SERVER

Graph-MIND

Rank #1,408

io.github.goyohan0611-png/graph-mind

Shared memory for Claude Code, Codex, Cursor, Gemini CLI and more, kept verbatim on your own PC.

43 versions
4 GitHub stars
by goyohan0611-png (1 servers)View repository ↗
First listed
Oct 8, 2026
Last publish date
Oct 20, 2026
PURPOSE

What you can do with Graph-MIND

Graph-MIND is a Model Context Protocol (MCP) server published by goyohan0611-png. It ranks #1,408 of 154,757 active servers on MCP Toplist, and its repository has 4 GitHub stars. Graph-MIND is listed across 2 registries — Official MCP and Glama, with 43 tracked versions. It was first listed on Oct 8, 2026 and most recently updated on Oct 20, 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 Graph-MIND 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 Graph-MIND

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 21, 2026. Not independently verified by MCP Toplist.

No runtime, credential or payment requirements are recorded for this server beyond the declaration above.

INSTALLATION AND FIRST TASK

Connect Graph-MIND and confirm it works

Python package (PyPI)
claude mcp add graph-mind -- uvx graph-mind-memory
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.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Oct 8, 2026
Latest version published
Oct 20, 2026
Version history
43 versions tracked (below)
Requirements evidence
Declared by Glama, last synced Oct 21, 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 21, 2026
Registry sightings

Do you maintain Graph-MIND? to correct or enrich this profile.

VERSIONS

Available versions (43)

0.1.0 · Oct 8, 20260.1.1 · Oct 8, 20260.1.2 · Oct 8, 20260.1.3 · Oct 8, 20260.1.4 · Oct 8, 20260.1.5 · Oct 8, 20260.2.0 · Oct 8, 20260.2.1 · Oct 8, 20260.3.0 · Oct 8, 20260.3.1 · Oct 8, 20260.3.2 · Oct 12, 20260.3.3 · Oct 12, 20260.3.4 · Oct 12, 20260.4.0 · Oct 12, 20260.5.0 · Oct 12, 20260.5.1 · Oct 12, 20260.5.2 · Oct 12, 20260.5.3 · Oct 12, 20260.5.4 · Oct 12, 20260.5.5 · Oct 12, 20260.6.0 · Oct 12, 20260.6.1 · Oct 12, 20260.6.2 · Oct 12, 20260.6.3 · Oct 12, 20260.6.4 · Oct 12, 20260.7.0 · Oct 13, 20260.8.0 · Oct 14, 20260.9.0 · Oct 16, 20260.9.1 · Oct 18, 20260.9.2 · Oct 18, 20260.9.3 · Oct 18, 20260.9.4 · Oct 19, 20260.9.5 · Oct 19, 20260.9.6 · Oct 19, 20260.9.7 · Oct 19, 20260.9.8 · Oct 19, 20260.9.9 · Oct 20, 20260.9.10 · Oct 20, 20260.9.11 · Oct 20, 20260.9.12 · Oct 20, 20260.9.13 · Oct 20, 20260.9.14 · Oct 20, 20260.9.15 · Oct 20, 2026Oct 8, 2026Oct 20, 2026
VersionPublished
0.9.15Oct 20, 2026
0.9.14Oct 20, 2026
0.9.13Oct 20, 2026
0.9.12Oct 20, 2026
0.9.11Oct 20, 2026
0.9.10Oct 20, 2026
0.9.9Oct 20, 2026
0.9.8Oct 19, 2026
0.9.7Oct 19, 2026
0.9.6Oct 19, 2026
0.9.5Oct 19, 2026
0.9.4Oct 19, 2026
0.9.3Oct 18, 2026
0.9.2Oct 18, 2026
0.9.1Oct 18, 2026
0.9.0Oct 16, 2026
0.8.0Oct 14, 2026
0.7.0Oct 13, 2026
0.6.4Oct 12, 2026
0.6.3Oct 12, 2026
0.6.2Oct 12, 2026
0.6.1Oct 12, 2026
0.6.0Oct 12, 2026
0.5.5Oct 12, 2026
0.5.4Oct 12, 2026
0.5.3Oct 12, 2026
0.5.2Oct 12, 2026
0.5.1Oct 12, 2026
0.5.0Oct 12, 2026
0.4.0Oct 12, 2026
0.3.4Oct 12, 2026
0.3.3Oct 12, 2026
0.3.2Oct 12, 2026
0.3.1Oct 8, 2026
0.3.0Oct 8, 2026
0.2.1Oct 8, 2026
0.2.0Oct 8, 2026
0.1.5Oct 8, 2026
0.1.4Oct 8, 2026
0.1.3Oct 8, 2026
0.1.2Oct 8, 2026
0.1.1Oct 8, 2026
0.1.0Oct 8, 2026
STANDING
#1,408of 154,757 active serversTop 1%

Ranks ahead of 153,349 of 154,757 servers on MCP Toplist.

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Show your rank

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MCP Toplist: Top 1% of 154,757
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HTML
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FAQ

Frequently asked questions

Who maintains Graph-MIND?
Graph-MIND is maintained by goyohan0611-png, which publishes 1 MCP server (43 total versions) tracked on MCP Toplist.
Is Graph-MIND listed on the Official MCP Registry?
Yes — Graph-MIND is listed on the Official MCP Registry, alongside Glama.
How many versions does Graph-MIND have?
MCP Toplist tracks 43 versions of Graph-MIND, most recently published on Oct 20, 2026.
Where can I find the source code for Graph-MIND?
The source code for Graph-MIND is hosted at github.com/goyohan0611-png/graph-mind.
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