reflect

Map conceptual relationships across knowledge bases and generate ranked connection maps.

Updated Apr 29, 2026

Search Tags:#connections #synthesis #knowledge-management #knowledge-graph #graph-traversal #reflect #topic-map

Ready to run

npx skills add https://github.com/MantisWare/BizForge --skill reflect-mantisware

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: reflect
Source: https://github.com/MantisWare/BizForge/tree/main/library/skills/processing/reflect
Command: npx skills add https://github.com/MantisWare/BizForge --skill reflect-mantisware

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Connect disparate knowledge items by identifying conceptual relationships and surface synthesis opportunities, helping teams build a richer, more navigable knowledge graph.

Core Features & Use Cases

Scan the knowledge base to find implicit relationships between items that share topics, entities, or references.
Generate a connection map that highlights near-miss links, repeated motifs, and potential synthesis opportunities across domains.
Use for knowledge audits, ideation, and knowledge integration tasks to accelerate insight generation.

Quick Start

Run /reflect on a topic to generate a connection map across your knowledge base and surface synthesis opportunities.

Frequently Asked Questions about reflect

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

FAQPage Schema

How do I map conceptual relationships across a knowledge base to find synthesis opportunities?▼

To map conceptual relationships, you can scan your knowledge base to identify implicit links between items sharing topics or references. This generates a ranked connection map highlighting near-miss links and synthesis opportunities for review.

What is knowledge graph traversal and how does it detect connections between topics?▼

Knowledge graph traversal explores nodes and domains to surface conceptual relationships based on configurable depth and strength thresholds. It identifies near-miss links and repeated motifs to detect synthesis opportunities across disparate items.

How do I find implicit connections between atomic claims in my topic map?▼

You can find implicit connections by scanning items that share atomic claims, topics, or references. The system scores these connections and produces a ranked map to reveal near-miss links and potential synthesis points.

Can I update the knowledge graph after scoring connection strength between domains?▼

Yes, after scoring connection strength across domains, the graph can be updated. You can apply configurable depth and strength thresholds during traversal to refine the ranked connection map output.

Does knowledge graph synthesis require specific data structures for effective topic mapping?▼

Effective topic mapping requires a knowledge base containing atomic claims, topics, and references. The system identifies relationships and scores connections across these nodes, domains, and items to produce a navigable synthesis map.

What is the best way to surface near-miss links and repeated motifs across knowledge items?▼

The best way to surface near-miss links is performing a knowledge audit using configurable graph traversal. This identifies repeated motifs and potential synthesis opportunities across domains, producing a ranked connection map for review.