REPOGEO REPORT · LITE

jherrodthomas/robotics-skills-suite

Default branch main · commit 70d90308 · scanned 6/18/2026, 1:22:36 AM

GitHub: 286 stars · 22 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 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

Reposition the README's core value proposition to the very top

Why:

CURRENT

The current README starts with a div and links before the 'About' section.

COPY-PASTE FIX

The Robotics Skills Suite automates audit-ready functional safety and compliance documentation for industrial robotics projects, leveraging Claude skills to generate structured deliverables for standards like ISO 10218, 13849, 62061, and IEC 62443.

mediumtopics#2

Add topics reflecting the tool's function as a compliance/documentation automation platform

Why:

CURRENT

amr, anthropic, ce-marking, claude, claude-skills, cobot, fat-sat, functional-safety, iec62061, iec62443, industrial-robotics, iso10218, iso13849, iso15066, machinery-safety, nav2, ot-cybersecurity, robotics, ros2, urdf

COPY-PASTE FIX

amr, anthropic, ce-marking, claude, claude-skills, cobot, fat-sat, functional-safety, iec62061, iec62443, industrial-robotics, iso10218, iso13849, iso15066, machinery-safety, nav2, ot-cybersecurity, robotics, ros2, urdf, compliance-management, documentation-automation, safety-analysis, requirements-management, alm, plm

lowhomepage#3
Add a homepage URL
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/robotics-skills-suite

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Medini analyze

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Medini analyze · recommended 2×
Jira · recommended 2×
itemis SECURE · recommended 1×
IBM Engineering Requirements Management DOORS Next · recommended 1×
PTC Windchill RV&S · recommended 1×

CATEGORY QUERY
How to automate functional safety and compliance documentation for industrial robotics projects?
you: not recommended
AI recommended (in order):
1. Medini analyze
2. itemis SECURE
3. IBM Engineering Requirements Management DOORS Next
4. PTC Windchill RV&S
5. Jira
6. Enterprise Architect
7. Microsoft Word/Excel
AI recommended 7 alternatives but never named jherrodthomas/robotics-skills-suite. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Tool to manage compliance with ISO 10218, 13849, and IEC 62443 in robotics development?
you: not recommended
AI recommended (in order):
1. Medini analyze
2. item Tool Suite
3. DOORS Next Generation
4. Polarion ALM
5. Safety Architect
6. Jira
7. Confluence
AI recommended 7 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 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?
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 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?

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)

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jherrodthomas/robotics-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