RRepoGEO

REPOGEO REPORT · LITE

SamurAIGPT/Generative-Media-Skills

Default branch main · commit 31c49f1b · scanned 5/25/2026, 5:43:00 PM

GitHub: 3,321 stars · 373 forks

AI VISIBILITY SCORE
22 /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
1 / 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/Generative-Media-Skills, 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
    Clarify 'Skills' in README opening to mean agent capabilities

    Why:

    CURRENT
    The Ultimate Multimodal Toolset for Claude Code, Cursor, and Gemini CLI. A high-performance, schema-driven architecture for AI agents to generate, edit, and display professional-grade images, videos, and audio — powered by the muapi-cli.
    COPY-PASTE FIX
    This repository provides the *capabilities* and *toolset* for AI agents (like Claude Code, Cursor, and Gemini CLI) to generate, edit, and display professional-grade images, videos, and audio. It's a high-performance, schema-driven architecture powered by the `muapi-cli`.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/SamurAIGPT/Generative-Media-Skills
  • lowreadme#3
    Add a 'What this is (and isn't)' section to the README

    Why:

    COPY-PASTE FIX
    ## What this is (and isn't)

This repository provides a specialized toolset for AI agents to programmatically generate and manage multimodal media. It is *not* a standalone generative AI model (like Midjourney or Stable Diffusion), nor is it a general-purpose LLM orchestration framework (like LangChain). Instead, it acts as a high-level interface and skill library, enabling agents to leverage powerful underlying models via `muapi-cli` with structured outputs and agent-native design.

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/Generative-Media-Skills
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. DALL-E 3 · recommended 1×
  3. Midjourney · recommended 1×
  4. Adobe Firefly · recommended 1×
  5. RunwayML Gen-2 · recommended 1×
  • CATEGORY QUERY
    How can AI agents generate high-quality images, videos, and audio programmatically?
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion
    2. DALL-E 3
    3. Midjourney
    4. Adobe Firefly
    5. RunwayML Gen-2
    6. Pika Labs
    7. Stable Video Diffusion (SVD)
    8. Synthesia
    9. ElevenLabs
    10. Meta AudioCraft
    11. AudioGen
    12. MusicGen
    13. EnCodec
    14. Google Magenta
    15. MusicVAE
    16. NSynth
    17. AIVA (Artificial Intelligence Virtual Artist)
    18. Descript

    AI recommended 18 alternatives but never named SamurAIGPT/Generative-Media-Skills. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a CLI-driven solution for AI agents to create and manage multimodal generative content.
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers CLI (huggingface/transformers)
    2. OpenAI API
    3. LangChain CLI (langchain-ai/langchain)
    4. Diffusers CLI (huggingface/diffusers)
    5. TensorFlow Lite CLI (tensorflow/tensorflow)
    6. PyTorch Mobile CLI (pytorch/pytorch)
    7. Gradio CLI (gradio-app/gradio)

    AI recommended 7 alternatives but never named SamurAIGPT/Generative-Media-Skills. 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/Generative-Media-Skills?
    pass
    AI did not name SamurAIGPT/Generative-Media-Skills — 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 SamurAIGPT/Generative-Media-Skills in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SamurAIGPT/Generative-Media-Skills 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/Generative-Media-Skills solve, and who is the primary audience?
    pass
    AI did not name SamurAIGPT/Generative-Media-Skills — 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?

Embed your GEO score

Drop this badge into the README of SamurAIGPT/Generative-Media-Skills. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/SamurAIGPT/Generative-Media-Skills.svg)](https://repogeo.com/en/r/SamurAIGPT/Generative-Media-Skills)
HTML
<a href="https://repogeo.com/en/r/SamurAIGPT/Generative-Media-Skills"><img src="https://repogeo.com/badge/SamurAIGPT/Generative-Media-Skills.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

SamurAIGPT/Generative-Media-Skills — 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