RRepoGEO

REPOGEO REPORT · LITE

SamurAIGPT/muapi-cli

Default branch main · commit 866202b0 · scanned 6/1/2026, 1:32:09 PM

GitHub: 998 stars · 83 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 SamurAIGPT/muapi-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 introductory paragraph to highlight unique value

    Why:

    CURRENT
    Official command-line interface for muapi.ai — generate images, videos, and audio directly from your terminal.

**Agent-first design** — every command works for both humans (colored output, tables) and AI agents (`--output-json`, `--jq` filtering, semantic exit codes, MCP server mode).
    COPY-PASTE FIX
    Official command-line interface for muapi.ai — a unified platform to generate images, videos, and audio from over 14 AI models, directly from your terminal. Designed agent-first, `muapi-cli` offers a programmatic gateway for both humans and AI agents to interact with generative AI services, featuring `--output-json`, `--jq` filtering, and MCP server mode.
  • hightopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    ai, cli, generative-ai, image-generation, mcp, muapi, npm, python, video-generation
    COPY-PASTE FIX
    ai, cli, generative-ai, image-generation, mcp, muapi, npm, python, video-generation, audio-generation, api-client, multi-model, ai-agent, mcp-server
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with the text of the MIT License.

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 SamurAIGPT/muapi-cli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
diffusers
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. diffusers · recommended 1×
  2. InvokeAI · recommended 1×
  3. Automatic1111 web UI · recommended 1×
  4. DALL-E 3 · recommended 1×
  5. AnimateDiff · recommended 1×
  • CATEGORY QUERY
    How can I generate AI images, videos, and audio directly from my command line?
    you: not recommended
    AI recommended (in order):
    1. diffusers
    2. InvokeAI
    3. Automatic1111 web UI
    4. DALL-E 3
    5. AnimateDiff
    6. ModelScope Text-to-Video Synthesis
    7. OpenAI Sora
    8. Bark
    9. Meta AudioCraft
    10. MusicGen
    11. AudioGen
    12. ElevenLabs API

    AI recommended 12 alternatives but never named SamurAIGPT/muapi-cli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What command-line tools exist for generative AI, installable with npm or pip?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers CLI (huggingface/transformers)
    2. OpenAI CLI (openai/openai-python)
    3. Diffusers CLI (huggingface/diffusers)
    4. Text-Generation-WebUI (oobabooga/text-generation-webui)
    5. InvokeAI (invoke-ai/InvokeAI)
    6. llama.cpp (ggerganov/llama.cpp)
    7. Stable Diffusion WebUI (AUTOMATIC1111/stable-diffusion-webui)

    AI recommended 7 alternatives but never named SamurAIGPT/muapi-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 SamurAIGPT/muapi-cli?
    pass
    AI named SamurAIGPT/muapi-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 SamurAIGPT/muapi-cli in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SamurAIGPT/muapi-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 SamurAIGPT/muapi-cli solve, and who is the primary audience?
    pass
    AI named SamurAIGPT/muapi-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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite