RRepoGEO

REPOGEO REPORT · LITE

lobehub/lobe-icons

Default branch master · commit 4b837f48 · scanned 6/30/2026, 1:31:59 AM

GitHub: 2,172 stars · 204 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
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 lobehub/lobe-icons, 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
    Reposition README H1 and first sentence to emphasize AI/LLM brand focus

    Why:

    CURRENT
    <h1>Lobe Icons</h1> Popular AI / LLM Model Brand SVG Logo and Icon Collection. See them all on one page at lobehub.com/icons.<br/> Contributions, corrections & requests can be made on GitHub.
    COPY-PASTE FIX
    <h1>Lobe Icons: The Definitive AI/LLM Brand Icon Collection</h1> The definitive collection of AI and Large Language Model (LLM) brand logos, designed specifically for seamless integration into React & React Native applications. Unlike generic icon libraries, Lobe Icons provides up-to-date, high-quality visual assets for the rapidly evolving AI ecosystem. See them all on one page at lobehub.com/icons.
  • mediumreadme#2
    Add a 'Why Lobe Icons?' section to explicitly differentiate from generic libraries

    Why:

    COPY-PASTE FIX
    ## ✨ Why Lobe Icons?
While many icon libraries offer general-purpose icons, Lobe Icons is uniquely focused on providing a comprehensive and up-to-date collection of brand logos for Artificial Intelligence (AI) and Large Language Model (LLM) services. We solve the specific challenge of finding consistent, high-quality visual assets for the rapidly evolving AI ecosystem, ensuring your applications always feature the latest and most accurate brand representations.
  • lowexamples#3
    Ensure README code examples prominently feature AI/LLM brand icons

    Why:

    COPY-PASTE FIX
    Review existing code examples in the README. Ensure that at least one prominent example demonstrates the usage of a specific AI/LLM brand icon (e.g., `import { OpenAI } from '@lobehub/icons'; <OpenAI size={24} />`) to clearly illustrate the library's core offering.

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 lobehub/lobe-icons
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
react-icons/react-icons
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. react-icons/react-icons · recommended 1×
  2. simple-icons/simple-icons · recommended 1×
  3. iconify/iconify · recommended 1×
  4. FortAwesome/react-fontawesome · recommended 1×
  5. gregberge/svgr · recommended 1×
  • CATEGORY QUERY
    How to easily integrate modern AI and LLM brand logos into a React application?
    you: not recommended
    AI recommended (in order):
    1. React Icons (react-icons/react-icons)
    2. Simple Icons (simple-icons/simple-icons)
    3. Iconify (iconify/iconify)
    4. Font Awesome (FortAwesome/react-fontawesome)
    5. SVGR (gregberge/svgr)
    6. Brandfetch API

    AI recommended 6 alternatives but never named lobehub/lobe-icons. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find a comprehensive collection of AI model icons for my web project?
    you: not recommended
    AI recommended (in order):
    1. Font Awesome
    2. Material Design Icons
    3. The Noun Project
    4. Flaticon
    5. Iconfinder

    AI recommended 5 alternatives but never named lobehub/lobe-icons. 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 lobehub/lobe-icons?
    pass
    AI named lobehub/lobe-icons explicitly

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

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

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

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lobehub/lobe-icons — 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