Does it work with third-party plugins?

Yes, it is specifically designed to discover agents and skills within both the plugins/ directory and project-level configuration folders.

What happens if no specific tools are found?

The skill includes a graceful degradation system that falls back to standard tools based on the detected tech stack or prompts the user for the correct commands.

What files does this skill scan?

It scans the .claude/ directory for agents, skills, and commands, checks the plugins/ directory, parses CLAUDE.md for quality scripts, and examines manifest files like package.json or pyproject.toml.

Can I use this in my own custom commands?

Yes, it is designed as a modular discovery layer that can be invoked by other commands to inform how they should execute their specific phases.

How does it help with workflow automation?

It allows Claude to identify and use your project-specific quality tools (like Ruff, Pytest, or NPM scripts) automatically instead of relying on generic defaults.

Project Capability Discovery

Name: Project Capability Discovery
Author: synaptiai

bysynaptiai

0•

Productivity & Workflow

Automatically scans and adapts Claude's behavior based on your project's unique agents, skills, and quality commands.

Project Capability Discovery is a foundational utility for Claude Code that enables dynamic workflow adaptation by scanning the local development environment. It identifies custom agents, specialized skills, and project-specific commands defined in the .claude/ directory or within installed plugins. By parsing configuration files like CLAUDE.md and detecting the underlying tech stack (Python, Node.js, Go, etc.), it ensures that Claude utilizes the most relevant tools and quality checks for every task, allowing for seamless transitions between different project environments.

Key Features

01Intelligent parsing of quality commands from CLAUDE.md

02Automated scanning of project-level and plugin-based agents and skills

03Structured reporting for workflow adaptation and graceful fallbacks

04Automatic tech stack detection for Python, JavaScript, Go, Rust, and more

05Integration-ready for start, review, and feedback loops

060 GitHub stars

Use Cases

01Adapting standard GitHub workflows to use project-specific linting and testing tools

02Configuring automated code review processes based on available project validation scripts

03Discovering specialized domain agents during the initial implementation phase of a task

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add synaptiai/synapti-marketplace capability-discovery

For use in Claude.ai and ChatGPT

Download Skill