RRepoGEO

REPOGEO REPORT · LITE

snowarch/iNiR

Default branch main · commit 9e9b8a03 · scanned 5/25/2026, 5:01:34 PM

GitHub: 1,050 stars · 61 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 snowarch/iNiR, 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
  • highabout#1
    Clarify repository description for AI categorization

    Why:

    CURRENT
    A Niri shell illogical-impulse based - with some modifications..
    COPY-PASTE FIX
    A complete, highly customizable desktop shell environment for Niri, built on Quickshell, designed for Linux ricing and Wayland.
  • highreadme#2
    Add a direct, keyword-rich opening sentence to the README

    Why:

    CURRENT
    The README's first content after the title block is within a <details> tag, which might hide the core message from initial AI parsing.
    COPY-PASTE FIX
    iNiR is a complete, highly customizable desktop shell environment for Linux, specifically designed for the Niri Wayland compositor and built on the Quickshell framework. It provides a full desktop experience, including a bar, dock, notifications, and settings, for users focused on ricing and performance.
  • mediumtopics#3
    Expand topics to include specific desktop shell and Wayland terms

    Why:

    CURRENT
    dotfiles, linux, niri, quickshell, ricing
    COPY-PASTE FIX
    dotfiles, linux, niri, quickshell, ricing, wayland, desktop-shell, compositor, window-manager

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 snowarch/iNiR
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
KDE Plasma
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. KDE Plasma · recommended 2×
  2. AwesomeWM · recommended 1×
  3. i3 (i3-gaps) · recommended 1×
  4. bspwm · recommended 1×
  5. Openbox · recommended 1×
  • CATEGORY QUERY
    Looking for a highly customizable desktop shell environment for Linux ricing.
    you: not recommended
    AI recommended (in order):
    1. AwesomeWM
    2. i3 (i3-gaps)
    3. bspwm
    4. Openbox
    5. XMonad
    6. KDE Plasma

    AI recommended 6 alternatives but never named snowarch/iNiR. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a complete desktop shell built on a fast, responsive framework for Wayland.
    you: not recommended
    AI recommended (in order):
    1. GNOME Shell
    2. KDE Plasma
    3. Sway (swaywm/sway)
    4. Budgie Desktop (BuddiesOfBudgie/budgie-desktop)
    5. LXQt (lxqt/lxqt)
    6. Enlightenment (Enlightenment/enlightenment)

    AI recommended 6 alternatives but never named snowarch/iNiR. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 snowarch/iNiR?
    pass
    AI named snowarch/iNiR explicitly

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

  • If a team adopts snowarch/iNiR in production, what risks or prerequisites should they evaluate first?
    pass
    AI named snowarch/iNiR 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 snowarch/iNiR solve, and who is the primary audience?
    pass
    AI named snowarch/iNiR 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 snowarch/iNiR. 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/snowarch/iNiR.svg)](https://repogeo.com/en/r/snowarch/iNiR)
HTML
<a href="https://repogeo.com/en/r/snowarch/iNiR"><img src="https://repogeo.com/badge/snowarch/iNiR.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

snowarch/iNiR — 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