fluent-meals

Orchestrate end-to-end Fluent Meals workflows within Fluent MCP.

Updated Apr 6, 2026
One-click install
npx skills add https://github.com/shaner-git/fluent-oss --skill fluent-meals
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: fluent-meals
Source: https://github.com/shaner-git/fluent-oss/tree/main/openclaw-plugin/fluent/skills/fluent-meals
Command: npx skills add https://github.com/shaner-git/fluent-oss --skill fluent-meals

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Orchestrates end-to-end Fluent Meals workflows within Fluent MCP, enabling teams to automate meal planning, grocery generation, and ordering while keeping sensitive steps out of client surfaces.

Core Features & Use Cases

  • Reads canonical meal state from Fluent MCP and surfaces consistent planning data.
  • Handles first-use onboarding when the meals domain is not yet ready.
  • Orchestrates weekly planning, grocery plan generation, inventory checks, and recipe reads.
  • Keeps retailer ordering flows outside Fluent Core, with a separate hosted purchase path and OSS fallback.
  • Requires a hosted order preflight before retailer automation to reconcile what needs to be bought.

Quick Start

Tell Fluent Meals to plan my week's meals based on my current inventory and preferences.

Frequently Asked Questions about fluent-meals

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

FAQPage Schema
How do I automate weekly meal planning and grocery generation inside MCP?

You can automate weekly meal planning by orchestrating workflows inside Fluent MCP, which reads canonical meal state, runs meals_generate_plan, and returns a durable plan artifact for the week.

What is the process for onboarding a meals domain in Fluent MCP?

First-use onboarding initializes the meals domain automatically within Fluent MCP when it is not yet ready, preparing the canonical state so planning and grocery workflows can run.

Can I send retailer orders directly through Fluent Core?

Retailer ordering flows are kept outside Fluent Core. A hosted purchase path and OSS fallback are used instead, requiring a hosted order preflight to reconcile items before retailer automation executes.

How do I generate a grocery list from my current inventory and meal preferences?

Generate a grocery list by instructing the meals workflow to plan based on current inventory and preferences, which triggers meals_generate_plan to check inventory, read recipes, and output the grocery plan.

What is the hosted order preflight required before retailer automation?

The hosted order preflight reconciles what needs to be bought before retailer automation executes. It validates the generated grocery plan against retailer requirements to ensure accurate order handoffs.

Does Fluent Meals require any external dependencies to run meal workflows?

Fluent Meals operates without external dependencies, relying on internal tools like meals_list_tools, meals_generate_plan, and meals_prepare_order to execute end-to-end meal workflows within Fluent MCP.