RRepoGEO

REPOGEO REPORT · LITE

snowarch/iNiR

Default branch main · commit 01434067 · scanned 6/24/2026, 5:16:58 PM

GitHub: 1,173 stars · 68 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
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
  • highreadme#1
    Clarify repo's purpose and explicitly disclaim INI parser identity in README

    Why:

    COPY-PASTE FIX
    Add a prominent line near the top of the README, for example: "Note: This project is a complete desktop shell for Niri, *not* a C++ INI parser or library."
  • hightopics#2
    Add more descriptive topics for desktop shells/environments

    Why:

    CURRENT
    dotfiles, linux, niri, quickshell, ricing
    COPY-PASTE FIX
    dotfiles, linux, niri, quickshell, ricing, desktop-shell, window-manager, desktop-environment, wayland
  • mediumreadme#3
    Enhance README's opening sentence to clearly position as a desktop shell alternative

    Why:

    CURRENT
    <p align="center">
  <b>A complete desktop shell for Niri, built on Quickshell</b>
</p>
    COPY-PASTE FIX
    <p align="center">
  <b>iNiR is a complete, highly customizable desktop shell and environment for Niri, offering a modern alternative to traditional Linux desktop setups like GNOME or KDE, built on Quickshell.</b>
</p>

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 · recommended 1×
  4. polybar · recommended 1×
  5. i3blocks · recommended 1×
  • CATEGORY QUERY
    Seeking a highly customizable desktop shell for Linux system ricing and dotfile management.
    you: not recommended
    AI recommended (in order):
    1. AwesomeWM
    2. i3
    3. polybar
    4. i3blocks
    5. bspwm
    6. Qtile
    7. XMonad
    8. GNOME
    9. GNOME Extensions
    10. KDE Plasma
    11. KWin scripts

    AI recommended 11 alternatives but never named snowarch/iNiR. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a modern, configurable desktop shell alternative to traditional Linux environments.
    you: not recommended
    AI recommended (in order):
    1. GNOME Shell
    2. KDE Plasma
    3. Cinnamon
    4. Budgie Desktop
    5. Pantheon
    6. Deepin Desktop Environment (DDE)
    7. Xfce

    AI recommended 7 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