RRepoGEO

REPOGEO REPORT · LITE

PowerShell/AIShell

Default branch main · commit 40e54094 · scanned 6/10/2026, 1:47:45 PM

GitHub: 520 stars · 73 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 PowerShell/AIShell, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    powershell, ai, cli, assistant, generative-ai, command-line, terminal, agent
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/PowerShell/AIShell
  • lowreadme#3
    Add a brief comparison section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives

AI Shell's core differentiator was its deep integration of large language model (LLM) capabilities directly into the PowerShell experience. Unlike traditional shells (Bash, Zsh, plain PowerShell) which lack natural language processing for command assistance, AI Shell provided an interactive, AI-powered layer. Compared to generic AI APIs or standalone tools, AI Shell focused on a seamless, conversational experience within the command line, specifically tailored for PowerShell users.

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 PowerShell/AIShell
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
akl7777777/ShellGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. akl7777777/ShellGPT · recommended 1×
  2. paul-gauthier/aider · recommended 1×
  3. OpenAI API · recommended 1×
  4. Anthropic's Claude · recommended 1×
  5. Google's Gemini · recommended 1×
  • CATEGORY QUERY
    How can I integrate AI assistance directly into my command-line interface?
    you: not recommended
    AI recommended (in order):
    1. ShellGPT (akl7777777/ShellGPT)
    2. Aider (paul-gauthier/aider)
    3. OpenAI API
    4. Anthropic's Claude
    5. Google's Gemini
    6. curl
    7. openai library (openai/openai-python)
    8. anthropic library (anthropics/anthropic-python)
    9. google-generativeai library (google/generative-ai-python)
    10. LM Studio
    11. Ollama (ollama/ollama)
    12. Click (pallets/click)
    13. Typer (tiangolo/typer)
    14. argparse

    AI recommended 14 alternatives but never named PowerShell/AIShell. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a command-line shell that connects to various AI assistant services.
    you: not recommended
    AI recommended (in order):
    1. Shell Genie
    2. ai-shell
    3. Aider
    4. TermGPT
    5. llm-cli

    AI recommended 5 alternatives but never named PowerShell/AIShell. 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 PowerShell/AIShell?
    pass
    AI named PowerShell/AIShell explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of PowerShell/AIShell. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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PowerShell/AIShell — 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