RRepoGEO

REPOGEO REPORT · LITE

onvoyage-ai/gtm-engineer-skills

Default branch main · commit 25ee0df8 · scanned 5/29/2026, 3:43:08 AM

GitHub: 1,029 stars · 20 forks

AI VISIBILITY SCORE
22 /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
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 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 H1 and opening to clarify AI agent skills

    Why:

    CURRENT
    # GTM Engineer Skills

A collection of agent skills for go-to-market engineering — research, content, SEO, GEO, and frontend implementation. The repo is meant to work for both Codex and Claude Code.
    COPY-PASTE FIX
    # AI Agent Skills for Go-to-Market Engineering

This repository provides a collection of executable AI agent skills (code modules and prompts) designed for automating go-to-market engineering tasks, including research, content creation, SEO, GEO, and frontend implementation. These skills are built to work with AI models like Claude Code and Codex.
  • mediumhomepage#2
    Add a project homepage URL

    Why:

    COPY-PASTE FIX
    https://onvoyage.ai/gtm-engineer-skills
  • lowtopics#3
    Add 'ai-agents' topic for clarity

    Why:

    CURRENT
    aeo, ai-optimization, claude-code, geo, llms-txt, seo, structured-data
    COPY-PASTE FIX
    aeo, ai-agents, ai-optimization, claude-code, geo, llms-txt, seo, structured-data

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
Surfer SEO
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Surfer SEO · recommended 2×
  2. Clearscope · recommended 2×
  3. MarketMuse · recommended 2×
  4. SEMrush · recommended 1×
  5. Ahrefs · recommended 1×
  • CATEGORY QUERY
    Seeking an AI tool to audit and fix website issues for better generative engine optimization.
    you: not recommended
    AI recommended (in order):
    1. Surfer SEO
    2. Clearscope
    3. MarketMuse
    4. SEMrush
    5. Ahrefs
    6. Google Search Console
    7. Screaming Frog SEO Spider

    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 AI agent skills are available for automating content research, planning, and SEO content generation?
    you: not recommended
    AI recommended (in order):
    1. Surfer SEO
    2. MarketMuse
    3. Clearscope
    4. Frase.io
    5. Jasper
    6. Semrush Content Marketing Platform
    7. Copy.ai

    AI recommended 7 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 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?

  • 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?

Embed your GEO score

Drop this badge into the README of onvoyage-ai/gtm-engineer-skills. 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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite