jmanhype

Vibe Aigc — Development skill for Claude Code

Development community

Agentic orchestration for content generation based on arXiv:2602.04575.

How to install Vibe Aigc

This entry records only its repository, not the path inside it, so there is no exact command to give. Open jmanhype/vibe-aigc and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Vibe Aigc does

Agentic orchestration for content generation based on arXiv:2602.04575.

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README

vibe-aigc

Implementation of the Vibe AIGC paper ([arXiv:2602.04575](https://arxiv.org/abs/2602.04575)). Decomposes high-level creative intent ("Vibes") into executable multi-step content generation workflows via agentic orchestration.

What it does

You describe what you want (a "Vibe" -- style, constraints, description). A MetaPlanner breaks it into a DAG of tasks, assigns tools, executes nodes (with parallelism where possible), and returns composed output. If a node fails, it replans.

from vibe_aigc import Vibe, MetaPlanner

vibe = Vibe(
    description="Write a blog post about AI agents",
    style="informative, engaging",
    constraints=["under 1000 words"]
)

planner = MetaPlanner()
result = await planner.execute(vibe)

Architecture

Based on the paper's 3-component design:

Component Role Module
MetaPlanner Decomposes Vibes into workflow DAGs vibe_aigc.planner
KnowledgeBase Domain expertise (film, writing, design, music) vibe_aigc.knowledge
ToolRegistry Atomic content generation tools vibe_aigc.tools

Additional modules handle ComfyUI workflow composition, video/audio pipelines, VLM feedback loops, and multi-GPU execution.

LLM backends

Provider Config Key required
OpenAI OPENAI_API_KEY env var Yes
Anthropic ANTHROPIC_API_KEY env var Yes
Ollama LLMConfig.for_ollama(host=..., model=...) No

Auto-detection checks env vars in order, falls back to local Ollama.

Install

pip install vibe-aigc

Requires Python 3.12+.

CLI

vibe-aigc plan "Create a blog post about AI" --style informative --format ascii
vibe-aigc execute "Design a landing page" --visualize --checkpoint
vibe-aigc checkpoints --list

Features

  • Parallel execution of independent workflow nodes
  • Checkpoint/resume for long-running workflows
  • Adaptive replanning on node failure
  • ASCII and Mermaid workf