RRepoGEO

REPOGEO REPORT · LITE

vercel-labs/ai-cli

Default branch main · commit 1cf578f8 · scanned 6/13/2026, 4:06:49 AM

GitHub: 537 stars · 48 forks

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 vercel-labs/ai-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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai, cli, generative-ai, llm, image-generation, video-generation, text-generation, vercel-ai-sdk, terminal
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the root of the repository with your chosen open-source license (e.g., MIT, Apache-2.0).
  • mediumreadme#3
    Clarify the README's H1 and opening sentence for better categorization

    Why:

    CURRENT
    # ai

A tiny, agent-native CLI for generating images, video and text with dead-simple commands, stdin support and predictable artifact outputs. Uses Vercel AI SDK and AI Gateway for unified access to hundreds of models.
    COPY-PASTE FIX
    # ai-cli: Generate Anything with AI from Your Terminal

A tiny, agent-native CLI for generating images, video, and text directly from your terminal with dead-simple commands, stdin support, and predictable artifact outputs. It unifies access to hundreds of models via Vercel AI SDK and AI Gateway, making it a versatile tool for developers and power 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 vercel-labs/ai-cli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Stable Diffusion
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Stable Diffusion · recommended 1×
  2. huggingface/diffusers · recommended 1×
  3. InvokeAI/InvokeAI · recommended 1×
  4. deforum/deforum_stable_diffusion · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How can I generate images, video, and text directly from my command line?
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion
    2. diffusers (huggingface/diffusers)
    3. InvokeAI (InvokeAI/InvokeAI)
    4. Deforum Stable Diffusion (deforum/deforum_stable_diffusion)
    5. OpenAI API
    6. DALL-E 3
    7. DALL-E 2
    8. GPT-4
    9. GPT-3.5 Turbo
    10. Hugging Face Transformers (huggingface/transformers)
    11. Llama 2
    12. Mistral
    13. GPT-2
    14. ffmpeg (FFmpeg/FFmpeg)
    15. text-generation-webui (oobabooga/text-generation-webui)
    16. gfpgan (TencentARC/GFPGAN)
    17. CodeFormer (sczhou/CodeFormer)

    AI recommended 17 alternatives but never named vercel-labs/ai-cli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What command-line tool helps generate AI content from piped input or local files?
    you: not recommended
    AI recommended (in order):
    1. ollama
    2. lm-cli
    3. llm
    4. cURL
    5. genai-cli

    AI recommended 5 alternatives but never named vercel-labs/ai-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
    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 vercel-labs/ai-cli?
    pass
    AI named vercel-labs/ai-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 vercel-labs/ai-cli in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vercel-labs/ai-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 vercel-labs/ai-cli solve, and who is the primary audience?
    pass
    AI named vercel-labs/ai-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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  • Brand-free category queries5 vs 2 in Lite
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