geo-score

Name: geo-score
Author: jianruntech

by jianruntechversion 1.8.3i★ –iRuns on your computer

Registry nameio.github.jianruntech/geo-score

Install

Overview

Description from the maker (original English)

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

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

User voiceiNo reviews yetReviews open together with accounts in a later step
Our basic checksi1 of 1 passedChecked from public information; code not scanned yet
UsageiNot measured yet★ –

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

Connection: Runs on your computer
Transport: stdio
Category: Other
You need to fill in: OPENAI_API_KEY, PERPLEXITY_API_KEY, GEMINI_API_KEY, ANTHROPIC_API_KEY, OPENROUTER_API_KEY

Install

Pick the AI app you use, then copy the settings.

Before you install

Basic checks: 1 of 1 passed
Runs on your computer with your user’s permissions (files, network, apps).
You fill in yourself: OPENAI_API_KEY, PERPLEXITY_API_KEY, GEMINI_API_KEY, ANTHROPIC_API_KEY, OPENROUTER_API_KEY, GEO_SCORE_WATCH_CONFIG

Values marked secret are keys to your account. Never share them or paste them into a chat.

You need

PyPIPython’s uv installed (for the uvx command)

Which app do you use?

ClaudeClaude CodeCursorVS CodeChatGPT

Pick your app above. We remember it, so next time the button says “Install in …”.

Download the maker’s .mcpb file

The link goes to the maker’s own file; we do not host or repackage it. Open the file and Claude Desktop installs it.

Run this in your terminal

claude mcp add geo-score --env OPENAI_API_KEY=your-value --env PERPLEXITY_API_KEY=your-value --env GEMINI_API_KEY=your-value --env ANTHROPIC_API_KEY=your-value --env OPENROUTER_API_KEY=your-value --env GEO_SCORE_WATCH_CONFIG=your-value -- uvx geo-score mcp

Fill in the empty values before running it.

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "geo-score": {
      "command": "uvx",
      "args": [
        "geo-score",
        "mcp"
      ],
      "env": {
        "OPENAI_API_KEY": "your-value",
        "PERPLEXITY_API_KEY": "your-value",
        "GEMINI_API_KEY": "your-value",
        "ANTHROPIC_API_KEY": "your-value",
        "OPENROUTER_API_KEY": "your-value",
        "GEO_SCORE_WATCH_CONFIG": "your-value"
      }
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "geo-score": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "geo-score",
        "mcp"
      ],
      "env": {
        "OPENAI_API_KEY": "your-value",
        "PERPLEXITY_API_KEY": "your-value",
        "GEMINI_API_KEY": "your-value",
        "ANTHROPIC_API_KEY": "your-value",
        "OPENROUTER_API_KEY": "your-value",
        "GEO_SCORE_WATCH_CONFIG": "your-value"
      }
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.

Your choice stays on this device in a cookie; no account needed.

Values you fill in

OPENAI_API_KEY secret env
Optional. OpenAI key; enables ask and run on that engine.
PERPLEXITY_API_KEY secret env
Optional. Perplexity key; enables ask and run on that engine.
GEMINI_API_KEY secret env
Optional. Gemini (Google AI Studio) key; enables ask and run on that engine.
ANTHROPIC_API_KEY secret env
Optional. Anthropic key; enables ask and run on that engine.
OPENROUTER_API_KEY secret env
Optional. OpenRouter key; enables ask and run on that engine.
GEO_SCORE_WATCH_CONFIG env
Optional. Path to geo-score-watch.json for run, list_runs, report and diff.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026

✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account jianruntech, which owns the repo
… Not checked yet
Still maintained
We have not read this repo from GitHub yet
… Not checked yet
Has a licence
We have not read this repo from GitHub yet
– Not applicable
Endpoint responds
This one runs on your computer; there is no internet endpoint
– Not applicable
Sign-in with OAuth
Runs on your computer and uses local settings instead
… Not checked yet
No hidden instructions in tool descriptions
Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Otheri

More stars than 0% of the other 32655 servers in this category
Published to the registry more recently than 62% of the other 32655 servers in this category
Basic checks equal to or better than 100% of the other 32655 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is geo-score safe?

