SERVER

GraphPilot

Rank #25,577

io.github.graphpilot-oss/graphpilot

Structural memory for coding agents: callers, callees, blast radius and symbols over MCP.

1 version
17 GitHub stars
by graphpilot-oss (1 servers)View repository ↗
Listed & last published
Jun 5, 2026
PURPOSE

What you can do with GraphPilot

GraphPilot is a Model Context Protocol (MCP) server published by graphpilot-oss. It ranks #25,577 of 150,963 active servers on MCP Toplist, and its repository has 17 GitHub stars. GraphPilot is listed across 4 registries — Official MCP, mcp.so, Glama and PulseMCP, with 1 tracked version. It was first listed on Jun 5, 2026 and most recently updated on Jun 5, 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 GraphPilot 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 GraphPilot

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 22, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config
  • GRAPHPILOT_ROOT · optional
INSTALLATION AND FIRST TASK

Connect GraphPilot and confirm it works

npm package
claude mcp add graphpilot -e "GRAPHPILOT_ROOT=<your GRAPHPILOT_ROOT>" -- npx -y @graphpilot-oss/graphpilot mcp

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.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Jun 5, 2026
Latest version published
Jun 5, 2026
Version history
1 version tracked (below)
Requirements evidence
Declared by Glama, last synced Oct 22, 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 22, 2026
Registry sightings

Do you maintain GraphPilot? to correct or enrich this profile.

VERSIONS

Available versions (1)

VersionPublished
1.0.1Jun 5, 2026
STANDING
#25,577of 150,963 active serversTop 25%

Ranks ahead of 125,386 of 150,963 servers on MCP Toplist.

Recent momentum
+10GitHub stars since Jun 1 (+143%)
BADGE

Show your rank

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

MCP Toplist: Top 25% of 150,963
Markdown
[![MCP Toplist](https://mcptoplist.com/badge/io.github.graphpilot-oss%2Fgraphpilot.svg)](https://mcptoplist.com/server/io.github.graphpilot-oss%2Fgraphpilot)
HTML
<a href="https://mcptoplist.com/server/io.github.graphpilot-oss%2Fgraphpilot"><img src="https://mcptoplist.com/badge/io.github.graphpilot-oss%2Fgraphpilot.svg" alt="MCP Toplist: Top 25% of 150,963" /></a>

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

FAQ

Frequently asked questions

Who maintains GraphPilot?
GraphPilot is maintained by graphpilot-oss, which publishes 1 MCP server (1 total version) tracked on MCP Toplist.
Is GraphPilot listed on the Official MCP Registry?
Yes — GraphPilot is listed on the Official MCP Registry, alongside mcp.so, Glama and PulseMCP.
How many versions does GraphPilot have?
MCP Toplist tracks 1 version of GraphPilot, most recently published on Jun 5, 2026.
Where can I find the source code for GraphPilot?
The source code for GraphPilot is hosted at github.com/graphpilot-oss/graphpilot.
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