knowledge-retriever

Search knowledge points with domain filtering and ranked results via CLI.

1|Updated Apr 15, 2026
One-click install
npx skills add https://github.com/sandmark78/workspace --skill knowledge-retriever
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: knowledge-retriever
Source: https://github.com/sandmark78/workspace/tree/main/skills/knowledge-retriever
Command: npx skills add https://github.com/sandmark78/workspace --skill knowledge-retriever

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Quickly locate relevant knowledge points from a vast knowledge base, reducing manual searching and speeding up research.

Core Features & Use Cases

  • Keyword search across knowledge points
  • Domain filtering and result ranking
  • Knowledge point statistics and quick insights
  • Use Case: Find all points about a topic across domains and rank results by relevance

Quick Start

Run knowledge-retriever.py search "topic" to view the top matching knowledge points.

Frequently Asked Questions about knowledge-retriever

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

FAQPage Schema
How do I search for specific keywords across a large knowledge base?

To search a large knowledge base for specific keywords, use a CLI command to match terms across indexed knowledge points. The tool ranks matching entries by relevance to deliver the top results for your topic.

Can I filter knowledge base search results by domain?

Yes, domain filtering is supported to narrow knowledge base search results. You can apply domain constraints alongside keyword matching to isolate relevant knowledge points and rank them by relevance.

How do I build a file index for fast knowledge retrieval in Python?

You can build a file index for fast knowledge retrieval by running the build-index CLI command. This Python-based process creates a searchable index across 1M+ entries to enable quick discovery and ranked results.

What is the best way to get statistics and insights from a knowledge base?

The best way to get insights from a knowledge base is using the stats CLI command. It generates knowledge point statistics, providing quick insights into the indexed data without requiring a full keyword search.

Does knowledge-retriever work with knowledge bases containing over a million entries?

Yes, knowledge-retriever is designed for large-scale knowledge bases containing 1M+ entries. It applies fast discovery, domain filtering, and keyword matching to quickly locate relevant points across vast datasets.

What CLI commands are available for knowledge point search and indexing?

The available CLI commands include search, stats, and build-index. You can run search with a topic string to view top matching points, use stats for insights, or run build-index to create the file index.