source-driven-development

Detect framework stacks from dependency files and verify patterns against official documentation.

31|20|Updated Apr 9, 2026
One-click install
npx skills add https://github.com/mycelium-hq/ai-brain-starter --skill source-driven-development-mycelium-hq
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: source-driven-development
Source: https://github.com/mycelium-hq/ai-brain-starter/tree/main/skills/source-driven-development
Command: npx skills add https://github.com/mycelium-hq/ai-brain-starter --skill source-driven-development-mycelium-hq

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This guide ensures every implementation decision is anchored to official documentation, preventing outdated patterns and unverified assumptions.

Core Features & Use Cases

  • Enforces sourcing patterns from authoritative docs before coding.
  • Enables consistent, citable references across projects and teams.
  • Use Case: When building framework-specific boilerplates, verify each pattern against official docs and cite the source in code comments.

Quick Start

Follow the DETECT → FETCH → IMPLEMENT → CITE workflow to ensure every coding decision is backed by official documentation and cited sources.

Frequently Asked Questions about source-driven-development

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I verify framework patterns against official documentation before coding?

To verify framework patterns against official documentation, detect the framework stack from dependency files, fetch precise docs pages, and extract cited guidance for implementation. This ensures every coding decision is backed by current official docs.

What is the best way to prevent outdated framework patterns in boilerplate code?

The best way to prevent outdated framework patterns is to apply only patterns that match current official docs. Enforce sourcing from authoritative documentation before coding to eliminate unverified assumptions and deprecated syntax.

How do I cite official documentation sources in code comments?

To cite official documentation sources in code comments, fetch the precise docs pages for your framework stack and extract cited guidance during implementation. This creates consistent, citable references across projects and teams.

What should I do when existing codebase patterns conflict with official framework documentation?

When codebase patterns conflict with official framework documentation, surface the discrepancies for user decision. Ensure all implementation decisions are documented with citations to maintain accuracy and traceability.

How do I automatically detect the framework stack from dependency files?

To detect the framework stack from dependency files, parse project manifests to identify the exact technologies in use. This automatically anchors subsequent implementation steps to the correct official documentation.

Does source-driven development work without external dependencies?

Source-driven development works without external dependencies, relying entirely on detecting the framework stack from your local dependency files and fetching the corresponding official documentation pages for verification.