ai-ad-flow-orchestrator

Detect applicable development flows and generate ordered command sequences.

Updated Nov 8, 2025
One-click install
npx skills add https://github.com/wade56754/AI_ad_spend02 --skill ai-ad-flow-orchestrator
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: ai-ad-flow-orchestrator
Source: https://github.com/wade56754/AI_ad_spend02/tree/main/.claude/skills/ai-ad-flow-orchestrator
Command: npx skills add https://github.com/wade56754/AI_ad_spend02 --skill ai-ad-flow-orchestrator

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill auto-detects applicable development flows (BE/FE/API/Docs) for a given task and outputs a complete command sequence and guidance.

Core Features & Use Cases

  • Flow detection: Chooses BE_DEV_FLOW / FE_DEV_FLOW / API_FIX_FLOW / etc. based on task.
  • Execution plan: Produces command_sequence, local tests, and freeze checklists.
  • Use Case: Given a task, determine the flow, sequence, and integration steps.

Quick Start

Provide a task description; the orchestrator will return a flow_type, flow_name, and command_sequence with steps.

Frequently Asked Questions about ai-ad-flow-orchestrator

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

FAQPage Schema
How do I identify the right development flow for my task?

Development flow selection depends on your task type: backend changes use BE_DEV_FLOW, frontend changes use FE_DEV_FLOW, API fixes use API_FIX_FLOW, testing use TEST_HARDEN_FLOW, documentation use DOC_FREEZE_FLOW, refactoring use REFACTOR_FLOW, or full-stack work use FULL_FLOW. The orchestrator auto-detects the appropriate flow and outputs the complete command sequence.

What does a development flow command sequence include?

Each flow sequence includes ordered commands to execute, local test commands to verify changes, and a freeze checklist for integration readiness. The orchestrator produces flow_type mapping, explicit command_sequence steps, and SoT alignment requirements to guide execution from task start through deployment readiness.

Can I use this orchestrator for backend, frontend, and API fixes in one workflow?

Yes. The orchestrator supports BE_DEV_FLOW, FE_DEV_FLOW, API_FIX_FLOW, and FULL_FLOW scenarios. Provide your task description and it detects the applicable flow type, then produces the corresponding command sequence, test guidance, and freeze checklist for your specific context.

What input do I need to provide to get a development flow?

Provide a task description. The orchestrator analyzes it to determine flow_type, generate ordered command_sequence, define local_test_commands, and produce a freeze checklist. Optional inputs and step-skipping are supported for customized execution plans.

How does flow orchestration ensure source-of-truth alignment?

Flow orchestration maps explicit flow_type decisions to SoT alignment requirements, producing ordered command sequences and freeze checklists that verify state consistency. This ensures development steps follow canonical patterns and integration readiness before deployment.

What's the difference between individual flow types like BE_DEV_FLOW and FULL_FLOW?

Individual flows (BE_DEV_FLOW, FE_DEV_FLOW, API_FIX_FLOW, etc.) target specific layers or concerns with scoped command sequences. FULL_FLOW orchestrates cross-stack changes, coordinating backend, frontend, and API steps in integrated sequence with unified freeze checklist and test requirements.