REPOGEO REPORT · LITE

SamurAIGPT/muapi-cli

Default branch main · commit b09dc012 · scanned 7/1/2026, 3:27:10 PM

GitHub: 1,013 stars · 85 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 opening sentence to highlight multi-model service client

Why:

CURRENT

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

COPY-PASTE FIX

Official command-line interface for muapi.ai — a unified CLI to generate images, videos, and audio from multiple AI models and providers directly from your terminal.

highreadme#2

Add a 'License' section to the README

Why:

COPY-PASTE FIX

## License

This project is open-source. Please refer to the `LICENSE` file in the repository root for specific licensing details.

mediumreadme#3

Add a 'Key Features' section to the README

Why:

COPY-PASTE FIX

## Key Features

- **Unified API for Multiple AI Models:** Interact with various generative AI models (images, videos, audio) from different providers through a single, consistent CLI.
- **Agent-First Design:** Optimized for both human use (colored output, tables) and AI agents (`--output-json`, `--jq` filtering, semantic exit codes, MCP server mode).
- **Cross-Platform & Easy Install:** Available via `npm` (no Python required) and `pip` for broad accessibility.
- **Comprehensive Media Generation:** Generate images, videos, and audio directly from your terminal.

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

Of all named tools, what % are you?

Top rival

InvokeAI

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

InvokeAI · recommended 1×
Diffusers · recommended 1×
Automatic1111's Stable Diffusion Web UI · recommended 1×
ComfyUI · recommended 1×
FFmpeg · recommended 1×

CATEGORY QUERY
How can I generate AI images and videos directly from my terminal?
you: not recommended
AI recommended (in order):
1. InvokeAI
2. Diffusers
3. Automatic1111's Stable Diffusion Web UI
4. ComfyUI
5. FFmpeg
6. Sora
AI recommended 6 alternatives but never named SamurAIGPT/muapi-cli. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Python or Node.js CLI to programmatically generate AI media with JSON output?
you: not recommended
AI recommended (in order):
1. OpenAI API
2. Stability AI
3. Midjourney API
4. Typer (tiangolo/typer)
5. Click (pallets/click)
6. DALL-E 3
7. Stable Diffusion
8. midjourney-api-python
9. axios (axios/axios)
10. Commander.js (tj/commander.js)
11. Yargs (yargs/yargs)
12. OpenAI Node.js SDK (openai/openai-node)
13. Stability AI Node.js SDK (Stability-AI/stability-sdk-node)
14. Hugging Face `diffusers` (huggingface/diffusers)
AI recommended 14 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

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

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/SamurAIGPT/muapi-cli.svg)](https://repogeo.com/en/r/SamurAIGPT/muapi-cli)

HTML

<a href="https://repogeo.com/en/r/SamurAIGPT/muapi-cli"><img src="https://repogeo.com/badge/SamurAIGPT/muapi-cli.svg" alt="RepoGEO" /></a>

Pro

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SamurAIGPT/muapi-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