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FastMCP server for surgical queries against a vault knowledge graph (NetworkX no MCP server

by adelaidasofia·io.github.adelaidasofia/graph-query-mcp·v0.1.0·2 stars
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FastMCP server for surgical queries against a vault knowledge graph (NetworkX node-link JSON).…

A88/100grade A
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Safety scan
A88/100

full report

Adoption
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2 stars

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Nobody has reviewed FastMCP server for surgical queries against a vault knowledge graph (NetworkX no yet.

If you have run it, two minutes of your experience saves the next person an afternoon.

FastMCP server for surgical queries against a vault knowledge graph (NetworkX no tools

No tool declarations could be read from the package source. They show once the server is installed.

Public scan report

scanner v0.1.9 · 2026-09-27 · same rubric, same numbers if you re-run it

no findings
  • –Code scanpackage could not be scannedn/a
  • –Live reliabilityno gateway calls yet and no remote to proben/a
  • –Tool poisoningtools not inspected (local package is not executed); not countedn/a
  • Auth qualitylocal package, no credentials required12/15
  • Maintenancelast push 18 days ago15/15
  • Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10
Overall 88/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How FastMCP server for surgical queries against a vault knowledge graph (NetworkX no compares

Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
88/100
higher than 75% of 48,273 servers
GitHub stars
2
more than 75% of 28,534 servers

Install FastMCP server for surgical queries against a vault knowledge graph (NetworkX no in Claude Code, Cursor or VS Code

The registry entry has no remote endpoint or installable package.

What the publisher says

From the FastMCP server for surgical queries against a vault knowledge graph (NetworkX no repository's README, as published. We do not edit it. Read it on GitHub

graph-query-mcp

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Surgical queries against an Obsidian / vault knowledge graph. Loads a graph.json (NetworkX node-link format) once at startup and answers targeted questions without making Claude read a 50K-line graph report.

Designed to pair with graphify (the graph-building skill in ai-brain-starter), but the server accepts any graph in NetworkX node-link JSON. Supports up to two scopes (primary + secondary, e.g. personal + team).

Why use this

If you've already run graphify on a vault, you've got a graph.json and a GRAPH_REPORT.md. Reading the full report into Claude burns thousands of tokens for every question. This MCP loads the graph once at startup, answers in <50ms, and never spills the whole graph into context.

Tools

Scope defaults to personal; pass scope="onde" (or whatever secondary scope name you've configured) for the second graph.

Configuration

Two env vars, both optional:

ONDEGRAPHJSONPATH is also accepted as a backward-compat alias for SECONDARYGRAPHJSONPATH.

If a path doesn't exist at startup, the server logs a warning and the tools return a friendly error when that scope is queried. The server still starts — a missing secondary graph never blocks the primary.

Install

Open Claude Code, paste:

/plugin marketplace add adelaidasofia/graph-query-mcp /plugin install graph-query-mcp@graph-query-mcp

Legacy install

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

FastMCP server for surgical queries against a vault knowledge graph (NetworkX no: common questions

Is FastMCP server for surgical queries against a vault knowledge graph (NetworkX no MCP server safe?
Yes, by our scan: it is graded A (88/100). Read the FastMCP server for surgical queries against a vault knowledge graph (NetworkX no safety report
Does FastMCP server for surgical queries against a vault knowledge graph (NetworkX no need an API key?
No secret keys are declared. It reads 1 setting from the environment.
Is FastMCP server for surgical queries against a vault knowledge graph (NetworkX no maintained?
The last commit was 54 days ago (2026-09-09). The latest release is v0.1.0.
What can I use instead of FastMCP server for surgical queries against a vault knowledge graph (NetworkX no?
Servers from other publishers that do the same job: Codebase Memory MCP server and Neo4j Memory MCP server.
How does FastMCP server for surgical queries against a vault knowledge graph (NetworkX no compare with other MCP servers?
safety score 88/100 (higher than 75% of 48,273 servers); github stars 2 (more than 75% of 28,534 servers). Full comparison.

Alternatives to FastMCP server for surgical queries against a vault knowledge graph (NetworkX no

Same job from other publishers: the closest match first, then the best rated.

  • Codebase Memory
    Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
    C
  • Neo4j Memory
    MCP Neo4j Knowledge Graph Memory Server
    A

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