RRepoGEO

REPOGEO REPORT · LITE

guywaldman/magic-cli

Default branch main · commit 391c02ed · scanned 6/7/2026, 5:21:55 AM

GitHub: 746 stars · 19 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 guywaldman/magic-cli, 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 sentence to clarify its core function

    Why:

    CURRENT
    Magic CLI is a command line utility which uses LLMs to help you use the command line more efficiently, inspired by projects such as Amazon Q (prev. Fig terminal) and GitHub Copilot for CLI.
    COPY-PASTE FIX
    Magic CLI is an AI-powered terminal assistant and command-line utility that uses LLMs to help you use your shell more efficiently, inspired by projects like Amazon Q (prev. Fig terminal) and GitHub Copilot for CLI.
  • mediumreadme#2
    Add a sentence to the README highlighting its Rust foundation and local LLM capabilities

    Why:

    COPY-PASTE FIX
    Built with Rust, Magic CLI offers fast, secure, and efficient command suggestions, generation, and semantic search of your shell history, supporting both local (e.g., Ollama) and remote LLMs.
  • lowcomparison#3
    Add a 'Comparison' or 'Why Magic CLI?' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison / Why Magic CLI?

Magic CLI differentiates itself from tools like Fig, Warp, and ShellGPT by offering a Rust-native solution for AI-powered command suggestions, generation, and semantic search of your shell history. It provides flexible LLM integration, supporting both local models via Ollama and remote services like OpenAI and Anthropic, giving users full control over their AI backend.

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 guywaldman/magic-cli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Fig
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Fig · recommended 1×
  2. Warp · recommended 1×
  3. theskumar/shellgpt · recommended 1×
  4. paul-gauthier/aider · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How can I use AI to get command suggestions and generate commands in my terminal?
    you: not recommended
    AI recommended (in order):
    1. Fig
    2. Warp
    3. ShellGPT (theskumar/shellgpt)
    4. Aider (paul-gauthier/aider)
    5. OpenAI API
    6. Anthropic's Claude
    7. Google's Gemini
    8. Tabnine
    9. GitHub Copilot

    AI recommended 9 alternatives but never named guywaldman/magic-cli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Rust-based CLI tool to semantically search shell history with local LLMs.
    you: not recommended
    AI recommended (in order):
    1. Aitch
    2. Atuin
    3. Zoxide
    4. llm
    5. candle

    AI recommended 5 alternatives but never named guywaldman/magic-cli. 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 guywaldman/magic-cli?
    pass
    AI named guywaldman/magic-cli explicitly

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

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

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

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guywaldman/magic-cli — 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