RRepoGEO

REPOGEO REPORT · LITE

lmbelo/pyscripter

Default branch master · commit 7b571704 · scanned 5/25/2026, 11:31:56 AM

GitHub: 1,239 stars · 328 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 lmbelo/pyscripter, 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
  • highhomepage#1
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    https://sourceforge.net/projects/pyscripter/
  • mediumreadme#2
    Rewrite the README's opening to highlight key differentiators and LLM features

    Why:

    CURRENT
    PyScripter is a free and open-source Python Integrated Development Environment (IDE) created with the ambition to become competitive in functionality with commercial Windows-based IDEs available for other languages.
    COPY-PASTE FIX
    PyScripter is a free, open-source, and lightweight Python Integrated Development Environment (IDE) designed specifically for Windows. It offers advanced features, including cutting-edge LLM-assisted coding, and aims to provide functionality competitive with commercial Windows-based IDEs available for other languages, ensuring a native and efficient development experience for Python.
  • mediumcomparison#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives

While many excellent Python IDEs exist, PyScripter stands out as a lightweight, native Windows application. Unlike cross-platform IDEs such as PyCharm or Visual Studio Code, which often rely on frameworks like Electron or Java, PyScripter offers a highly optimized and responsive experience tailored specifically for the Windows environment.

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 lmbelo/pyscripter
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PyCharm
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. PyCharm · recommended 2×
  2. Visual Studio Code · recommended 2×
  3. Spyder · recommended 1×
  4. JupyterLab · recommended 1×
  5. IDLE · recommended 1×
  • CATEGORY QUERY
    Seeking a feature-rich Python IDE with integrated debugging capabilities.
    you: not recommended
    AI recommended (in order):
    1. PyCharm
    2. Visual Studio Code
    3. Spyder
    4. JupyterLab
    5. IDLE

    AI recommended 5 alternatives but never named lmbelo/pyscripter. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Python IDEs offering AI-powered code completion and suggestions?
    you: not recommended
    AI recommended (in order):
    1. PyCharm
    2. Visual Studio Code
    3. GitHub Copilot
    4. Codeium
    5. JupyterLab (jupyterlab/jupyterlab)
    6. Tabnine
    7. Spyder (spyder-ide/spyder)
    8. Kite
    9. Sublime Text

    AI recommended 9 alternatives but never named lmbelo/pyscripter. 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 lmbelo/pyscripter?
    pass
    AI named lmbelo/pyscripter explicitly

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

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

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

Embed your GEO score

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MARKDOWN (README)
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lmbelo/pyscripter — 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