reflect

Identify meaningful connections between notes and update MOCs with new relationships.

Updated Feb 3, 2026

Search Tags:#connections #notes #knowledge-graph #semantic-search #reflect #mocs #topic-maps

Ready to run

npx skills add https://github.com/LopeWale/amplLABS --skill reflect-lopewale

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: reflect
Source: https://github.com/LopeWale/amplLABS/tree/main/.claude/skill-sources/reflect
Command: npx skills add https://github.com/LopeWale/amplLABS --skill reflect-lopewale

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Identify meaningful connections between notes and update MOCs to reflect new relationships, turning a collection of notes into an actionable knowledge graph.

Core Features & Use Cases

Surface and surface relationships between notes using both curated topic maps and semantic similarity search.
Update topic maps and MOCs with new connections while maintaining articulation tests and evidence for each link.
Support synthesis across topics by identifying tensions, gaps, and higher-order insights.

Quick Start

Provide a target note to reflect on and let Reflect surface connections and update the knowledge graph.

Frequently Asked Questions about reflect

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

FAQPage Schema

How do I identify meaningful connections between notes to build a knowledge graph?▼

To build a knowledge graph, you can use semantic search and curated topic maps to identify meaningful connections between notes, validating each link with an articulation test to ensure relationships are evidence-based.

What is the best way to update MOCs with new relationships across multiple notes?▼

The best way to update MOCs is to apply semantic judgment during synthesis tasks spanning multiple notes, surfacing connections and updating topic maps to reflect new relationships while maintaining evidence for each link.

How do I link a newly created note into my existing topic maps?▼

Provide the target note to reflect on after creating it, and the system will surface connections via semantic similarity search, update your topic maps, and enforce an articulation test for each new link added.

Can I use semantic search to find tensions and gaps during topic synthesis?▼

Yes, semantic search supports synthesis across topics by identifying tensions, gaps, and higher-order insights, using dual discovery alongside curated topic maps to validate relationships between notes.

Does every connection in the knowledge graph require an articulation test?▼

Yes, the knowledge graph enforces an articulation test for each link, relying on semantic judgment to validate connections and requiring evidence before updating MOCs or topic maps with new relationships.