RRepoGEO

REPOGEO REPORT · LITE

lasantosr/intelli-shell

Default branch main · commit d4cc6371 · scanned 5/28/2026, 7:21:57 PM

GitHub: 1,233 stars · 22 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 lasantosr/intelli-shell, 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 README opening to emphasize AI and advanced templating

    Why:

    CURRENT
    IntelliShell is a powerful command template and snippet manager for your shell. It goes far beyond a simple history search, transforming your terminal into a structured, searchable, and intelligent library of your commands.
    COPY-PASTE FIX
    IntelliShell is an AI-powered command template and snippet manager for your shell. It leverages dynamic variables, smart completions, and local or remote LLMs to transform your terminal into a structured, searchable, and intelligent library of commands, going far beyond simple history search.
  • mediumtopics#2
    Add AI/LLM-related terms to topics

    Why:

    CURRENT
    autocomplete, bash, bookmark, cli, command-line, fish, productivity, rust, rust-lang, terminal, tool, zsh
    COPY-PASTE FIX
    autocomplete, bash, bookmark, cli, command-line, fish, productivity, rust, rust-lang, terminal, tool, zsh, ai, llm, generative-ai, ai-assistant
  • lowcomparison#3
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled 'Comparison' or 'Why IntelliShell?' that clearly outlines how IntelliShell differs from and improves upon tools like Fig, Oh My Zsh, zsh-autosuggestions, and AI code assistants like ShellGPT or Aider.

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 lasantosr/intelli-shell
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
withfig/fig
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. withfig/fig · recommended 1×
  2. ohmyzsh/ohmyzsh · recommended 1×
  3. zsh-users/zsh-autosuggestions · recommended 1×
  4. zsh-users/zsh-syntax-highlighting · recommended 1×
  5. fish-shell/fish-shell · recommended 1×
  • CATEGORY QUERY
    How can I improve my shell productivity with smart command suggestions and snippets?
    you: not recommended
    AI recommended (in order):
    1. Fig (withfig/fig)
    2. Oh My Zsh (ohmyzsh/ohmyzsh)
    3. zsh-autosuggestions (zsh-users/zsh-autosuggestions)
    4. zsh-syntax-highlighting (zsh-users/zsh-syntax-highlighting)
    5. Fish Shell (fish-shell/fish-shell)
    6. fzf (junegunn/fzf)
    7. tldr (tldr-pages/tldr)
    8. Alfred
    9. Raycast
    10. AutoHotkey (autohotkey/autohotkey)
    11. espanso (federico-terzi/espanso)

    AI recommended 11 alternatives but never named lasantosr/intelli-shell. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good command-line tools for templating and AI-assisted command generation?
    you: not recommended
    AI recommended (in order):
    1. Fig
    2. Aider
    3. ShellGPT
    4. TermGPT
    5. Copilot in GitHub CLI
    6. tldr
    7. navi

    AI recommended 7 alternatives but never named lasantosr/intelli-shell. 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 lasantosr/intelli-shell?
    pass
    AI named lasantosr/intelli-shell explicitly

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

  • If a team adopts lasantosr/intelli-shell in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lasantosr/intelli-shell 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 lasantosr/intelli-shell solve, and who is the primary audience?
    pass
    AI named lasantosr/intelli-shell 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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lasantosr/intelli-shell — 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