REPOGEO REPORT · LITE

bigbeartechworld/big-bear-casaos

Default branch master · commit 07086381 · scanned 6/10/2026, 3:43:21 AM

GitHub: 587 stars · 131 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)

2 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 bigbeartechworld/big-bear-casaos, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION

highreadme#1

Strengthen the README's opening paragraph to clarify its core purpose

Why:

CURRENT

This repository contains the BigBearCasaOS App Store, which comes pre-installed alongside IceWhale's own app store on their hardware and software platforms, including CasaOS and ZimaOS. The app store is independently developed and maintained by BigBearTechWorld and the BigBearCommunity. BigBearCasaOS operates as a completely separate and independent project from IceWhale.

COPY-PASTE FIX

The Big Bear CasaOS App Store provides a vast, community-maintained collection of applications to significantly expand the capabilities of your CasaOS and ZimaOS home server operating systems. Pre-installed on IceWhale hardware and software, this independent app store offers hundreds of carefully curated applications, empowering self-hosting enthusiasts with more software options beyond the official store.

mediumreadme#2
Add a direct link to browse the applications within the README
Why:
COPY-PASTE FIX
```
Add a section or line like: "Browse the full catalog of 200+ applications here: [Link to app catalog/listing]"
```

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 bigbeartechworld/big-bear-casaos

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Flathub

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Flathub · recommended 1×
Snapcraft Store · recommended 1×
AUR (Arch User Repository) · recommended 1×
GitHub · recommended 1×
GitLab · recommended 1×

CATEGORY QUERY
Where can I find additional community-maintained applications for my mini PC operating system?
you: not recommended
AI recommended (in order):
1. Flathub
2. Snapcraft Store
3. AUR (Arch User Repository)
4. GitHub
5. GitLab
6. PPA (Personal Package Archives)
7. AppImageHub
AI recommended 7 alternatives but never named bigbeartechworld/big-bear-casaos. This is the gap to close.
Show full AI answer
CATEGORY QUERY
I need more software options for my self-hosted home server operating system.
you: not recommended
AI recommended (in order):
1. TrueNAS CORE
2. TrueNAS SCALE
3. Unraid
4. Proxmox Virtual Environment
5. Ubuntu Server
6. Debian
7. OpenMediaVault
8. CasaOS (IceWhaleTech/CasaOS)
AI recommended 8 alternatives but never named bigbeartechworld/big-bear-casaos. 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 bigbeartechworld/big-bear-casaos?
pass
AI did not name bigbeartechworld/big-bear-casaos — 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 bigbeartechworld/big-bear-casaos in production, what risks or prerequisites should they evaluate first?
pass
AI named bigbeartechworld/big-bear-casaos 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 bigbeartechworld/big-bear-casaos solve, and who is the primary audience?
pass
AI named bigbeartechworld/big-bear-casaos explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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MARKDOWN (README)

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bigbeartechworld/big-bear-casaos — 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