It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

You need to fill in: OPENAI_API_KEY, PERPLEXITY_API_KEY, GEMINI_API_KEY, ANTHROPIC_API_KEY, OPENROUTER_API_KEY

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed –, and the latest version (1.8.3) reached the registry 23 days ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv), MCPB on your computer.

What can I use instead?

In the same category: Spec Driven Development, Remote Desktop Commander, SuperCollider

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README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

English · 简体中文

geo-score

geo-score is an open-source AI visibility (GEO) scorer for websites, by Jianrun Tech (见润科技). Formerly geo-watch: geo-watch merged into geo-score in 1.2.0 and lives on as its levels 2 and 3. Website, docs and a free online check: geo-score.dev.

geo-score in 60 seconds

One command, a 0–100 score, the three gates, the gaps worth fixing first, and why every point can be re-checked.

https://github.com/user-attachments/assets/2270314f-446a-4c2d-b27f-11e1f6d66ff8

*English · 60 seconds · Chinese version*

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

geo-score scores a website from 0 to 100 on whether AI answer engines can reach it, parse it, trust it and cite it, against a published, versioned rubric that anyone can recompute. Then, with your own API keys, it asks the engines the questions your buyers ask and records whom the answers cite. The score is free and needs nothing installed; the citation results are reported beside it and never added to it.

Quick start · Screenshots · What it checks · How accurate is it? · Docs · Website · Changelog · Public leaderboard

Version: the current release is geo-score==1.8.3 on PyPI, with its tag,

wheel and checksums on GitHub Releases; what changed is in the

changelog. Every install line on this page is pinned to that release (scripts/release.py --bump

moves them together), so the tool you run is the one these pages describe. The rubric is versioned separately, and

v1.1 is current. main can run ahead of the release: for CI and client work, use the pinned release.

❤️ Sponsors

Want to appear here? · Sponsorship never affects the rubric, any score, the public

leaderboard or the technical recommendations in these docs.

Click to collapse

Thanks to CCSub for sponsoring this project! CCSub is an AI API relay platform: one API key for Claude, GPT, Gemini and DeepSeek models, compatible with Claude Code, Codex, Cursor and other coding tools. Register via this link .

Sponsors have not been tested for geo-score's citation measurements (levels 2 and 3). Those need each engine's own search-enabled API, and a relay may not pass web search and citations through unchanged.

What problem it solves

GEO means Generative Engine Optimization — getting cited by ChatGPT, Perplexity,

Google AI Overviews, Gemini and Copilot. Nothing to do with geography or maps.

An answer engine quotes passages from sources it can reach, parse and trust. The reasons a site is left out are often small and invisible from a browser: a robots.txt line that turns a retrieval crawler away, a page whose text only exists after JavaScript runs, figures with no source. geo-score finds which of these a site has and what each one is worth, then checks whether the engines cite it, in three levels:

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

Three levels, one tool

Level	What it answers	Needs	Command
1 · Score	Can AI engines reach, parse, trust and cite the site? 0–100 against the open rubric	Nothing: no key, no install	`geo_score.py stripe.com`
2 · Ask	Right now, for a question you care about, do they cite it?	An API key for any of OpenAI, Perplexity, Gemini, Anthropic, OpenRouter	`geo_score.py stripe.com --ask "payments API for marketplaces"`
3 · Watch	How often are you cited, against which competitors and sources, week over week?	Your API keys and a fixed question list	`geo_score.py watch run`

flowchart LR

S[Your site] --> L1["Level 1 · Score free, no key"] L1 --> R["0–100 readiness 5 pillars · 3 gates · biggest gaps"] Q[Questions your buyers ask] --> L2["Level 2 · Ask one question, your API keys"] Q --> L3["Level 3 · Watch a fixed question set, every week"] L2 --> C["Who the answers cite you · competitors · third-party pages"] L3 --> C R -. reported side by side, never summed .- C

Level 1 is the score. Levels 2 and 3 measure the outcome the rubric keeps out of the score on purpose (two scores, never one): they are reported next to the 100 and never summed into it. A site can score 90 and still lose every answer to a competitor with more third-party coverage, and the reverse also happens, which is why you want both.

