RRepoGEO

REPOGEO REPORT · LITE

Nutlope/napkins

Default branch main · commit cc0b469c · scanned 6/27/2026, 5:37:37 PM

GitHub: 1,470 stars · 206 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
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 Nutlope/napkins, 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 statement with explicit keywords

    Why:

    CURRENT
    An open source wireframe to app generator. Powered by Kimi K2.5 & Together.ai.
    COPY-PASTE FIX
    Napkins.dev is an open-source AI tool that converts UI design screenshots and wireframes directly into functional web application code. Powered by Kimi K2.5 & Together.ai, it's your fast path from design to app.
  • mediumreadme#2
    Add a comparison section to clarify the repo's unique value

    Why:

    COPY-PASTE FIX
    Add a new section to the README titled 'Why Napkins.dev? (vs. Locofy.ai, Uizard, etc.)' that explains its focus on open-source, direct screenshot-to-code generation for web apps, and its specific tech stack.

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 Nutlope/napkins
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Locofy.ai
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Locofy.ai · recommended 2×
  2. DhiWise · recommended 2×
  3. Anima App · recommended 2×
  4. Uizard · recommended 2×
  5. Builder.io · recommended 1×
  • CATEGORY QUERY
    How can I quickly convert a UI design screenshot into functional web application code?
    you: not recommended
    AI recommended (in order):
    1. Locofy.ai
    2. DhiWise
    3. Anima App
    4. Uizard
    5. Builder.io
    6. PandaSuite
    7. Microsoft Power Apps
    8. Google AppSheet

    AI recommended 8 alternatives but never named Nutlope/napkins. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI tools can generate production-ready UI code from a simple drawing or wireframe?
    you: not recommended
    AI recommended (in order):
    1. Locofy.ai
    2. Anima App
    3. DhiWise
    4. Uizard
    5. Microsoft Sketch2Code
    6. TeleportHQ

    AI recommended 6 alternatives but never named Nutlope/napkins. 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 Nutlope/napkins?
    pass
    AI named Nutlope/napkins explicitly

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

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

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

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Nutlope/napkins — 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