RRepoGEO

REPOGEO REPORT · LITE

Realiserad/fish-ai

Default branch main · commit 8e5733f2 · scanned 5/31/2026, 5:06:57 PM

GitHub: 534 stars · 46 forks

AI VISIBILITY SCORE
28 /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
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 Realiserad/fish-ai, 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 state its purpose as a Fish shell AI plugin.

    Why:

    CURRENT
    # About

`fish-ai` adds AI functionality to Fish.
    COPY-PASTE FIX
    # fish-ai: AI-powered command generation and assistance for the Fish shell

`fish-ai` is a powerful plugin that supercharges your Fish command line with AI functionality.
  • hightopics#2
    Add more descriptive topics to improve category visibility.

    Why:

    CURRENT
    fish-plugin, fisher
    COPY-PASTE FIX
    fish-plugin, fisher, ai, llm, shell, command-line, autocompletion, command-generation, cli-tool
  • mediumhomepage#3
    Add a homepage URL to the repository metadata.

    Why:

    COPY-PASTE FIX
    https://github.com/Realiserad/fish-ai

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 Realiserad/fish-ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. Fig AI · recommended 1×
  3. GitHub Copilot · recommended 1×
  4. ChatGPT · recommended 1×
  5. GPT-4 · recommended 1×
  • CATEGORY QUERY
    How can I use AI to generate and fix shell commands in Fish?
    you: not recommended
    AI recommended (in order):
    1. Fig AI
    2. GitHub Copilot
    3. ChatGPT
    4. GPT-4
    5. Claude
    6. Gemini
    7. OpenAI API
    8. Aider
    9. ShellGPT

    AI recommended 9 alternatives but never named Realiserad/fish-ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to enhance Fish shell with AI-powered command suggestions and autocompletion.
    you: not recommended
    AI recommended (in order):
    1. Fig (withfig/fig)
    2. Aider (paul-gauthier/aider)
    3. Shell Genie (ashishb/shell-genie)
    4. GitHub Copilot CLI
    5. OpenAI API
    6. Llama 3

    AI recommended 6 alternatives but never named Realiserad/fish-ai. 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 Realiserad/fish-ai?
    pass
    AI did not name Realiserad/fish-ai — 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?

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

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

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Realiserad/fish-ai — 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