bootstrap-knowledge

Scan a project to generate persona-specific knowledge bases and semantic vector indexes.

2|Updated Feb 16, 2026
One-click install
npx skills add https://github.com/dmzoneill/skills --skill bootstrap-knowledge
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: bootstrap-knowledge
Source: https://github.com/dmzoneill/skills/tree/main/bootstrap-knowledge
Command: npx skills add https://github.com/dmzoneill/skills --skill bootstrap-knowledge

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill automates the process of scanning a project, generating knowledge tailored for different user personas, and creating a semantic vector index for efficient code search.

Core Features & Use Cases

  • Comprehensive Project Scanning: Analyzes project structure and code.
  • Persona-Specific Knowledge Generation: Creates knowledge bases for developers, devops, testers, and release managers.
  • Vector Indexing: Builds a semantic index for fast code lookups.
  • File Watching: Automatically updates the index when files change.
  • Use Case: When starting a new project or onboarding a new team member, use this Skill to quickly build a foundational understanding of the project's architecture and code.

Quick Start

Scan the current project and bootstrap knowledge for all personas.

Frequently Asked Questions about bootstrap-knowledge

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

FAQPage Schema
How do I generate persona-specific knowledge bases for project onboarding?

To generate persona-specific knowledge bases for project onboarding, scan the project to analyze its structure and code. This process automatically creates tailored knowledge bases for developers, devops, testers, and release managers to accelerate comprehension.

How does semantic vector indexing work for code search?

Semantic vector indexing for code search works by scanning project files and building a semantic index. This index enables fast code lookups and supports file watching to automatically update when underlying project files change.

Can I auto-update a project code index when files change?

Yes, you can auto-update a project code index when files change. The scanning mechanism includes a file watching feature that automatically detects modifications and updates the semantic vector index accordingly.

What is the best way to analyze project architecture for new team members?

The best way to analyze project architecture for new team members is to perform a comprehensive project scan. This generates persona-specific knowledge bases and a semantic vector index, providing a foundational understanding of the codebase.

Does project scanning handle project detection from configuration?

Yes, project scanning handles project detection directly from configuration. This allows the tool to automatically identify project parameters and structure before generating knowledge bases and building the semantic vector index.