Methodology & Community
Scoring Methodology
An open-source GEO auditing tool that synthesizes frameworks from the community's leading projects.
How the score is computed
GeoScore evaluates websites across 11 dimensions for Generative Engine Optimization (GEO) readiness, producing a 0-100 score. The scoring system synthesizes frameworks from 5 leading open-source projects.
| Dimension | Weight | Source | Checks |
|---|---|---|---|
| AI Crawlability (Robots.txt) | 12% | geo-optimization-handbook, Auriti-Labs | 20 |
| AI Guidance (llms.txt) | 12% | geo-optimization-handbook, best-aeo-skill | 5 |
| Structured Data (Schema) | 14% | handbook, evolv3ai, Auriti-Labs | 8 |
| Meta & Social Tags | 10% | geo-optimization-handbook, piiiico | 5 |
| Content Quality | 12% | handbook, Auriti-Labs, geo-optimizer (Go) | 6 |
| E-E-A-T Signals | 8% | evolv3ai, best-aeo-skill | 5 |
| Brand & Entity | 8% | geo-optimization-handbook, best-aeo-skill | 4 |
| Citation Readiness | 8% | best-aeo-skill, geo-seo-claude | 25 |
| Discovery Endpoints | 6% | geo-optimization-handbook | 3 |
| Agent-Friendliness | 4% | ax-score, agentscore | 4 |
| Freshness & Maintenance | 4% | evolv3ai | 3 |
| Negative Signals | − (deduction) | handbook, UC Berkeley EMNLP 2024 | 8 |
| Prompt Injection Safety | − (deduction) | OWASP LLM Top 10, NIST AI RMF | 6 |
Score Levels
86-100
Excellent
Fully GEO-optimized. Well positioned for AI citation.
68-85
Good
Minor gaps remain. Targeted fixes will improve AI visibility.
36-67
Basic
Foundation exists but significant work needed.
0-35
Critical
Major overhaul required —start with robots.txt, llms.txt, schema.
Open Source Credits
GeoScore builds on the shoulders of these open-source projects. Our gratitude to the entire GEO/AEO community.
qq136692547-cmyk/geo-score (docs/handbook)
Comprehensive GEO reference handbook (MIT)
Auriti-Labs/geo-optimizer-skill
8-dimension scoring, 47 strategies
zubair-trabzada/geo-seo-claude
GEO-first SEO Claude skill (9K+ stars)
metawhisp/best-aeo-skill
4-vector GEO Score, 33 evidence collectors
evolv3ai/aeo-audit
14 ranking factor AEO scoring
agentgram/ax-score
AX Score —Lighthouse for AI Agents
antlio/agentimization
GEO audit CLI with radar output
carter-wzq/geo-audit-mcp
31-signal MCP GEO audit server
isreadyai/isreadyai
AI visibility scoring web tool
madeburo/GEO-AI-Woo
WordPress GEO plugin
geo-team-red/geo-optimizer
Pluggable GEO framework in Go
cxcscmu/AutoGEO
ICLR 2026 automated GEO framework
ai-search-guru/getcito
AI search optimization SaaS (open-source)
mykpono/ultimate-seo-geo
Audit鈫扨lan鈫扙xecute GEO workflow
waqasbangash121/seo-geo-analyzer
24-factor SEO/GEO interactive dashboard
piiiico/aeo-audit
Schema.org and meta tag deep analysis
Technical Notes
Data source: Single browser audits analyze publicly accessible resources (robots.txt, llms.txt, HTML, JSON-LD). Pro monitoring uses a Cloudflare Worker and D1 to store monitored hosts and scheduled audit history.
CORS handling: Some resources are fetched via a Cloudflare Worker proxy when direct browser access is blocked.
Privacy: Audit results are stored only in your browser's localStorage. No data is transmitted to third parties.
Limitations: JavaScript-rendered content may not be fully captured. For SPAs, consider static rendering or pre-rendering for best results.
CLI & MCP: GeoScore ships with a zero-dependency CLI (
npx geoscore <url>) and an MCP server (geoscore-mcp) for AI agent integration. Both support --json, --html, and --fix output modes. License: MIT —free to use, modify, and distribute.
About & Contact
GeoScore is built and maintained by anan, a GEO researcher. The project is open-source under the MIT license, and contributions from the community are welcome.
Author: anan — GEO researcher and maintainer of GeoScore.
Contact: [email protected]
Source & issues: github.com/qq136692547-cmyk/geo-score
How to contribute: Open an issue or a pull request on GitHub. Bug reports, ideas for new checks, and translations (especially of non-English docs) are all welcome.