muapi-workflow

muapi-workflow is a skill for Claude Code, Codex from SamurAIGPT/Generative-Media-Skills. It costs 44 tokens per session (1,548 once invoked), scanned A, original, MIT.

An AI workflow builder for connecting image and video generation, enhancement, and editing steps into runnable pipelines. It can create, find, change, run, and visualize these workflows from plain-language descriptions.

In plain words
What is it for?
Use it to build automated media-generation pipelines, discover suitable existing pipelines, edit them, and run them from the command line.
Why use it?
It removes the need to manually design and connect each generation step. It also helps reuse existing workflows instead of rebuilding them from scratch.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to build automated media-generation pipelines, discover suitable existing pipelines, edit them, and run them from the command line.

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Install with agentmods
npx agentmods add skills/samuraigpt/generative-media-skills/workflow
About the project

Generative-Media-Skills is a toolkit that lets AI agents generate, edit, and display images, videos, and audio through the muapi command-line interface. It is for users of Claude Code, Cursor, Gemini CLI, and OpenCode who need multimodal media-generation workflows. The catalogue entries are the skills that expose these media capabilities to coding agents.

SamurAIGPT/Generative-Media-Skills · 4,254 stars · on GitHub · muapi.ai

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add SamurAIGPT/Generative-Media-Skills --skill workflow
Clone the repo
git clone --depth 1 https://github.com/SamurAIGPT/Generative-Media-Skills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for muapi-workflow

README.md
[![agentmods](https://agentmods.dev/badge/skills/samuraigpt/generative-media-skills/workflow/github.svg)](https://agentmods.dev/skills/samuraigpt/generative-media-skills/workflow)
Your own site
<a href="https://agentmods.dev/skills/samuraigpt/generative-media-skills/workflow"><img src="https://agentmods.dev/badge/skills/samuraigpt/generative-media-skills/workflow/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for muapi-workflow

Your own site · 80×15
<a href="https://agentmods.dev/skills/samuraigpt/generative-media-skills/workflow"><img src="https://agentmods.dev/badge/skills/samuraigpt/generative-media-skills/workflow.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 44 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,548 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00044 $0.01548
Opus 5 $0.00022 $0.00774
Sonnet 5 $0.00009 $0.00310
Haiku 4.5 $0.00004 $0.00155

Measured 6d ago against content hash 8a0802d97828, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

muapi-workflow scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.

The scan reads SKILL.md. This mod also ships 5 executable files (scripts/discover-workflow.sh, scripts/generate-workflow.sh, scripts/interactive-run.sh, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

library/workflow/SKILL.md · 198 lines

How it starts

The opening of the file, as written. The whole thing — 198 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AI Workflow Builder

Chain any combination of muapi.ai generation steps into automated pipelines. The AI architect converts your plain-language description into a runnable node graph.

Prerequisites

Always ensure the muapi CLI is up-to-date before running any commands. Reinstall from source at the start of every session:

pip install --upgrade /path/to/muapi-cli

Replace /path/to/muapi-cli with the actual path to the muapi-cli directory in the workspace (the directory containing pyproject.toml).

Core Operations

  1. Generate (generate-workflow.sh) — AI architect creates a workflow from a description
  2. Discover (discover-workflow.sh) — Find a relevant existing workflow by natural language
  3. Edit (generate-workflow.sh --workflow-id) — Modify an existing workflow with a prompt
  4. Interactive Run (interactive-run.sh) — Prompt for inputs and execute a workflow
  5. Run (run-workflow.sh) — Execute a workflow, poll node-by-node, collect outputs
  6. CLI (muapi workflow) — Full CRUD + visualization directly from the terminal

Agent Guided Discovery & Selection

As an AI agent, you have the ability to read and understand the purpose of available workflows to select the best one for the user's task (e.g., "create a UGC video").

  1. Discover: Fetch the catalog of available workflows and their descriptions in JSON format.
    muapi workflow discover --output-json
    
  2. Match (Internal Reasoning): Use your LLM capabilities to analyze the name, category, and description fields of the returned workflows. Find the best match for the user's intent.
  3. Analyze: If you find a promising candidate, inspect its structure to ensure it has the necessary nodes and parameters.
    muapi workflow get <workflow_id>
    
    CRITICAL RULE: The output of muapi workflow get will include an "API Inputs" table. You MUST read this table to understand what inputs are required.
  4. Choose & Confirm & Prompt User:
    • If one workflow is a perfect match, you MUST ask the user to provide the exact values for the required API inputs before executing it. Never invent or guess input values (like prompts, URLs, etc.) on your own.
    • If multiple workflows are highly relevant, present the options to the user with their descriptions and ask them to confirm which one to use, and also ask for the required inputs.
    • If no workflow matches the user's complex request, offer to architect a new one using muapi workflow create.

Read the full file on GitHub · 198 lines

Files

What ships with it

5 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 6d ago First seen · 198 lines · 44 tokens per session scan A 8a0802d97828

Subscribe to this mod's changes

muapi-workflow is a skill published in the GitHub repository SamurAIGPT/Generative-Media-Skills (4,254 stars, last pushed yesterday), licensed MIT. It adds 44 tokens to every session and 1,548 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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