What is the primary benefit of the Knowledge Graph Explorer?

It allows Claude to find non-obvious connections between project memories and entities, providing a richer context than standard search queries by performing multi-hop traversals.

How does it handle potential infinite loops in the graph?

The skill includes logic to track visited IDs during the exploration phases to prevent cycles and ensure efficient traversal.

Can I control how deep the exploration goes?

Yes, the skill defines three levels of depth—Shallow, Medium, and Deep—allowing you to match the exploration level to the complexity of the task.

Which tool is required for this skill to function?

This skill requires the Forgetful MCP plugin to be installed and configured, as it relies on the forgetful toolset for memory and entity management.

Knowledge Graph Explorer

Name: Knowledge Graph Explorer
Author: ScottRBK

byScottRBK

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Productivity & Workflow

Navigates complex networks of memories, entities, and relationships to provide deep context for AI-driven tasks.

The Exploring Knowledge Graph skill enables Claude to perform multi-hop traversals across stored information within the Forgetful plugin ecosystem. By mapping connections between project entities, memories, and code artifacts, it allows for a comprehensive understanding of complex topics, architectural decisions, and conceptual relationships that simple keyword searches might miss. This is essential for developers needing to answer broad questions about a codebase or plan large-scale changes based on existing institutional knowledge.

Key Features

012 GitHub stars

02Configurable exploration depth from shallow summaries to deep graph analysis

03Efficient context gathering with cycle prevention and token-aware querying

04Automated discovery of project-specific artifacts and code snippets

05Entity relationship mapping for ownership and collaboration patterns

06Multi-hop semantic traversal of interconnected memories

Use Cases

01Investigating the impact of changing a specific system entity or architectural pattern across projects

02Consolidating comprehensive context before starting high-level planning for cross-functional initiatives

03Onboarding to a complex codebase by asking 'What do we know about the authentication module?'

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add scottrbk/forgetful-plugin exploring-knowledge-graph

For use in Claude.ai and ChatGPT

Download Skill