RRepoGEO

REPOGEO REPORT · LITE

emcf/engshell

Default branch main · commit 8028e348 · scanned 5/13/2026, 9:13:40 AM

GitHub: 2,155 stars · 182 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 emcf/engshell, 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
    Clarify the README's opening to specify "command-line" interface

    Why:

    CURRENT
    ## An English-language shell for any OS, powered by LLMs
    COPY-PASTE FIX
    ## An English-language command-line shell for any OS, powered by LLMs
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    llm, ai, shell, cli, natural-language, automation, generative-ai, python
  • mediumhomepage#3
    Add the repository URL as the project homepage

    Why:

    COPY-PASTE FIX
    https://github.com/emcf/engshell

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 emcf/engshell
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Dragon NaturallySpeaking
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Dragon NaturallySpeaking · recommended 1×
  2. Windows Speech Recognition · recommended 1×
  3. macOS Voice Control · recommended 1×
  4. VoiceAttack · recommended 1×
  5. Talon Voice · recommended 1×
  • CATEGORY QUERY
    How can I control my operating system using plain English commands?
    you: not recommended
    AI recommended (in order):
    1. Dragon NaturallySpeaking
    2. Windows Speech Recognition
    3. macOS Voice Control
    4. VoiceAttack
    5. Talon Voice
    6. Google Assistant
    7. Cortana

    AI recommended 7 alternatives but never named emcf/engshell. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow automating complex desktop workflows and system interactions with natural language?
    you: not recommended
    AI recommended (in order):
    1. Microsoft Power Automate Desktop
    2. AI Builder
    3. UiPath Studio
    4. AI Fabric
    5. Voiceflow
    6. AutoHotkey
    7. Python
    8. spaCy
    9. NLTK
    10. Zapier
    11. IFTTT

    AI recommended 11 alternatives but never named emcf/engshell. 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 emcf/engshell?
    pass
    AI named emcf/engshell explicitly

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

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

    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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