llm-fillin

LLM-powered slot filling + tool orchestration for Ruby.
Register JSON-schema tools, let an LLM ask for missing fields, then call your handlers safely.

Install

bundle install

Configure

Set your OpenAI API key:

export OPENAI_API_KEY=sk-...

Run the demo

ruby examples/run_create_toy.rb

Try:

I want a red race car toy for $12

The assistant will ask for any missing fields (like category) and then “create” the toy.

Use in your app

• Register tools (schemas + handlers)
• Call the Orchestrator with your message list
• Validate server-side; enforce tenant/RBAC; generate idempotency for creates