SERVER

Local Memory

Rank #4,802

io.github.studiomeyer-io/local-memory-mcp

Persistent local AI memory. SQLite + FTS5 + vector search, knowledge graph. No cloud, no API keys.

5 versions

14 GitHub stars

by studiomeyer-io (25 servers)View repository ↗

First listed

Apr 18, 2026

Last publish date

Aug 9, 2026

PURPOSE

What you can do with Local Memory

Local Memory is a Model Context Protocol (MCP) server published by studiomeyer-io. It ranks #4,802 of 144,396 active servers on MCP Toplist, and its repository has 14 GitHub stars. Local Memory is listed across 4 registries — Official MCP, Glama, PulseMCP and mcp.so, with 5 tracked versions. It was first listed on Apr 18, 2026 and most recently updated on Aug 9, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What Local Memory can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using Local Memory

DeclaredNo credentialsNo credentials declared

The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.

Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

MEMORY_DB_PATH · optional
MEMORY_EMBED_DISABLED · optional
MEMORY_EMBED_MODEL · optional
MEMORY_EMBED_CACHE_DIR · optional

INSTALLATION AND FIRST TASK

Connect Local Memory and confirm it works

npm package

claude mcp add local-memory-mcp -e "MEMORY_DB_PATH=<your MEMORY_DB_PATH>" -e "MEMORY_EMBED_DISABLED=<your MEMORY_EMBED_DISABLED>" -e "MEMORY_EMBED_MODEL=<your MEMORY_EMBED_MODEL>" -e "MEMORY_EMBED_CACHE_DIR=<your MEMORY_EMBED_CACHE_DIR>" -- npx -y @studiomeyer/local-memory-mcp

Replace each placeholder with your own value before saving.

npm package

[mcp_servers.local-memory-mcp]
command = "npx"
args = ["-y", "@studiomeyer/local-memory-mcp"]

[mcp_servers.local-memory-mcp.env]
MEMORY_DB_PATH = "<your MEMORY_DB_PATH>"
MEMORY_EMBED_DISABLED = "<your MEMORY_EMBED_DISABLED>"
MEMORY_EMBED_MODEL = "<your MEMORY_EMBED_MODEL>"
MEMORY_EMBED_CACHE_DIR = "<your MEMORY_EMBED_CACHE_DIR>"

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

npm package

{
  "mcpServers": {
    "local-memory-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@studiomeyer/local-memory-mcp"
      ],
      "env": {
        "MEMORY_DB_PATH": "<your MEMORY_DB_PATH>",
        "MEMORY_EMBED_DISABLED": "<your MEMORY_EMBED_DISABLED>",
        "MEMORY_EMBED_MODEL": "<your MEMORY_EMBED_MODEL>",
        "MEMORY_EMBED_CACHE_DIR": "<your MEMORY_EMBED_CACHE_DIR>"
      }
    }
  }
}

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

npm package

{
  "mcpServers": {
    "local-memory-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@studiomeyer/local-memory-mcp"
      ],
      "env": {
        "MEMORY_DB_PATH": "<your MEMORY_DB_PATH>",
        "MEMORY_EMBED_DISABLED": "<your MEMORY_EMBED_DISABLED>",
        "MEMORY_EMBED_MODEL": "<your MEMORY_EMBED_MODEL>",
        "MEMORY_EMBED_CACHE_DIR": "<your MEMORY_EMBED_CACHE_DIR>"
      }
    }
  }
}

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

npm package

{
  "servers": {
    "local-memory-mcp": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@studiomeyer/local-memory-mcp"
      ],
      "env": {
        "MEMORY_DB_PATH": "<your MEMORY_DB_PATH>",
        "MEMORY_EMBED_DISABLED": "<your MEMORY_EMBED_DISABLED>",
        "MEMORY_EMBED_MODEL": "<your MEMORY_EMBED_MODEL>",
        "MEMORY_EMBED_CACHE_DIR": "<your MEMORY_EMBED_CACHE_DIR>"
      }
    }
  }
}

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

npm package

{
  "mcpServers": {
    "local-memory-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@studiomeyer/local-memory-mcp"
      ],
      "env": {
        "MEMORY_DB_PATH": "<your MEMORY_DB_PATH>",
        "MEMORY_EMBED_DISABLED": "<your MEMORY_EMBED_DISABLED>",
        "MEMORY_EMBED_MODEL": "<your MEMORY_EMBED_MODEL>",
        "MEMORY_EMBED_CACHE_DIR": "<your MEMORY_EMBED_CACHE_DIR>"
      }
    }
  }
}

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

npm package

{
  "mcpServers": {
    "local-memory-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@studiomeyer/local-memory-mcp"
      ],
      "env": {
        "MEMORY_DB_PATH": "<your MEMORY_DB_PATH>",
        "MEMORY_EMBED_DISABLED": "<your MEMORY_EMBED_DISABLED>",
        "MEMORY_EMBED_MODEL": "<your MEMORY_EMBED_MODEL>",
        "MEMORY_EMBED_CACHE_DIR": "<your MEMORY_EMBED_CACHE_DIR>"
      }
    }
  }
}

Replace each placeholder with your own value before saving.

First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

ALTERNATIVES

When to choose another server

Other servers by studiomeyer-io

View all studiomeyer-io servers →

No task-specific alternatives are catalogued for Local Memoryyet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed: Apr 18, 2026
Latest version published: Aug 9, 2026
Version history: 5 versions tracked (below)
Requirements evidence: Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
Profile checked: Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of: Oct 16, 2026

Registry sightings

Glama ↗listed since Apr 26, 2026 · still listed
PulseMCP ↗listed since Jun 26, 2026 · still listed
Official MCP ↗listed since Jul 24, 2026 · still listed
mcp.so ↗listed since Aug 26, 2026 · still listed

Do you maintain Local Memory? to correct or enrich this profile.

VERSIONS

Available versions (5)

Version	Published
2.4.3	Aug 9, 2026
2.4.2	Aug 1, 2026
2.4.1	Aug 1, 2026
2.4.0	Aug 1, 2026
2.3.1	Jun 22, 2026

STANDING

#4,802of 144,396 active serversTop 5%

Ranks ahead of 139,594 of 144,396 servers on MCP Toplist.

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.studiomeyer-io%2Flocal-memory-mcp.svg)](https://mcptoplist.com/server/io.github.studiomeyer-io%2Flocal-memory-mcp)

HTML

<a href="https://mcptoplist.com/server/io.github.studiomeyer-io%2Flocal-memory-mcp"><img src="https://mcptoplist.com/badge/io.github.studiomeyer-io%2Flocal-memory-mcp.svg" alt="MCP Toplist: Top 5% of 144,396" /></a>

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

FAQ

Frequently asked questions

Who maintains Local Memory?: Local Memory is maintained by studiomeyer-io, which publishes 25 MCP servers (45 total versions) tracked on MCP Toplist.
Is Local Memory listed on the Official MCP Registry?: Yes — Local Memory is listed on the Official MCP Registry, alongside Glama, PulseMCP and mcp.so.
How many versions does Local Memory have?: MCP Toplist tracks 5 versions of Local Memory, most recently published on Aug 9, 2026.
Where can I find the source code for Local Memory?: The source code for Local Memory is hosted at github.com/studiomeyer-io/local-memory-mcp.

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