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geo-score MCP Server

jianruntech/geo-score

Score: 69.1 Rank #4034 MCP Server
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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.

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Overview

jianruntech/geo-score is a Python MCP server licensed under MIT. 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. Topics: aeo, ai-search, ai-visibility, chatgpt, claude-code, claude-skill, generative-engine-optimization, geo, llms-txt, perplexity, seo, answer-engine-optimization, cli, github-action, llm, rubric, site-audit, structured-data, llm-citations, mcp-server.

Ranked #4034 out of 24845 indexed tools.

Actively maintained with commits in the last week.

Ecosystem

Python MIT
aeoai-searchai-visibilitychatgptclaude-codeclaude-skillgenerative-engine-optimizationgeollms-txtperplexityseoanswer-engine-optimizationcligithub-actionllmrubricsite-auditstructured-datallm-citationsmcp-server

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 507

507 stars → growing community

Freshness 25% 1d ago

Last commit 1d ago → actively maintained

Issue Health 25% 50%

No issues filed → no history to score

Contributors 10% 2

2 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 6
Description Detailed
License MIT

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

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AgentRank score for jianruntech/geo-score
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Matched Queries

"mcp server""mcp-server"topic:mcp-server

From the README

<p align="right"><a href="README.md">English</a> · <a href="README.zh-CN.md">简体中文</a></p>

<p align="center"></p>

# geo-score

**Can AI engines cite your site? A free 0–100 score in 20 seconds. 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](#three-levels-one-tool) · the citation half is never added to the score.

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

<p align="center"></p>

<sub>One command. About twenty seconds. Every check, and what the next tier needs.</sub>

<details>
<summary>Full output — every check, its evidence, and what the next tier asks for</summary>

```
  AIV READINESS  https://stripe.com
──────────────────────────────────────────────────────────────────────────
  71 / 100   Solid
  12 points to Leading

  Reachable 11/1
Read full README on GitHub →

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