RRepoGEO

REPOGEO REPORT · LITE

jherrodthomas/automotive-skills-suite

Default branch main · commit 49fd9a9d · scanned 5/14/2026, 9:12:52 AM

GitHub: 1,260 stars · 25 forks

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 jherrodthomas/automotive-skills-suite, 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's opening to highlight Claude AI and compliance deliverables

    Why:

    CURRENT
    152 installable Claude skills covering automotive safety, cybersecurity, quality, communication, diagnostics, AUTOSAR, calibration, MBSE, SysML, and V&V
    COPY-PASTE FIX
    A comprehensive suite of 152 installable Claude AI skills designed to automate the generation and review of structured deliverables for automotive functional safety, cybersecurity, quality, and process compliance.
  • mediumtopics#2
    Expand GitHub Topics with specific compliance and AI terms

    Why:

    CURRENT
    apqp, aspice, automotive, autosar, engineering, fusa, hardware, software-engineering, system
    COPY-PASTE FIX
    apqp, aspice, automotive, autosar, engineering, fusa, hardware, software-engineering, system, claude, ai, generative-ai, compliance, functional-safety, cybersecurity, quality-management, iso-26262, iso-21434, iso-21448, sotif, dfmea, pfmea, ppap, mbse, sysml, verification-validation
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://claude.com

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 jherrodthomas/automotive-skills-suite
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Medini analyze
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Medini analyze · recommended 2×
  2. PTC Windchill RV&S · recommended 1×
  3. Polyspace · recommended 1×
  4. Ansys SCADE Suite / SCADE Display · recommended 1×
  5. LDRA Testbed / TBrun · recommended 1×
  • CATEGORY QUERY
    How to automate compliance with automotive functional safety and cybersecurity standards?
    you: not recommended
    AI recommended (in order):
    1. PTC Windchill RV&S
    2. Polyspace
    3. Ansys SCADE Suite / SCADE Display
    4. LDRA Testbed / TBrun
    5. Jama Connect
    6. Medini analyze
    7. Helix QAC

    AI recommended 7 alternatives but never named jherrodthomas/automotive-skills-suite. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for generating deliverables for automotive quality, safety, and process improvement?
    you: not recommended
    AI recommended (in order):
    1. APIS IQ-FMEA
    2. Medini analyze
    3. IBM Engineering Requirements Management DOORS Next
    4. PTC Windchill
    5. Jira
    6. Minitab
    7. Microsoft Visio
    8. draw.io

    AI recommended 8 alternatives but never named jherrodthomas/automotive-skills-suite. 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 jherrodthomas/automotive-skills-suite?
    pass
    AI did not name jherrodthomas/automotive-skills-suite — 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 jherrodthomas/automotive-skills-suite in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jherrodthomas/automotive-skills-suite 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 jherrodthomas/automotive-skills-suite solve, and who is the primary audience?
    pass
    AI named jherrodthomas/automotive-skills-suite explicitly

    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 jherrodthomas/automotive-skills-suite. 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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