knowledge

Search the WeKnora knowledge base using tag filtering and hybrid search.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/XiaoMi/mone --skill knowledge
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: knowledge
Source: https://github.com/XiaoMi/mone/tree/main/jcommon/mcp/mcp-smartsre/.claude/skills/knowledge
Command: npx skills add https://github.com/XiaoMi/mone --skill knowledge

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

Quickly locate precise knowledge base articles and guidance across WeKnora using intelligent tag filtering and hybrid search (keyword plus vector).

Core Features & Use Cases

  • Tag-based filtering: Narrow results by tags to improve precision.
  • Hybrid search: Combine keyword search with vector-like relevance.
  • Programmatic results: Returns structured JSON including content, score, and metadata.

Quick Start

uv run python .claude/skills/knowledge/scripts/search.py -q "如何配置网关" --tags '["tesla"]'

Frequently Asked Questions about knowledge

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

FAQPage Schema
How do I search a knowledge base with keyword and vector filtering?

Hybrid search combines keyword matching with vector-based relevance to retrieve documentation. The knowledge Skill searches WeKnora using both approaches simultaneously, returning structured results ranked by relevance score. This enables precise answers to how-to and troubleshooting queries without manual filtering.

Can I narrow knowledge base search results by tags?

Tag-based filtering narrows search results to specific topics or categories before ranking. Pass tags as a JSON array to scope results—for example, filtering by 'tesla' returns only articles tagged with that product. This improves precision when searching large knowledge bases.

What structured data does a knowledge base search return?

Search returns programmatic JSON results containing article content, relevance score, and metadata. Each result includes the matched documentation text, confidence ranking, and attributes needed for downstream processing or display in applications and dashboards.

How do I retrieve API documentation and configuration guides from a knowledge base?

The knowledge Skill retrieves API docs, configuration guides, and best practices by searching WeKnora with keyword queries like 'how to configure' or 'API endpoints.' Results include full documentation text and metadata, enabling automated lookups for setup and integration steps.

Does knowledge base search work for troubleshooting and best practices?

Yes, hybrid search handles troubleshooting questions, best practices, and usage steps. The Skill matches natural-language queries against knowledge base articles tagged and indexed by intent, returning guidance ranked by relevance for problem-solving workflows.