RRepoGEO

REPOGEO REPORT · LITE

jherrodthomas/robotics-skills-suite

Default branch main · commit 94e33685 · scanned 5/8/2026, 7:02:49 AM

GitHub: 511 stars · 13 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
    Rephrase the first sentence of the 'About' section to highlight AI-driven compliance automation

    Why:

    CURRENT
    The Robotics Skills Suite is a curated set of 38 builder + 38 matching reviewer skills that automate every structured xlsx deliverable in the modern industrial-robotics lifecycle — from ISO 12100 risk assessment through ISO 13849-1 PLr / IEC 62061 SIL determination, ISO 10218-2:2025 / ANSI R15.06 compliance matrices, ISO/TS 15066 cobot biomechanics, ISO 3691-4 AMR risk, OSHA 1910.147 LOTO, ROS2 architecture artifacts, ISO 9283 performance verification, FAT/SAT acceptance protocols, AI/ML governance (datasheets, model cards), and IEC 62443 industrial cybersecurity.
    COPY-PASTE FIX
    The Robotics Skills Suite is an AI-powered platform featuring 76 audit-ready Claude skills (38 builder + 38 reviewer pairs) that automate the generation of structured XLSX compliance deliverables across the entire industrial robotics lifecycle — from ISO 12100 risk assessment through ISO 13849-1 PLr / IEC 62061 SIL determination, ISO 10218-2:2025 / ANSI R15.06 compliance matrices, ISO/TS 15066 cobot biomechanics, ISO 3691-4 AMR risk, OSHA 1910.147 LOTO, ROS2 architecture artifacts, ISO 9283 performance verification, FAT/SAT acceptance protocols, AI/ML governance (datasheets, model cards), and IEC 62443 industrial cybersecurity.
  • mediumabout#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://claude.com
  • lowreadme#3
    Add a sentence to the 'About' section clarifying the core differentiator

    Why:

    COPY-PASTE FIX
    This suite uniquely leverages large language models to generate and review complex, multi-tab compliance workbooks, significantly reducing manual effort and ensuring audit readiness, unlike traditional ALM or general robotics AI tools.

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
0%
Of all named tools, what % are you?
Top rival
itemis SECURE
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. itemis SECURE · recommended 1×
  2. Medini analyze · recommended 1×
  3. IBM Engineering Requirements Management DOORS Next · recommended 1×
  4. Windchill RV&S · recommended 1×
  5. Jama Connect · recommended 1×
  • CATEGORY QUERY
    How to automate functional safety and compliance documentation for industrial robotics projects?
    you: not recommended
    AI recommended (in order):
    1. itemis SECURE
    2. Medini analyze
    3. IBM Engineering Requirements Management DOORS Next
    4. Windchill RV&S
    5. Jama Connect
    6. Microsoft Azure DevOps
    7. Jira
    8. Xray
    9. Zephyr Scale
    10. Python
    11. Jupyter Notebooks
    12. Markdown
    13. reStructuredText
    14. LaTeX
    15. Pandoc
    16. Git
    17. GitLab
    18. GitHub

    AI recommended 18 alternatives but never named jherrodthomas/robotics-skills-suite. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools assist with comprehensive safety and cybersecurity compliance for robotic systems?
    you: not recommended
    AI recommended (in order):
    1. Fortress Sentry
    2. Claroty CTD (Continuous Threat Detection)
    3. Dragos Platform
    4. Siemens Industrial Edge with MindSphere
    5. TÜV SÜD's Functional Safety and Cybersecurity Services
    6. VeriSign IoT Security Solutions
    7. OpenSCAP Workbench

    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 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.

RepoGEO badge previewLive preview
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>
Pro

Subscribe to Pro for deep diagnoses

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