Mmcp.market

geo-score MCP server

by jianruntech·io.github.jianruntech/geo-score·v1.8.2·460 stars
No reviews yet

Free 0-100 score: can AI engines cite a site? Plus citation checks with your own API keys.

B82/100grade B
Write a reviewInstall
What users say
No reviews yet
Be the first
Safety scan
B82/100

full report

Adoption
Established

460 stars171 downloads/wk

Reviews

Write one

Nobody has reviewed geo-score yet.

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

geo-score tools

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

Public scan report

scanner v0.1.10 · 2026-10-12 · same rubric, same numbers if you re-run it

no findings
  • Code scan3 source files scanned25/25
  • –Live reliabilityno gateway calls yet and no remote to proben/a
  • –Tool poisoningtools not inspected (local package is not executed); not countedn/a
  • Auth qualitystatic API keys via environment variables6/15
  • Maintenancelast push 0 days ago15/15
  • Maintainer identityregistry namespace matches repository owner7/10
Overall 82/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

Install geo-score in Claude Code, Cursor or VS Code

claude mcp add geo-score -- uvx geo-score
Add to Cursor

What the publisher says

From the geo-score repository's README, as published. We do not edit it. Read it on GitHub

English · 简体中文

<!-- mcp-name: io.github.jianruntech/geo-score -->

geo-score

Can AI engines cite your site? A free 0–100 score from one command. Do they? Check through their APIs with your own keys.

Score (free, no key) → Ask one question (your API keys) → Watch a question set every week (your API keys).

Three levels, one tool · the citation half is never added to the score.

curl -sL https://raw.githubusercontent.com/jianruntech/geo-score/v1.8.2/cli/geo_score.py \
  | python3 - stripe.com --brief

Recorded with geo-score 1.1.0 on 2026-09-09. A run with 1.2.0 on 2026-09-27 read 72.

One command. Every check, and what the next tier needs. The report says how long its run took.

Full output — every check, and what the next tier asks for (--explain adds the evidence)

AIV READINESS  https://stripe.com
──────────────────────────────────────────────────────────────────────────
  72 / 100   Solid
  11 points to Leading

  Reachable 13/15
   ◐ Crawlers allowed in robots.txt   ███████████░░░░░░░  3/5
   ✓ Reachable to retrieval agents    ██████████████████  5/5
   ✓ Main content server-rendered     ██████████████████  5/5
  Understandable 17/22
   ◐ Sitemap discoverable and fresh   █████████░░░░░░░░░  2/4
   ✓ llms.txt present and structured  ██████████████████  5/5
   ✓ Organization + WebSite schema    ██████████████████  6/6
   ✗ BreadcrumbList on nested pages   ░░░░░░░░░░░░░░░░░░  0/3
   ✓ Page-type schema (Product, FAQ…) ██████████████████  4/4
  Content Citability 21/35
   ✓ Self-contained answer passages   ██████████████████  9/9
   ◐ Headings match how people ask    ████████░░░░░░░░░░  3/7
   ◐ Freshness signal present         █████████░░░░░░░░░  3/6
   ◐ Statistics carry a source        ████████░░░░░░░░░░  3/7
   ◐ Named, verifiable authorship     █████████░░░░░░░░░  3/6
  Brand Credibility 9/10
   ⊘ Third-party listings             ··················   —
   ⊘ Independent mentions             ··················   —
   ✓ Knowledge-graph entity

Shortened. The full README is on GitHub.

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

geo-score: common questions

Is geo-score MCP server safe?
Mostly: it is graded B (82/100). Read the geo-score safety report
How do I install geo-score?
It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does geo-score need an API key?
Yes. The registry entry asks for OPENAI_API_KEY, PERPLEXITY_API_KEY, GEMINI_API_KEY, ANTHROPIC_API_KEY and 1 more.
Is geo-score maintained?
The last commit was in the last day (2026-10-12). The latest release is v1.8.2.
What can I use instead of geo-score?
Servers from other publishers that do the same job: SurfacedBy AI Visibility & GEO Audit MCP server, Decodo MCP server and Nslookup MCP server. Compare all geo-score alternatives.

Alternatives to geo-score

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

All geo-score alternatives →
  • SurfacedBy AI Visibility & GEO Audit
    Free AI visibility and GEO audit: see what AI reads on your site and whether its answers cite you.
    A
  • Decodo
    Enable your AI agents to scrape and parse web content dynamically, including geo-restricted sites
    A
  • Nslookup
    DNS lookups, health reports, SSL certs, security scans, GEO scoring, uptime checks
    B
  • Presidio Hardened Ikigov Assess
    IKI-Gov AI governance assessment: score AI use cases, check quality gates G0-G5, map to EU AI Act.
    A
  • Optifeed Radar
    AI visibility checker: does AI recommend your brand? GEO/AEO, runs locally, BYO keys. CLI + MCP.
    B

More from jianruntech →