Why this is a different question from SEO

Classic SEO asks *where do I rank*. Answer engines don't rank — they retrieve passages, decide whether a source is worth quoting, and cite it. Different question, different failure modes: a site can sit at position 3 on Google and never be quoted. Because engines retrieve passages, this rubric gives Content Citability the most weight. That is a design choice, not a measured effect: the evidence for how much passage shape matters is thin, and the evidence table says where.

Most of what the rubric checks is mechanical and cheap to fix — a robots.txt line, a JSON-LD block, a date in a template, a paragraph rewritten so it stands on its own. The hard part is knowing which of them you are missing, and what each one is worth.

Two guides start here: can ChatGPT read your website?, a check you can do by hand and then with geo-score, and how geo-score differs from a general AI SEO skill.

Screenshots

Every image shows real output, captured for this page.

Level 1 in a terminal. geo_score.py jianruntech.com (the maintainer's own site), run with geo-score 1.8.3 on 2026-10-17; the output with its colours, rendered to an image. Cut before the observations outside the score.

The GitHub Action's job summary for the same report: the Markdown action/summary.py writes, rendered by GitHub's Markdown API. Cut after the check table.

The public leaderboard , captured 2026-10-17. Its figures come from the 2026-10-02 run with geo-score 1.5.0.

Every site on the leaderboard , sortable, with its band, sector and three biggest gaps by check id. Same page, same capture.

Core capabilities

Capability	What it does	More
Score (level 1)	21 tiered checks in five pillars, three gates, the biggest gaps first, and what each next tier needs. One file, standard library only, no key	What it checks
Ask (level 2)	Puts one question to ChatGPT, Perplexity, Gemini and Claude through their search-enabled APIs, with your keys, and reports whom each answer cites	Levels 2 and 3
Watch (level 3)	A fixed question set, week over week: cited rate with a 95% interval, share of voice, the sources the engines lean on, and a `diff` that calls a change a change only when a paired test says so	Watch methodology
Reports and diffs	Text, JSON against a published schema, SARIF and JUnit; `diff` compares two reports check by check, and `--baseline` re-scores the same pages	CLI reference
MCP server	All three levels as tools for agents over stdio; `--read-only` gives a server that cannot spend	MCP server · guide/mcp.md
GitHub Action	Scores on every push, fails the build on a regression or a gate at zero, and writes a job summary	GitHub Action · action.yml
Badge	An optional SVG, or shields.io endpoint JSON, with your score and band. It never moves a score or a leaderboard place	Badge
Claude Code skill	The CLI, plus the three checks that need off-site search or human judgement	Claude Code skill · SKILL.md

What it checks

21 tiered checks totalling 100 points, plus 4 bonus checks worth up to +6 outside the denominator. Full specification: [rubric/v1.1.md](rubric/v1.1.md) · 简体中文

Pillar	Pts	Asks
Reachable — gates	15	Can a retrieval crawler get the page at all? `robots.txt`, live reachability across 10 AI user-agents, server-rendered content
Understandable	22	Can it tell what the page and the company are? `Organization` + `WebSite`, `llms.txt`, sitemap, breadcrumbs, page-type schema
Content Citability	35	Is there anything here worth quoting? Self-contained answer passages, headings that match how people ask, sourced figures, real bylines, freshness
Brand Credibility	18	Why should an engine trust it? Knowledge-graph entity, third-party listings, `sameAs` that resolves, video presence
Answer Fit	10	Is the content shaped to be lifted into an answer?

Content Citabil

Only the beginning is shown; read the rest in the repo

geo-score

Overview

PopNx MCP’s three pillars

What you can do with it

Install

Before you install

Values you fill in

What it can do

Basic checksi

Maker matches the repo

Still maintained

Has a licence

Endpoint responds

Sign-in with OAuth

No hidden instructions in tool descriptions

Compared with others in Otheri

Common questions

Alternatives

Spec Driven Development

Remote Desktop Commander

SuperCollider

README from the maker

geo-score

geo-score in 60 seconds

❤️ Sponsors

What problem it solves

Three levels, one tool

Why this is a different question from SEO

Screenshots

Core capabilities

What it checks