Can I filter the memory search by specific technology areas?

Yes, the skill supports domain filtering, allowing you to narrow searches to specific areas like security, frontend, API development, or any other defined organizational domain.

How does multi-hop graph exploration benefit developers?

It allows Claude to follow relationship chains, such as finding a specific lesson, identifying the person who learned it, and then discovering other related work items that person has completed.

What is the GUTT knowledge graph used for in this skill?

GUTT provides a persistent organizational memory that stores entities like Lessons, Decisions, and WorkItems as a structured graph, allowing Claude to retrieve historical context for current tasks.

What types of entities can I retrieve with this skill?

You can search for and retrieve four primary entity types: Lessons (knowledge gained), Decisions (architectural or project choices), People (experts and stakeholders), and WorkItems (tasks and projects).

Organizational Memory Retrieval

Name: Organizational Memory Retrieval
Author: iBrain-BVBA

byiBrain-BVBA

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Learning & Documentation

Retrieves persistent organizational knowledge, lessons learned, and decision history through a structured GUTT knowledge graph.

The Memory Retrieval skill transforms Claude Code into a context-aware assistant by connecting it to an organizational knowledge graph via GUTT. It enables developers to perform deep, multi-hop searches across entities like past decisions, lessons learned, and domain experts. By surfacing historical context and complex relationships between work items, this skill helps teams avoid repeating past mistakes, discover architectural rationale, and quickly onboard into new domains or technology areas using data-driven insights from previous projects.

Key Features

01Multi-hop graph exploration to discover relationships between entities

023 GitHub stars

03Comprehensive 3-part memory search pattern for nodes, facts, and lessons

04Full traceability with UUID-based referencing for all discovered data

05Semantic search across Lessons, Decisions, People, and WorkItems

06Domain-specific filtering for targeted knowledge retrieval

Use Cases

01Identifying subject matter experts and stakeholders for specific technical domains

02Reviewing historical lessons learned before starting a new task to avoid known pitfalls

03Onboarding to new projects by exploring historical architecture decisions and patterns

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add ibrain-bvba/gutt-claude-code-plugin memory-retrieval

For use in Claude.ai and ChatGPT

Download Skill