insight_reflect

Evaluate completed phases and output JSON decisions for next workflow actions.

Updated Aug 27, 2026
One-click install
npx skills add https://github.com/huangxn27/broadband-agent-demo --skill insight-reflect
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: insight_reflect
Source: https://github.com/huangxn27/broadband-agent-demo/tree/main/backend/skills/insight_reflect
Command: npx skills add https://github.com/huangxn27/broadband-agent-demo --skill insight-reflect

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

After a Phase completes, this skill automates evaluation and decision-making to choose whether to continue, adjust, insert, or skip the next steps in a multi-phase workflow.

Core Features & Use Cases

  • Decision options A/B/C/D: After a Phase finishes, emit a JSON decision that dictates the next phase action.
  • Rubric-driven guidance: Consults reflect_rubric.md to ensure consistent criteria for decisions.
  • Structured output: Produces a JSON with fields like phase_id, choice, reason, and next_phase for downstream Orchestrator.
  • Easy integration: Designed to plug into the Orchestrator to steer planning and execution across phases.

Quick Start

After each phase completes, load the reflection rubric and emit a JSON decision to guide the next steps.

Frequently Asked Questions about insight_reflect

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

FAQPage Schema
How do I automate post-phase reflection and decision-making in a multi-phase LLM workflow?

Automate post-phase reflection in a multi-phase workflow by applying a rubric to evaluate a completed phase and emit a structured JSON decision to guide the next steps. This determines whether to continue, modify, insert, or skip subsequent phases.

What is post-phase reflection in multi-phase workflow orchestration?

Post-phase reflection in workflow orchestration is the evaluation step after a phase completes to determine the next action. It applies a rubric to assess results and outputs a structured JSON decision to steer the downstream orchestrator.

How do I output structured JSON decisions for downstream orchestration after a phase completes?

Output structured JSON decisions for downstream orchestration by loading a reflection rubric and evaluating the completed phase. The resulting JSON includes fields like phase_id, choice, reason, and next_phase to dictate subsequent workflow actions.

Can I use a reflection rubric to decide whether to skip or insert a phase in LLM planning?

Yes, you can use a reflection rubric to decide whether to skip or insert a phase in LLM planning. The rubric provides consistent evaluation criteria to choose between continuing, modifying, inserting a new phase, or skipping subsequent steps.

Does this workflow reflection skill require external dependencies to function?

No external dependencies are required to function. The skill operates independently by loading its internal reflection rubric and generating a structured JSON decision for the downstream orchestrator after each phase execution.

What are the limitations of automating workflow decisions with post-phase reflection?

Limitations of automating workflow decisions with post-phase reflection include its strict dependency on rubric criteria for evaluation and its design solely for multi-phase workflows, meaning it cannot guide actions outside of sequential phase execution boundaries.