RRepoGEO

REPOGEO REPORT · LITE

Auriti-Labs/geo-optimizer-skill

Default branch main · commit 14f227cd · scanned 6/28/2026, 4:51:40 PM

GitHub: 504 stars · 60 forks

AI VISIBILITY SCORE
27 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface Auriti-Labs/geo-optimizer-skill, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify 'GEO' acronym and purpose in README's first line

    Why:

    CURRENT
    The current README starts with a div align="center" and then ### The open-source **Answer Engine Optimization (AEO)** & **Generative Engine Optimization (GEO)** toolkit.
    COPY-PASTE FIX
    # GEO Optimizer Skill: Generative Engine Optimization (GEO) Toolkit
This open-source toolkit helps you audit, optimize, and track your website's visibility and citation by AI answer engines like ChatGPT, Perplexity, Gemini, and Google AI Overviews. It is NOT a geographical information tool.
  • mediumcomparison#2
    Add a 'Comparison to Traditional SEO Tools' section in the README

    Why:

    COPY-PASTE FIX
    ## How is GEO Optimizer different from traditional SEO tools?

Traditional SEO tools like Google Search Console, Ahrefs, and Semrush focus on organic search rankings, keywords, and backlinks for human-driven search engines. GEO Optimizer, however, is specifically designed for **Generative Engine Optimization (GEO)** and **Answer Engine Optimization (AEO)**. It audits your site for AI crawlability, understanding, and, most importantly, **citation** by AI models like ChatGPT, Perplexity, Gemini, and Google AI Overviews. While traditional SEO aims for visibility in search results, GEO Optimizer aims for accurate and attributed answers from AI.
  • mediumabout#3
    Highlight academic foundation in the repository description

    Why:

    CURRENT
    Open-source Answer Engine Optimization (AEO) & Generative Engine Optimization (GEO) toolkit — audit, optimize & track whether ChatGPT, Perplexity, Gemini & Google AI Overviews cite your site. AI SEO / LLM SEO. CLI, Python, MCP, Astro.
    COPY-PASTE FIX
    Open-source Answer Engine Optimization (AEO) & Generative Engine Optimization (GEO) toolkit with an academic foundation (KDD 2024, ICLR 2026) — audit, optimize & track whether ChatGPT, Perplexity, Gemini & Google AI Overviews cite your site. AI SEO / LLM SEO. CLI, Python, MCP, Astro.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface Auriti-Labs/geo-optimizer-skill
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Search Console
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Search Console · recommended 2×
  2. Ahrefs · recommended 2×
  3. Semrush · recommended 2×
  4. Google's Structured Data Markup Helper · recommended 1×
  5. Schema App · recommended 1×
  • CATEGORY QUERY
    How can I optimize my website content for better visibility in AI search results and citations?
    you: not recommended
    AI recommended (in order):
    1. Google's Structured Data Markup Helper
    2. Schema App
    3. Yoast SEO
    4. Rank Math
    5. Google Search Console
    6. Surfer SEO
    7. Clearscope
    8. Grammarly
    9. Ahrefs
    10. Semrush
    11. Moz Link Explorer
    12. Google My Business

    AI recommended 12 alternatives but never named Auriti-Labs/geo-optimizer-skill. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help track if AI models like ChatGPT and Gemini are citing my website?
    you: not recommended
    AI recommended (in order):
    1. Google Search Console
    2. Ahrefs
    3. Semrush
    4. Moz Pro
    5. Google Alerts
    6. Talkwalker Alerts
    7. Turnitin
    8. Grammarly's Plagiarism Checker
    9. Copyscape
    10. Google Custom Search API
    11. Bing Web Search API

    AI recommended 11 alternatives but never named Auriti-Labs/geo-optimizer-skill. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of Auriti-Labs/geo-optimizer-skill?
    pass
    AI did not name Auriti-Labs/geo-optimizer-skill — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts Auriti-Labs/geo-optimizer-skill in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Auriti-Labs/geo-optimizer-skill explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo Auriti-Labs/geo-optimizer-skill solve, and who is the primary audience?
    pass
    AI did not name Auriti-Labs/geo-optimizer-skill — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of Auriti-Labs/geo-optimizer-skill. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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Auriti-Labs/geo-optimizer-skill — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite
Auriti-Labs/geo-optimizer-skill — RepoGEO report