REPOGEO REPORT · LITE

jherrodthomas/automotive-skills-suite

Default branch main · commit 2bd0c19e · scanned 6/17/2026, 8:22:52 PM

GitHub: 1,525 stars · 105 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)

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

AI VISIBILITY SCORE

35 /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

3 / 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 H1 to emphasize 'AI Assistant' and 'Claude Skills'

Why:

CURRENT

# Automotive Engineering Suite

**152 installable Claude skills covering automotive safety, cybersecurity, quality, communication, diagnostics, AUTOSAR, calibration, MBSE, SysML, and V&V**

COPY-PASTE FIX

# Automotive Engineering AI Assistant: Claude Skills Suite

**152 installable Claude skills covering automotive safety, cybersecurity, quality, communication, diagnostics, AUTOSAR, calibration, MBSE, SysML, and V&V**

mediumtopics#2

Add AI-related topics to improve category visibility

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, ai-assistant, claude-ai, llm, prompt-engineering

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

Of all named tools, what % are you?

Top rival

Jama Connect

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Jama Connect · recommended 2×
PTC Windchill RV&S · recommended 1×
Siemens Polarion ALM · recommended 1×
IBM Engineering Lifecycle Management (ELM) · recommended 1×
Codebeamer · recommended 1×

CATEGORY QUERY
How to automate deliverables for automotive functional safety and cybersecurity standards?
you: not recommended
AI recommended (in order):
1. PTC Windchill RV&S
2. Siemens Polarion ALM
3. IBM Engineering Lifecycle Management (ELM)
4. Jama Connect
5. Codebeamer
6. Medini analyze
7. VectorCAST
AI recommended 7 alternatives but never named jherrodthomas/automotive-skills-suite. This is the gap to close.
Show full AI answer
CATEGORY QUERY
AI assistant for generating and reviewing automotive APQP, FMEA, or SPICE documentation?
you: not recommended
AI recommended (in order):
1. APIS IQ-FMEA
2. Plato e1ns
3. ReliaSoft XFMEA
4. ProcessGannt
5. Intland codeBeamer ALM
6. Jama Connect
7. Excel/Custom Templates with Macros
AI recommended 7 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 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?
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

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MARKDOWN (README)

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jherrodthomas/automotive-skills-suite — 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