RRepoGEO

REPOGEO REPORT · LITE

onvoyage-ai/gtm-engineer-skills

Default branch main · commit 37779301 · scanned 6/28/2026, 3:50:07 AM

GitHub: 1,246 stars · 28 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 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 onvoyage-ai/gtm-engineer-skills, 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
    Reposition README opening to clarify purpose and audience

    Why:

    CURRENT
    Search is shifting from blue links to AI answers — and the GTM playbook that won on Google does not win on ChatGPT, Claude, or Perplexity. Most AI agents still respond with generic marketing copy that no one will rank, cite, or publish. This repo is a different kind of toolkit. Each skill is a focused agent workflow that ships a concrete GTM artifact — a brand DNA doc, a keyword or GEO prompt cluster, a content architecture, AI-citable charts, an AEO audit, a backlink plan, or code-level website fixes. Outputs are files an operator can review, publish, test, or hand to the next skill in the pipeline.
    COPY-PASTE FIX
    This repository provides a toolkit of Claude Code skills for Go-to-Market (GTM) Engineers, specifically designed to improve website AEO (AI Engine Optimization) and GEO (Generative Engine Optimization) scores. Unlike traditional SEO tools, this repo offers focused AI agent workflows that ship concrete GTM artifacts—from brand DNA docs and keyword clusters to AI-citable charts and code-level website fixes—to help your content rank and get cited by AI agents like ChatGPT, Claude, or Perplexity.
  • mediumtopics#2
    Add topics to reinforce 'GTM engineer toolkit' and 'AI agent workflow'

    Why:

    CURRENT
    aeo, ai-optimization, claude-code, geo, llms-txt, seo, structured-data
    COPY-PASTE FIX
    aeo, ai-optimization, claude-code, geo, llms-txt, seo, structured-data, gtm-engineer, ai-agent-skills, content-architecture
  • mediumreadme#3
    Add a 'Who is this for?' section to clarify target audience

    Why:

    COPY-PASTE FIX
    ## Who is this for?
This toolkit is built for Go-to-Market (GTM) Engineers, content strategists, and marketing technologists who are actively working to improve their website's performance in AI search engines and generative AI platforms. It provides practical, executable AI agent workflows to produce concrete outputs for AEO and GEO, not just theoretical frameworks.

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 onvoyage-ai/gtm-engineer-skills
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google's Structured Data Testing Tool
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google's Structured Data Testing Tool · recommended 1×
  2. Schema.org's Validator · recommended 1×
  3. Google PageSpeed Insights · recommended 1×
  4. Google Search Console · recommended 1×
  5. Screaming Frog SEO Spider · recommended 1×
  • CATEGORY QUERY
    How to optimize website technical SEO for better performance in AI search engines?
    you: not recommended
    AI recommended (in order):
    1. Google's Structured Data Testing Tool
    2. Schema.org's Validator
    3. Google PageSpeed Insights
    4. Google Search Console
    5. Screaming Frog SEO Spider
    6. Bing Webmaster Tools
    7. Google's Mobile-Friendly Test

    AI recommended 7 alternatives but never named onvoyage-ai/gtm-engineer-skills. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What frameworks assist with structured data and content architecture for AI engine optimization?
    you: not recommended
    AI recommended (in order):
    1. Schema.org
    2. JSON-LD
    3. Contentful
    4. Sanity.io
    5. Strapi (strapi/strapi)
    6. RDF
    7. OWL
    8. Apache Jena
    9. GraphQL
    10. Apache Atlas
    11. Open Graph Protocol
    12. Twitter Cards

    AI recommended 12 alternatives but never named onvoyage-ai/gtm-engineer-skills. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 onvoyage-ai/gtm-engineer-skills?
    pass
    AI named onvoyage-ai/gtm-engineer-skills explicitly

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

  • If a team adopts onvoyage-ai/gtm-engineer-skills in production, what risks or prerequisites should they evaluate first?
    pass
    AI named onvoyage-ai/gtm-engineer-skills 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 onvoyage-ai/gtm-engineer-skills solve, and who is the primary audience?
    pass
    AI did not name onvoyage-ai/gtm-engineer-skills — 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?

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onvoyage-ai/gtm-engineer-skills — 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