently updated on Jul 2, 2026.

STANDING

#3,863of 132,046 tracked serversTop 5%

Ranks ahead of 128,183 of 132,046 servers on MCP Toplist.

CONNECT

Use Hot Memory MCP

No setupRuns out of the box

No credentials or required configuration declared — add it to your MCP client and go.

Python package (PyPI)

claude mcp add hot-memory-mcp -e "MEMORY_MCP_DB_PATH=<your MEMORY_MCP_DB_PATH>" -e "MEMORY_MCP_EMBEDDING_MODEL=<your MEMORY_MCP_EMBEDDING_MODEL>" -- uvx hot-memory-mcp

Replace each placeholder with your own value before saving.

Python package (PyPI)

[mcp_servers.hot-memory-mcp]
command = "uvx"
args = ["hot-memory-mcp"]

[mcp_servers.hot-memory-mcp.env]
MEMORY_MCP_DB_PATH = "<your MEMORY_MCP_DB_PATH>"
MEMORY_MCP_EMBEDDING_MODEL = "<your MEMORY_MCP_EMBEDDING_MODEL>"

Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "hot-memory-mcp": {
      "command": "uvx",
      "args": [
        "hot-memory-mcp"
      ],
      "env": {
        "MEMORY_MCP_DB_PATH": "<your MEMORY_MCP_DB_PATH>",
        "MEMORY_MCP_EMBEDDING_MODEL": "<your MEMORY_MCP_EMBEDDING_MODEL>"
      }
    }
  }
}

Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "hot-memory-mcp": {
      "command": "uvx",
      "args": [
        "hot-memory-mcp"
      ],
      "env": {
        "MEMORY_MCP_DB_PATH": "<your MEMORY_MCP_DB_PATH>",
        "MEMORY_MCP_EMBEDDING_MODEL": "<your MEMORY_MCP_EMBEDDING_MODEL>"
      }
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "servers": {
    "hot-memory-mcp": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "hot-memory-mcp"
      ],
      "env": {
        "MEMORY_MCP_DB_PATH": "<your MEMORY_MCP_DB_PATH>",
        "MEMORY_MCP_EMBEDDING_MODEL": "<your MEMORY_MCP_EMBEDDING_MODEL>"
      }
    }
  }
}

Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "hot-memory-mcp": {
      "command": "uvx",
      "args": [
        "hot-memory-mcp"
      ],
      "env": {
        "MEMORY_MCP_DB_PATH": "<your MEMORY_MCP_DB_PATH>",
        "MEMORY_MCP_EMBEDDING_MODEL": "<your MEMORY_MCP_EMBEDDING_MODEL>"
      }
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "hot-memory-mcp": {
      "command": "uvx",
      "args": [
        "hot-memory-mcp"
      ],
      "env": {
        "MEMORY_MCP_DB_PATH": "<your MEMORY_MCP_DB_PATH>",
        "MEMORY_MCP_EMBEDDING_MODEL": "<your MEMORY_MCP_EMBEDDING_MODEL>"
      }
    }
  }
}

Replace each placeholder with your own value before saving.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

Markdown

[![MCP Toplist](https://mcptoplist.com/badge/io.github.michael-denyer%2Fhot-memory-mcp.svg)](https://mcptoplist.com/server/io.github.michael-denyer%2Fhot-memory-mcp)

HTML

<a href="https://mcptoplist.com/server/io.github.michael-denyer%2Fhot-memory-mcp"><img src="https://mcptoplist.com/badge/io.github.michael-denyer%2Fhot-memory-mcp.svg" alt="MCP Toplist: Top 5% of 132,046" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

REGISTRIES

Listed on 3 registries

Official MCP

PulseMCP

Glama

ORGANIZATION

michael-denyer

Organization

michael-denyer

Servers in org

Versions across org

VERSIONS

Available versions (11)

Version	Published
0.8.0	Jul 2, 2026
0.7.3	Jan 24, 2026
0.7.0	Jan 23, 2026
0.6.3	Jan 23, 2026
0.5.16	Jan 23, 2026
0.5.10	Jan 23, 2026
0.5.2	Jan 22, 2026
0.4.3	Jan 21, 2026
0.4.2	Jan 21, 2026
0.4.1	Jan 21, 2026
0.1.0	Nov 25, 2024

FAQ

Frequently asked questions

Who maintains Hot Memory MCP?: Hot Memory MCP is maintained by michael-denyer, which publishes 1 MCP server (11 total versions) tracked on MCP Toplist.
Is Hot Memory MCP listed on the Official MCP Registry?: Yes — Hot Memory MCP is listed on the Official MCP Registry, alongside PulseMCP and Glama.
How many versions does Hot Memory MCP have?: MCP Toplist tracks 11 versions of Hot Memory MCP, most recently published on Jul 2, 2026.
Where can I find the source code for Hot Memory MCP?: The source code for Hot Memory MCP is hosted at github.com/michael-denyer/memory-mcp.

Used in projects

Do you run this server?

Add to a project

Community projects list the MCP servers behind real agents and apps. Publish yours and this page will link to it.

EXPLORE

All MCP Servers Official MCP Servers GitHub MCP Servers Best MCP Servers Most Active MCP Servers New MCP Servers Best New MCP Servers