RRepoGEO

REPOGEO REPORT · LITE

writer/writer-framework

Default branch dev · commit 80c3c3b4 · scanned 5/27/2026, 3:32:16 AM

GitHub: 1,441 stars · 95 forks

AI VISIBILITY SCORE
33 /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
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 writer/writer-framework, 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 to clearly define the framework's category and differentiators

    Why:

    CURRENT
    Writer Framework is an open-source framework for creating AI applications. Build user interfaces using a visual editor; write the backend code in Python.
    COPY-PASTE FIX
    Writer Framework is an open-source, low-code framework for building AI applications with a visual drag-and-drop UI editor and a Python backend. It enables rapid development of interactive data and AI apps.
  • mediumabout#2
    Refine the 'About' description to emphasize the visual editor and AI applications

    Why:

    CURRENT
    No-code in the front, Python in the back. An open-source framework for creating data apps.
    COPY-PASTE FIX
    Build AI applications with a visual drag-and-drop UI editor (no-code in the front) and a Python backend. An open-source framework for creating interactive data apps.
  • mediumtopics#3
    Add more specific topics related to visual editing and AI app development

    Why:

    CURRENT
    ai, ai-in, data-apps, data-visualization, developer-tools, interface, interface-builder, models, no-code, python, ui, ui-components, websockets
    COPY-PASTE FIX
    ai, ai-applications, ai-app-development, data-apps, data-visualization, developer-tools, drag-and-drop, interface, interface-builder, low-code, models, no-code, python, ui, ui-components, visual-editor, websockets

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 writer/writer-framework
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Streamlit
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Streamlit · recommended 1×
  2. Dash by Plotly · recommended 1×
  3. PyQt/PySide · recommended 1×
  4. Qt Designer · recommended 1×
  5. Anvil Works · recommended 1×
  • CATEGORY QUERY
    How to build interactive data applications with drag-and-drop UI and Python code?
    you: not recommended
    AI recommended (in order):
    1. Streamlit
    2. Dash by Plotly
    3. PyQt/PySide
    4. Qt Designer
    5. Anvil Works
    6. Gradio
    7. Panel
    8. Tkinter
    9. PAGE (Python Automatic GUI Generator)

    AI recommended 9 alternatives but never named writer/writer-framework. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good frameworks for developing AI applications using a visual interface builder?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Vertex AI Workbench
    2. Microsoft Azure Machine Learning Studio
    3. DataRobot
    4. KNIME Analytics Platform
    5. RapidMiner Studio
    6. H2O.ai Driverless AI
    7. Orange

    AI recommended 7 alternatives but never named writer/writer-framework. 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 writer/writer-framework?
    pass
    AI named writer/writer-framework explicitly

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

  • If a team adopts writer/writer-framework in production, what risks or prerequisites should they evaluate first?
    pass
    AI named writer/writer-framework 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 writer/writer-framework solve, and who is the primary audience?
    pass
    AI did not name writer/writer-framework — 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?

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  • Brand-free category queries5 vs 2 in Lite
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