REPOGEO REPORT · LITE

jherrodthomas/robotics-skills-suite

Default branch main · commit 94e33685 · scanned 5/7/2026, 7:02:49 PM

GitHub: 512 stars · 13 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/robotics-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

Add a prominent, professional H1 and opening paragraph to the README

Why:

CURRENT

The current README starts with a centered div and navigation links before the `## About` section.

COPY-PASTE FIX

# Robotics Skills Suite: AI-Powered Industrial Robotics Compliance & Safety Automation

The Robotics Skills Suite provides 76 audit-ready Claude skills (38 builder + 38 reviewer pairs) to automate the entire industrial robot, cobot, AMR, ROS2, V&V, AI/ML, and IEC 62443 lifecycle. It's engineered for professional teams to ensure compliance with ISO 10218, 13849, 62061, 12100, 9283, 15066, 3691-4, and IEC 62443 standards, producing structured, audit-ready XLSX deliverables.

mediumreadme#2

Add an explicit 'Target Users' section to the README

Why:

CURRENT

The target audience is implied within the `## About` section.

COPY-PASTE FIX

## Target Users

This suite is designed for professional teams, compliance engineers, safety managers, and robotics developers working on industrial robots, cobots, and AMRs who need to automate the generation of audit-ready documentation for functional safety, cybersecurity, and regulatory compliance (e.g., ISO 10218, 13849, IEC 62443). It is not intended for educational or hobbyist use.

mediumhomepage#3
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://your-project-homepage.com (replace with actual URL)
```

Category GEO backends resolved for this scan: google/gemini-2.0-flash-001, deepseek/deepseek-chat

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.0-flash-001. 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/robotics-skills-suite

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

SpheraCloud

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

SpheraCloud · recommended 1×
Intelex · recommended 1×
Gensuite · recommended 1×
VelocityEHS · recommended 1×
Dakota Software's Dakota Auditor · recommended 1×

CATEGORY QUERY
Seeking AI tools to automate safety and compliance documentation for industrial robotics development.
you: not recommended
AI recommended (in order):
1. SpheraCloud
2. Intelex
3. Gensuite
4. VelocityEHS
5. Dakota Software's Dakota Auditor
6. ETQ Reliance
AI recommended 6 alternatives but never named jherrodthomas/robotics-skills-suite. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How to ensure ISO and IEC functional safety compliance for cobots and AMRs efficiently?
you: not recommended
AI recommended (in order):
1. exida exSILentia
2. TÜV SÜD Safety Lifecycle Management (SLM) Tool
3. Siemens Safety Integrated
4. TIA Portal
5. Pilz Safety Automation System (PAS4000)
6. Rockwell Automation GuardLogix
7. Studio 5000
8. MathWorks Simulink
9. Simulink Verification and Validation
10. IAR Systems Embedded Workbench for Functional Safety
AI recommended 10 alternatives but never named jherrodthomas/robotics-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/robotics-skills-suite?
pass
AI named jherrodthomas/robotics-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/robotics-skills-suite in production, what risks or prerequisites should they evaluate first?
pass
AI named jherrodthomas/robotics-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/robotics-skills-suite solve, and who is the primary audience?
pass
AI did not name jherrodthomas/robotics-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?

Embed your GEO score

Drop this badge into the README of jherrodthomas/robotics-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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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/jherrodthomas/robotics-skills-suite.svg)](https://repogeo.com/en/r/jherrodthomas/robotics-skills-suite)

HTML

<a href="https://repogeo.com/en/r/jherrodthomas/robotics-skills-suite"><img src="https://repogeo.com/badge/jherrodthomas/robotics-skills-suite.svg" alt="RepoGEO" /></a>

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