reflect

Identify meaningful connections between notes and update MOCs with semantic judgment.

Updated Feb 26, 2026
One-click install
npx skills add https://github.com/shakedfb/deterministic-agentic-sdlc-workflow --skill reflect-shakedfb
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: reflect
Source: https://github.com/shakedfb/deterministic-agentic-sdlc-workflow/tree/main/.claude/skills/reflect
Command: npx skills add https://github.com/shakedfb/deterministic-agentic-sdlc-workflow --skill reflect-shakedfb

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Find meaningful connections between scattered notes and update MOCs to reflect evolving understanding.

Core Features & Use Cases

  • Discovers and records relationships between notes using semantic reasoning.
  • Updates topic maps (MOCs) with context-rich links to support navigation.
  • Assists knowledge graph growth while maintaining articulation quality.

Quick Start

Run the reflect skill to identify connections among notes and update your topic maps.

Frequently Asked Questions about reflect

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

FAQPage Schema
How do I find meaningful connections between scattered notes in a knowledge graph?▼

To find meaningful connections between scattered notes, this skill uses semantic reasoning to identify relationships and records them within your knowledge graph. It evaluates notes to discover context-rich links that support topic synthesis and navigation.

What is the best way to update MOCs after creating new notes?▼

The best way to update MOCs after creating new notes is to run a semantic evaluation that applies explicit articulation tests. This process updates your topic maps with context-rich links to reflect your evolving understanding.

How does semantic search work when synthesizing topics from existing notes?▼

Semantic search for topic synthesis works by applying graph-traversal rules and semantic judgment to evaluate notes. It enforces explicit articulation tests to maintain a high-quality knowledge graph and map relationships accurately.

Can I use this to grow my knowledge graph without breaking existing MOCs?▼

Yes, you can use this to grow your knowledge graph while maintaining MOC quality. It enforces explicit articulation tests and graph-traversal rules to ensure that newly discovered connections do not degrade existing topic maps.

When should I avoid automated note connection tools for topic mapping?▼

You should avoid automated note connection tools when your topic mapping requires manual semantic judgment rather than algorithmic graph traversal. This skill enforces explicit articulation tests to ensure high-quality connections, which may limit rapid unstructured linking.

Why does my knowledge graph fail to synthesize topics from disconnected notes?▼

Your knowledge graph may fail to synthesize topics because it lacks explicit articulation tests and graph-traversal rules. Without semantic reasoning to evaluate and record relationships, disconnected notes cannot form context-rich MOCs.