RRepoGEO

REPOGEO REPORT · LITE

nornagon/saxi

Default branch main · commit 48bc62b4 · scanned 6/16/2026, 5:06:58 AM

GitHub: 503 stars · 64 forks

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 nornagon/saxi, 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
    Clarify the README's opening sentence to specify its function and target platform

    Why:

    CURRENT
    saxi is a tool for interacting with the AxiDraw drawing machine by Evil Mad Scientist.
    COPY-PASTE FIX
    saxi is a web-based tool and Node.js library for remotely controlling and optimizing SVG plots for the AxiDraw pen plotter, designed to run efficiently on devices like the Raspberry Pi.
  • hightopics#2
    Expand repository topics with specific keywords

    Why:

    CURRENT
    axidraw, plotter, serial
    COPY-PASTE FIX
    axidraw, plotter, serial, pen-plotter, svg, nodejs, raspberry-pi, web-interface, remote-control, motion-planning, drawing-machine
  • mediumhomepage#3
    Add the new project's URL as the repository homepage

    Why:

    COPY-PASTE FIX
    https://github.com/alexrudd2/saxi

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 nornagon/saxi
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OctoPrint/OctoPrint
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OctoPrint/OctoPrint · recommended 1×
  2. cncjs/cncjs · recommended 1×
  3. winder/Universal-G-Code-Sender · recommended 1×
  4. Plotter.ly · recommended 1×
  5. chilipeppr/chilipeppr.github.io · recommended 1×
  • CATEGORY QUERY
    Need a tool to control a pen plotter remotely via a web interface.
    you: not recommended
    AI recommended (in order):
    1. OctoPrint (OctoPrint/OctoPrint)
    2. CNCjs (cncjs/cncjs)
    3. Universal Gcode Sender (UGS) Platform (winder/Universal-G-Code-Sender)
    4. Plotter.ly
    5. ChiliPeppr (chilipeppr/chilipeppr.github.io)
    6. Klipper (Klipper3d/klipper)
    7. Mainsail (mainsail-crew/mainsail)
    8. Fluidd (fluidd-core/fluidd)

    AI recommended 8 alternatives but never named nornagon/saxi. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Node.js solution to optimize and plot SVGs on a Raspberry Pi.
    you: not recommended
    AI recommended (in order):
    1. SVGO (svg/svgo)
    2. svg-to-png (jasonsturges/svg-to-png)
    3. node-canvas (Automattic/node-canvas)
    4. jsdom (jsdom/jsdom)
    5. d3-node (d3-node/d3-node)
    6. sharp (lovell/sharp)

    AI recommended 6 alternatives but never named nornagon/saxi. 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 nornagon/saxi?
    pass
    AI named nornagon/saxi explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts nornagon/saxi in production, what risks or prerequisites should they evaluate first?
    pass
    AI named nornagon/saxi 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 nornagon/saxi solve, and who is the primary audience?
    pass
    AI named nornagon/saxi explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite