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kb-query

Search a knowledge base wiki and return synthesized answers with citations.

8|1|Updated Apr 24, 2026
Search Tags:#information retrieval#knowledge base#citations#wiki#answer synthesis
One-click install
npx skills add https://github.com/MLMario/wiki-llm --skill kb-query-mlmario
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: kb-query
Source: https://github.com/MLMario/wiki-llm/tree/main/test/fixtures/scaffolded-repo/.claude/skills/kb-query
Command: npx skills add https://github.com/MLMario/wiki-llm --skill kb-query-mlmario

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill streamlines searching and synthesizing information from a knowledge base, providing structured answers with citations, eliminating the need for manual sifting through documents.

Core Features & Use Cases

  • Knowledge Base Search: Query the knowledge base for information and receive synthesized answers.
  • Read-Only Access: Ensures the skill does not modify files unless explicitly instructed to file an answer.
  • Source Corroboration: Offers additional context and corroboration from source summaries when available.
  • Use Case: When you have a comprehensive knowledge base and need to quickly find an answer to a question or verify a piece of information.

Quick Start

Ask the skill to search for "What is the Karpathy LLM Wiki pattern?" and let it provide a synthesized answer with citations.

Frequently Asked Questions about kb-query

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

FAQPage Schema
How do I search a knowledge base wiki and get answers with citations?▼

Searching a wiki knowledge base for information provides structured answers with citations by querying the index and synthesizing content. It retrieves relevant data and corroborates facts directly from source summaries, eliminating manual document sifting.

What is the best way to synthesize information from a wiki without modifying files?▼

The best way to synthesize information from a wiki without modifying files is using a read-only retrieval process. This approach queries the knowledge base index to extract and synthesize answers while ensuring source files remain completely unmodified.

Can I retrieve source corroboration from a knowledge base index?▼

You can retrieve source corroboration from a knowledge base index during information retrieval. The system provides additional context and validates answers by extracting corroborating details from available source summaries.

How do I find specific information in a comprehensive knowledge base quickly?▼

Finding specific information in a comprehensive knowledge base quickly requires targeted information retrieval. Querying the index synthesizes a structured answer with citations, bypassing manual document sifting.

Does wiki answer synthesis work without an existing knowledge base index?▼

Wiki answer synthesis does not work without an existing knowledge base index. The retrieval and synthesis process explicitly requires access to the knowledge base index and source summaries to generate structured answers with citations.

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