sme-manager

Route shop questions to SME shells and synthesize concise answers.

Updated Jun 2, 2026
One-click install
npx skills add https://github.com/tot3lis/ShopFloor-AI --skill sme-manager
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: sme-manager
Source: https://github.com/tot3lis/ShopFloor-AI/tree/main/.agents/skills/sme-manager
Command: npx skills add https://github.com/tot3lis/ShopFloor-AI --skill sme-manager

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Routes user questions to the appropriate SME shells and synthesizes a concise, shop-specific answer that respects shop context and SME contributions.

Core Features & Use Cases

  • Route questions to the SME registry and select the smallest useful set of sme/*.md shells.
  • Invoke selected SME shells with linked knowledge packages and context, then synthesize their contributions into a single answer.
  • Ensure coverage by shop-flow context and reference maps, with clear notes on what can and cannot be concluded.

Quick Start

Upload your shop fixture and run the SME Manager to route questions to selected SMEs and generate a concise shop-specific answer.

Frequently Asked Questions about sme-manager

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

FAQPage Schema
How do I route technical questions to subject matter experts and synthesize their answers?

To route technical questions to subject matter experts, you need a SME registry and SME shell files. The manager selects the smallest useful set of SMEs, invokes them with context, and synthesizes their contributions into a single concise answer.

What is knowledge management routing for shop-floor contexts?

Knowledge management routing for shop-floor contexts directs user queries to appropriate SME shells using a registry. It applies shop-specific context and optional knowledge maps to synthesize concise answers, ensuring coverage respects shop-flow constraints.

How do I set up shell invocation for SME routing?

Shell invocation for SME routing requires creating a sme-registry.md file and placing SME shell files under the smes/ directory. The manager reads this registry to select and invoke the appropriate shells with linked knowledge packages.

Can I use knowledge packages to influence context synthesis without direct reasoning?

Yes, you can use knowledge packages to influence context synthesis. The manager attaches relevant knowledge-packages from a registry to provide context, but it does not reason directly from the Layer 4 package content itself.

What files are required to implement shop-floor knowledge routing?

Shop-floor knowledge routing requires sme-registry.md and sme shell files under smes/. Optional files include sme-knowledge-map.md and knowledge-package-registry.md to attach relevant knowledge-packages and influence routing decisions.

What are the limitations of using a manager to synthesize SME answers?

The manager synthesizes answers but does not reason directly from Layer 4 knowledge package content. It relies entirely on the SME registry and shell outputs, meaning conclusions are constrained by shop-flow context and the selected SMEs' contributions.