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Geo Score

by · github.com/jianruntech/geo-score

Can AI engines cite your site, and do they? Free 0–100 readiness score on an open GEO rubric, plus citation tracking via the OpenAI, Perplexity, Gemini and Claude APIs with your own keys. Zero dependencies, MCP server.

Unclaimed aeoai-searchai-visibilityanswer-engine-optimizationchatgptclaude-codeclaude-skillcligenerative-engine-optimizationgeogithub-actionllmllm-citationsllms-txtmcp-serverperplexityrubricseosite-auditstructured-data
InstallView source
52Fair

Scored 20 days ago · breakdown

About Geo Score

Geo Score is an MCP server published by jianruntech in the Search category: can AI engines cite your site, and do they? Free 0–100 readiness score on an open GEO rubric, plus citation tracking via the OpenAI, Perplexity, Gemini and Claude APIs with your own keys. Zero dependencies, MCP server.

The repository has 488 stars and 0 forks, with the last commit 5 days ago. Recent commit activity is the strongest signal that reported issues will get attention.

Install

From source
git clone https://github.com/jianruntech/geo-score

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

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Security checks

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Releases

v1.8.2geo-score 1.8.2 · 12 Oct 2026Added Round 0 of the preregistered study has its frozen sample.** The sampling run scored the 272 candidates with 1.8.1 (230 scored, 42 not), and the recorded draw kept 16 categories and 83 sites (`benchmark/prereg/round0/sample.json`,…
v1.8.1geo-score 1.8.1 · 12 Oct 2026Added Reproducibility is re-measured with the current tool.** On 2026-10-12, 1.8.0 scored the whole list three times the same day from one vantage (a Vercel Sandbox in iad1), the third run re-reading the first run's pages. On the 317 sites…
v1.8.0geo-score 1.8.0 · 5 Oct 2026Added How much of the answer your pages support, beside the cited rate.** Where a provider documents where each citation sits, every answer now records it (`spans`: start, end, URLs and kind, character offsets into the answer as saved, at…
v1.7.1geo-score 1.7.1 · 4 Oct 2026Fixed A run started at one page no longer reads its site navigation as no links.** The server-HTML links observation (new in 1.7.0) kept only links inside the path the run was given, so `geo_score.py example.com/product` counted 0 links on…
v1.7.0geo-score 1.7.0 · 4 Oct 2026Added `engines[].timeout`.** Seconds to wait for one engine's answer, 10 to 600 (default 120), for a slow endpoint or a model that searches and reasons at length. A timed-out request is still not retried. "What the engines searched for"…
Questions

About Geo Score

How do I install Geo Score?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is Geo Score safe to use with an AI agent?

Its trust score is 52 out of 100 (fair). Conduid hasn't run static security checks on this repository yet, so review the source yourself before granting it credentials. It has no ConduID identity yet, so agent calls to it are not receipted.

Is Geo Score still maintained?

Yes — the latest release is v1.8.2 (12 Oct 2026), and the last commit was 5 days ago. The repository has 488 stars.