How does the graph-enhanced search benefit development?

It uses multi-hop traversal to find related content that simple keyword searches might miss, providing a more comprehensive context for complex coding problems.

What is the purpose of the library skill in task-ai?

It manages a shared knowledge base (.library/) that stores cross-task experiences, technical references, and security rules to help Claude perform better over time.

How does it optimize token usage?

It uses a progressive disclosure model, showing metadata first, then summaries, and only providing full file content when explicitly requested.

Does this skill help with security?

Yes, it includes an 'evolve' operation specifically designed to discover, review, and integrate security rules into the AI's development workflow.

Knowledge Library Manager

Name: Knowledge Library Manager
Author: huacheng

byhuacheng

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Aprendizaje y Documentación

Manages and explores a structured cross-task knowledge base to enhance AI development with shared experiences and security rules.

The Knowledge Library Manager is a specialized utility for Claude Code that enables persistent, cross-task learning through a structured .library/ directory. It allows users to search, list, and maintain a shared repository of technical references, past experiences, and evolving security rules. By leveraging graph-enhanced search and automated maintenance routines, it ensures that the AI assistant always has access to the most relevant and up-to-date domain knowledge, reducing redundant research and improving task accuracy across complex development lifecycles.

Características Principales

011 GitHub stars

02Structured management of references, experiences, type-profiles, and thinking patterns.

03Graph-enhanced search with multi-factor scoring based on relevance, usage frequency, and freshness.

04Security rules evolution loop to discover, review, and integrate new safety guidelines.

05Automated index rebuilding and changelog compaction for long-term library health.

06Progressive disclosure of search results to optimize token consumption and context window usage.

Casos de Uso

01Retrieving specific architectural patterns or 'lessons learned' from previous coding tasks to avoid repeating mistakes.

02Auditing the health and staleness of a project's internal technical documentation and knowledge base.

03Evolving shared security rules and scanning patterns across multiple development environments.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add huacheng/moonview library

For use in Claude.ai and ChatGPT

Download Skill