reflect

Name: reflect
Availability: InStock
Author: kinnerkarmanish

Traverse the knowledge graph to discover connections and synthesis opportunities.

Updated Apr 26, 2026

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

Ready to run

npx skills add https://github.com/kinnerkarmanish/mak --skill reflect-kinnerkarmanish

💬 Prompt for ChatGPT / Claude Chat▼

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

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Discover connections between knowledge items and surface synthesis opportunities using graph traversal across the knowledge base.

Core Features & Use Cases

Graph traversal to identify related concepts, topics, and entities across knowledge items.
Topic-map enrichment and synthesis opportunity signaling to aid knowledge discovery and content planning.
Knowledge graph augmentation to annotate items with discovered edges for improved navigation and reasoning.

Quick Start

Run /reflect on a topic to generate its connection map and synthesis opportunities.

Frequently Asked Questions about reflect

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

FAQPage Schema

How do I discover connections between knowledge items in my knowledge base?▼

Graph traversal identifies related concepts, topics, and entities across your knowledge base to discover connections. It generates a topic map and surfaces synthesis opportunities for newly added items or specific domains.

What is graph traversal for knowledge graph enrichment and synthesis?▼

Graph traversal maps relationships between items using depth control and type filtering to enrich a knowledge graph. It annotates items with discovered edges to improve navigation and reasoning across the topic map.

Can I filter knowledge graph traversal by type and control the search depth?▼

Yes, graph traversal supports filtering by type and depth control to refine connection mapping. You can apply these filters across the full knowledge base or restrict the traversal to specific domains.

How do I generate a topic map for newly added knowledge items?▼

Apply graph traversal directly to newly added items to generate a topic map and surface synthesis opportunities. This process can optionally update the knowledge graph with the newly discovered connection edges.

Does knowledge graph traversal support optional graph updates?▼

Knowledge graph traversal supports optional graph updates to augment the knowledge base. It annotates items with discovered edges during the traversal process, improving navigation and reasoning capabilities.