How does the engine choose which plugins to install?

It uses a Greedy Set Cover algorithm to find the smallest collection of plugins that satisfies all the capabilities requested in your intent specification.

Can I prioritize specific plugin providers?

Yes, you can specify a preferred 'provider' for any capability within your composition.yaml file to override the default selection logic.

Can this skill handle circular dependencies between plugins?

The engine uses Kahn's Algorithm for topological sorting, which identifies and reports circular dependencies as errors before attempting installation.

What is project fingerprinting?

Fingerprinting scans your project root for files like package.json or Dockerfile to identify your tech stack and automatically apply relevant configuration settings to your plugins.

How do I trigger a plugin composition?

You can invoke the engine using the /mp:compose slash command or by providing a composition.yaml file detailing your requirements.

Intent-Based Composition

Name: Intent-Based Composition
Author: markus41

bymarkus41

•

生産性とワークフロー

Transforms high-level functional intents into optimized, dependency-ordered plugin installation plans for Claude Code.

The Intent-Based Composition skill simplifies the complex process of managing multiple Claude plugins by allowing users to describe what they want to achieve rather than manually selecting individual tools. It utilizes sophisticated algorithms, including Greedy Set Cover for capability matching and Kahn’s Algorithm for dependency resolution, to ensure the smallest possible set of plugins is selected without conflicts. By fingerprinting your project's technology stack (e.g., Node.js, Docker, Terraform), the engine automatically infers configuration defaults, making it an essential tool for project onboarding and automated environment setup.

主な機能

01Capability matching using Greedy Set Cover algorithm for minimal plugin footprints

02Support for YAML-based intent specifications with provider preferences

03Automatic technology fingerprinting to infer context-aware configuration defaults

04Intelligent conflict detection to prevent incompatible plugin combinations

05Topological dependency resolution with Kahn's Algorithm to prevent installation errors

069 GitHub stars

ユースケース

01Automatically configuring development environments based on project file detection

02Rapidly setting up a full-stack CI/CD and security pipeline with a single command

03Managing complex plugin ecosystems where tools share or require specific capabilities

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add markus41/claude composition

For use in Claude.ai and ChatGPT