knowledge-retriever

Name: knowledge-retriever
Availability: InStock
Author: sandmark78

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

1|Updated Apr 15, 2026

Search Tags:#indexing #cli #search #retrieval #knowledge #keywords #domain-filtering

Ready to run

npx skills add https://github.com/sandmark78/workspace --skill knowledge-retriever

💬 Prompt for ChatGPT / Claude Chat▼

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.