What is the AEO Readiness score of github.com?

github.com currently achieves an Answer Engine Optimization (AEO) composite score of 55/100 (Grade C), classified as Needs Optimization.

Does github.com allow ChatGPT, Perplexity, and Claude bot crawlers?

github.com's robots.txt allows leading AI user-agents, achieving a crawler permission index of 90/100.

How can github.com improve its AI answer citations?

To maximize citations in generative answer engines, github.com should deploy JSON-LD Organization schemas referencing verified Wikidata entities, maintain an llms.txt manifest, and format key value propositions into concise 40-60 word direct answers.

Home / Leaderboard / github.com

DEVELOPER TOOLS Needs Optimization

github.com AEO Diagnostic Report

Detailed technical analysis evaluating github.com's visibility, machine-readability, and citation likelihood across ChatGPT Search, Perplexity AI, Claude, and Gemini.

AEO Readiness Score

55 / 100

Grade C

AI Diagnostic Summary

github.com achieved an overall Answer Engine Optimization composite score of 55/100 (Grade C). The domain demonstrates a crawler permission index of 90/100, entity graph alignment score of 0/100, and direct answer extractability score of 50/100 across leading conversational search models.

1. AI Bot Crawlers 90/100

robots.txt directives

2. Entity Graph 0/100

Wikidata JSON-LD alignment

3. Semantic Hierarchy 100/100

Heading AST structure

4. Direct Answers 50/100

40-60 word summaries

Pillar 01

AI Crawler Access Permissions

Allowed

Inspection of https://github.com/robots.txt for leading AI bot user-agents:

User-Agent	Engine	Status
GPTBot	ChatGPT Search	✓ Allowed
PerplexityBot	Perplexity AI	✓ Allowed
ClaudeBot	Anthropic Claude	✓ Allowed
Google-Extended	Gemini Overviews	✓ Allowed

Pillar 02

Wikidata Entity Disambiguation

Entity Missing

Without explicit Wikidata entity references in JSON-LD structured data, LLMs are forced to disambiguate github.com using fuzzy probability matching.

// Recommended JSON-LD sameAs Wikidata anchor

"@type": "Organization",

"name": "github",

"url": "https://github.com",

"sameAs": [

"https://www.wikidata.org/wiki/Special:Search?search=github.com"

]

Industry Benchmark

github.com vs Sector Peers

Comparative analysis of verified AEO visibility scores across DEVELOPER TOOLS.

Domain	AEO Score	Grade	Status	Action
github.com (Target)	55/100	C	Needs Optimization	Live Scan
linear.app	45/100	D	Critical Vulnerabilities	View Audit
resend.com	71/100	B	AI Optimized	View Audit
vercel.com	74/100	B	AI Optimized	View Audit
supabase.com	45/100	D	Critical Vulnerabilities	View Audit

Official AEO Verification Badge

Embed github.com's Live AEO Score Badge

Showcase your verified AI search readiness on your website footer, documentation, or README.

Markdown Code Snippet:

[![AEO Score](https://api.aeoauditing.com/api/badge/github.com)](https://aeoauditing.com/report/github.com)

AEO Documentation & Free Tools

How to Fix & Optimize Your AEO Score

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Free AEO Audit Tool → Run a free instant diagnostic for any website. AEO Audit Checklist → The 4-pillar 2026 technical audit checklist. ChatGPT Search SEO → How to rank and get cited in OpenAI search. AI Robots.txt Tester → Test GPTBot, Perplexity & Claude permissions.

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