RRepoGEO

REPOGEO REPORT · LITE

pithings/clippy

Default branch main · commit 748f199f · scanned 6/1/2026, 9:26:43 AM

GitHub: 569 stars · 114 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 pithings/clippy, 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
    Reposition the README H1 to specify the project's category

    Why:

    CURRENT
    # Clippy

Add Clippy or his friends to any website for instant nostalgia!
    COPY-PASTE FIX
    # Clippy.js: Add nostalgic animated assistants to your web application

Add Clippy or his friends to any website for instant nostalgia!
  • mediumlicense#2
    Add a clear statement about the project's license to the README

    Why:

    COPY-PASTE FIX
    ## License

This project's license details are available in the [LICENSE file](LICENSE).

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 pithings/clippy
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Voiceflow
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Voiceflow · recommended 1×
  2. Botpress · recommended 1×
  3. Chatfuel · recommended 1×
  4. ManyChat · recommended 1×
  5. Tawk.to · recommended 1×
  • CATEGORY QUERY
    How can I add an interactive animated assistant character to my web application?
    you: not recommended
    AI recommended (in order):
    1. Voiceflow
    2. Botpress
    3. Chatfuel
    4. ManyChat
    5. Tawk.to
    6. Intercom
    7. LottieFiles
    8. GSAP

    AI recommended 8 alternatives but never named pithings/clippy. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What library provides nostalgic animated desktop assistants for modern web interfaces?
    you: not recommended
    AI recommended (in order):
    1. Microsoft Agent (Clippy)
    2. LottieFiles (airbnb/lottie-web)
    3. Three.js (mrdoob/three.js)
    4. Babylon.js (BabylonJS/Babylon.js)
    5. PixiJS (pixijs/pixijs)
    6. React Spring (pmndrs/react-spring)
    7. Framer Motion (framer/motion)
    8. GSAP (greensock/GSAP)

    AI recommended 8 alternatives but never named pithings/clippy. 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 pithings/clippy?
    pass
    AI named pithings/clippy explicitly

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

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

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

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pithings/clippy — 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