RRepoGEO

REPOGEO REPORT · LITE

ZSeven-W/openpencil

Default branch main · commit e8ed1985 · scanned 5/16/2026, 2:28:17 AM

GitHub: 3,092 stars · 314 forks

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 ZSeven-W/openpencil, 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 the README's opening statement to clearly define its AI-native design category

    Why:

    CURRENT
    The current README subtitle is "The world's first open-source AI-native vector design tool."
    COPY-PASTE FIX
    Update the prominent opening section of the README to clearly state: "OpenPencil is the world's first open-source AI-native vector design tool and the first to feature concurrent Agent Teams. It enables Design-as-Code, allowing you to turn natural language prompts directly into UI on a live canvas."
  • mediumtopics#2
    Add more specific topics related to AI-driven UI generation and design-as-code

    Why:

    CURRENT
    agent, agent-team, ai, claude, claude-code, codex, fimga, flutter, html, mcp, opencode, openpencil, pencil, react, react-native, svelte, ui, vibecoding, vibedesign, vue
    COPY-PASTE FIX
    Add ai-design, ui-generation, design-as-code, vector-graphics, generative-ai, llm-agents, prompt-to-ui to the existing topics.
  • mediumcomparison#3
    Add a dedicated comparison section to the README

    Why:

    COPY-PASTE FIX
    Create a new section in the README, perhaps titled "How OpenPencil Compares" or "Why OpenPencil?", that explicitly contrasts its AI-native, agent-team, and design-as-code approach with both traditional vector design tools (e.g., Figma, Sketch) and other AI-assisted design tools, clarifying its unique value proposition.

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 ZSeven-W/openpencil
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GauGAN2
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GauGAN2 · recommended 1×
  2. DALL-E mini / Craiyon · recommended 1×
  3. pix2code · recommended 1×
  4. Sketch2Code · recommended 1×
  5. Figma Plugins · recommended 1×
  • CATEGORY QUERY
    What open-source tools use AI to generate UI designs directly from natural language prompts?
    you: not recommended
    AI recommended (in order):
    1. GauGAN2
    2. DALL-E mini / Craiyon
    3. pix2code
    4. Sketch2Code
    5. Figma Plugins
    6. Hugging Face Transformers

    AI recommended 6 alternatives but never named ZSeven-W/openpencil. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a design-as-code vector tool with AI agent teams for collaborative UI development.
    you: not recommended
    AI recommended (in order):
    1. Figma
    2. Builder.io
    3. Anima
    4. Relume AI
    5. ChatGPT
    6. GitHub Copilot
    7. Plasmic
    8. Locofy.ai
    9. Adobe XD
    10. TeleportHQ
    11. v0.dev

    AI recommended 11 alternatives but never named ZSeven-W/openpencil. 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 ZSeven-W/openpencil?
    pass
    AI named ZSeven-W/openpencil explicitly

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

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

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

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ZSeven-W/openpencil — 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