RRepoGEO

REPOGEO REPORT · LITE

gorilla-llm/gorilla-cli

Default branch main · commit 6e050364 · scanned 5/28/2026, 2:36:47 AM

GitHub: 1,365 stars · 79 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 gorilla-llm/gorilla-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
  • hightopics#1
    Add specific topics for AI-powered CLI assistance

    Why:

    CURRENT
    aws, bash, cli, gcp, iterm2, k8s, kubernetes, kubernetes-cli, llm, productivity, shell, terminal, wsl, zsh
    COPY-PASTE FIX
    aws, bash, cli, gcp, iterm2, k8s, kubernetes, kubernetes-cli, llm, productivity, shell, terminal, wsl, zsh, ai-assistant, natural-language-cli, command-generator, shell-ai, cli-automation
  • highreadme#2
    Reposition README opening to clearly state its function as an AI-powered CLI assistant

    Why:

    CURRENT
    # Gorilla CLI

Gorilla CLI powers your command-line interactions with a user-centric tool. Simply state your objective, and Gorilla CLI will generate potential commands for execution.
    COPY-PASTE FIX
    # Gorilla CLI

Gorilla CLI is an AI-powered command-line assistant that transforms your natural language objectives into executable shell commands. Simply state your goal, and Gorilla CLI will generate potential commands for execution.
  • mediumreadme#3
    Add a 'Why Gorilla CLI?' section highlighting its unique differentiator

    Why:

    COPY-PASTE FIX
    ## Why Gorilla CLI?

Gorilla CLI stands out by offering a unified command-line interface to interact with a wide range of LLM providers (e.g., OpenAI, Anthropic, Google) from a single, user-centric tool. Unlike provider-specific SDKs or direct API calls, Gorilla CLI streamlines your workflow, allowing you to leverage diverse models without switching environments.

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 gorilla-llm/gorilla-cli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 1×
  2. Fig AI · recommended 1×
  3. TheRensss/sgpt · recommended 1×
  4. paul-gauthier/aider · recommended 1×
  5. ChatGPT / GPT-4 · recommended 1×
  • CATEGORY QUERY
    How can I generate complex shell commands using natural language descriptions?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Fig AI
    3. ShellGPT (SGPT) (TheRensss/sgpt)
    4. Aider (paul-gauthier/aider)
    5. ChatGPT / GPT-4
    6. Bard / Gemini

    AI recommended 6 alternatives but never named gorilla-llm/gorilla-cli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tool helps automate cloud and Kubernetes CLI tasks with plain English prompts?
    you: not recommended
    AI recommended (in order):
    1. MindsDB
    2. OpenAI GPT-4
    3. Co-Pilot for Azure
    4. GitHub Copilot for CLI
    5. langchain
    6. LlamaIndex
    7. AWS CodeWhisperer
    8. Google Cloud AI Assistant
    9. ShellGPT

    AI recommended 9 alternatives but never named gorilla-llm/gorilla-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 gorilla-llm/gorilla-cli?
    pass
    AI named gorilla-llm/gorilla-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 gorilla-llm/gorilla-cli in production, what risks or prerequisites should they evaluate first?
    pass
    AI named gorilla-llm/gorilla-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 gorilla-llm/gorilla-cli solve, and who is the primary audience?
    pass
    AI named gorilla-llm/gorilla-cli 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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gorilla-llm/gorilla-cli — RepoGEO report