skills.rest
nielpattin
nielpattinCOMMUNITY
Explore all skills by this author →
WebsiteGitHub

index-knowledge

Generate hierarchical AGENTS.md knowledge bases from codebase structure and complexity.

Updated Apr 21, 2026
Search Tags:#automation#documentation#ai agents#knowledge base#codebase analysis#code structure
One-click install
npx skills add https://github.com/nielpattin/.dotfiles --skill index-knowledge-nielpattin
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: index-knowledge
Source: https://github.com/nielpattin/.dotfiles/tree/main/.pi/agent/skills/index-knowledge
Command: npx skills add https://github.com/nielpattin/.dotfiles --skill index-knowledge-nielpattin

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill automates the creation of comprehensive, hierarchical knowledge bases for codebases, making complex projects easier to understand and navigate.

Core Features & Use Cases

  • Automated Documentation Generation: Creates AGENTS.md files for project roots and subdirectories based on code complexity and structure.
  • Hierarchical Knowledge Structuring: Organizes project information logically, from the root down to specific modules.
  • Use Case: When onboarding a new developer to a large project, this Skill can quickly generate a navigable knowledge base that highlights key areas, conventions, and potential pitfalls.

Quick Start

Use the index-knowledge skill to regenerate the entire knowledge base from scratch.

Frequently Asked Questions about index-knowledge

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

FAQPage Schema
How do I automate documentation generation for a large codebase?▼

Automate documentation generation by analyzing project structure, file counts, and code conventions to create hierarchical AGENTS.md knowledge bases for root and subdirectories.

What is an AGENTS.md knowledge base and how does it structure codebase analysis?▼

An AGENTS.md knowledge base structures codebase analysis hierarchically by scoring directories based on complexity to determine documentation needs, generating navigable root and subdirectory documentation.

How do I create hierarchical documentation for complex project directories?▼

Create hierarchical documentation by executing parallel agents for project discovery and analysis, followed by phases that score directory complexity and generate root and subdirectory AGENTS.md files.

Can AI agents analyze code structure and conventions to onboard new developers?▼

AI agents analyze code structure and conventions to onboard developers by generating navigable knowledge bases that highlight key modules, project conventions, and potential pitfalls automatically.

Does generating a codebase knowledge base require specific dependencies?▼

Generating a codebase knowledge base requires no specific dependencies, relying entirely on parallel agent execution for discovery and analysis followed by scoring and generation phases.

When should I not use automated hierarchical documentation for my project?▼

Avoid automated hierarchical documentation for simple projects with minimal structure, as the directory scoring and parallel agent analysis are optimized for complex codebases requiring comprehensive navigation.

Related Skills

Explore More Software Engineering Skills→
Puzzle9900Puzzle9900

generic-agent-creator-structure

Standardizes agent file structure, naming, and placement in the `agents/` directory.

Community
Basic
Versya-ioVersya-io

kb-extractor

Generate structured markdown knowledge bases from codebases using Python scripts.

Official
Advanced
ryanmivilleryanmiville

index-knowledge

Generate hierarchical AGENTS.md files with scoring-based location guidance.

Community
Advanced
kryptobaseddevkryptobaseddev
160

ct-docs-review

Review Markdown documentation for CLEO style compliance with inline comments.

Community
Basic