SERVER

mcp-memory-graph

Rank #21,291

io.github.YonasValentin/mcp-memory-graph

Local-first memory for Claude Code and any MCP client: hybrid search + knowledge graph, $0/token.

26 versions

2 GitHub stars

by yonasvalentin (2 servers)View repository ↗

First listed

Jun 11, 2026

Last publish date

Jul 6, 2026

PURPOSE

What you can do with mcp-memory-graph

mcp-memory-graph is a Model Context Protocol (MCP) server published by yonasvalentin. It ranks #21,291 of 167,945 active servers on MCP Toplist, and its repository has 2 GitHub stars. mcp-memory-graph is listed across 3 registries — Official MCP, PulseMCP and Glama, with 26 tracked versions. It was first listed on Jun 11, 2026 and most recently updated on Jul 6, 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 mcp-memory-graph 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 mcp-memory-graph

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 the Official MCP Registry, last synced Nov 3, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

MCP_MEMORY_DB_PATH · optional
MCP_MEMORY_MODEL · optional

INSTALLATION AND FIRST TASK

Connect mcp-memory-graph and confirm it works

npm package

claude mcp add mcp-memory-graph -e "MCP_MEMORY_DB_PATH=<your MCP_MEMORY_DB_PATH>" -e "MCP_MEMORY_MODEL=<your MCP_MEMORY_MODEL>" -- npx -y mcp-memory-graph

Replace each placeholder with your own value before saving.

npm package

[mcp_servers.mcp-memory-graph]
command = "npx"
args = ["-y", "mcp-memory-graph"]

[mcp_servers.mcp-memory-graph.env]
MCP_MEMORY_DB_PATH = "<your MCP_MEMORY_DB_PATH>"
MCP_MEMORY_MODEL = "<your MCP_MEMORY_MODEL>"

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

npm package

{
  "mcpServers": {
    "mcp-memory-graph": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-memory-graph"
      ],
      "env": {
        "MCP_MEMORY_DB_PATH": "<your MCP_MEMORY_DB_PATH>",
        "MCP_MEMORY_MODEL": "<your MCP_MEMORY_MODEL>"
      }
    }
  }
}

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

npm package

{
  "mcpServers": {
    "mcp-memory-graph": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-memory-graph"
      ],
      "env": {
        "MCP_MEMORY_DB_PATH": "<your MCP_MEMORY_DB_PATH>",
        "MCP_MEMORY_MODEL": "<your MCP_MEMORY_MODEL>"
      }
    }
  }
}

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

npm package

{
  "servers": {
    "mcp-memory-graph": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "mcp-memory-graph"
      ],
      "env": {
        "MCP_MEMORY_DB_PATH": "<your MCP_MEMORY_DB_PATH>",
        "MCP_MEMORY_MODEL": "<your MCP_MEMORY_MODEL>"
      }
    }
  }
}

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

npm package

{
  "mcpServers": {
    "mcp-memory-graph": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-memory-graph"
      ],
      "env": {
        "MCP_MEMORY_DB_PATH": "<your MCP_MEMORY_DB_PATH>",
        "MCP_MEMORY_MODEL": "<your MCP_MEMORY_MODEL>"
      }
    }
  }
}

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

npm package

{
  "mcpServers": {
    "mcp-memory-graph": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-memory-graph"
      ],
      "env": {
        "MCP_MEMORY_DB_PATH": "<your MCP_MEMORY_DB_PATH>",
        "MCP_MEMORY_MODEL": "<your MCP_MEMORY_MODEL>"
      }
    }
  }
}

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 yonasvalentin

Design Inspiration MCP Server#33,112

View all yonasvalentin servers →

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

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed: Jun 11, 2026
Latest version published: Jul 6, 2026
Version history: 26 versions tracked (below)
Requirements evidence: Declared by the Official MCP Registry, last synced Nov 3, 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: Aug 31, 2026

Registry sightings

PulseMCP ↗listed since Jun 15, 2026 · still listed
Official MCP ↗listed since Jun 16, 2026 · still listed
Glama ↗listed since Jun 21, 2026 · delisted, last seen Aug 7, 2026

Do you maintain mcp-memory-graph? to correct or enrich this profile.

VERSIONS

Available versions (26)

Version	Published
2.10.3	Jul 6, 2026
2.10.2	Jun 23, 2026
2.10.1	Jun 18, 2026
2.10.0	Jun 18, 2026
2.9.1	Jun 18, 2026
2.9.0	Jun 18, 2026
2.8.0	Jun 18, 2026
2.7.6	Jun 18, 2026
2.7.5	Jun 18, 2026
2.7.4	Jun 18, 2026
2.7.3	Jun 17, 2026
2.7.2	Jun 17, 2026
2.7.1	Jun 17, 2026
2.7.0	Jun 17, 2026
2.6.4	Jun 16, 2026
2.6.3	Jun 16, 2026
2.6.2	Jun 16, 2026
2.6.1	Jun 16, 2026
2.6.0	Jun 16, 2026
2.5.4	Jun 15, 2026
2.5.3	Jun 15, 2026
2.5.2	Jun 15, 2026
2.5.1	Jun 15, 2026
2.5.0	Jun 15, 2026
2.4.0	Jun 15, 2026
2.3.1	Jun 11, 2026

STANDING

#21,291of 167,945 active serversTop 25%

Ranks ahead of 146,654 of 167,945 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.YonasValentin%2Fmcp-memory-graph.svg)](https://mcptoplist.com/server/io.github.YonasValentin%2Fmcp-memory-graph)

HTML

<a href="https://mcptoplist.com/server/io.github.YonasValentin%2Fmcp-memory-graph"><img src="https://mcptoplist.com/badge/io.github.YonasValentin%2Fmcp-memory-graph.svg" alt="MCP Toplist: Top 25% of 167,945" /></a>

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

FAQ

Frequently asked questions

Who maintains mcp-memory-graph?: mcp-memory-graph is maintained by yonasvalentin, which publishes 2 MCP servers (26 total versions) tracked on MCP Toplist.
Is mcp-memory-graph listed on the Official MCP Registry?: Yes — mcp-memory-graph is listed on the Official MCP Registry, alongside PulseMCP and Glama.
How many versions does mcp-memory-graph have?: MCP Toplist tracks 26 versions of mcp-memory-graph, most recently published on Jul 6, 2026.
Where can I find the source code for mcp-memory-graph?: The source code for mcp-memory-graph is hosted at github.com/yonasvalentin/mcp-memory-graph.

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