memory-coordination

Enforce Shannon namespace standards and controlled relations in knowledge graphs.

2|Updated Sep 30, 2025

Search Tags:#planning #context #memory #serena #knowledge-graph

Ready to run

npx skills add https://github.com/krzemienski/shannon-framework --skill memory-coordination

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: memory-coordination
Source: https://github.com/krzemienski/shannon-framework/tree/main/skills/memory-coordination
Command: npx skills add https://github.com/krzemienski/shannon-framework --skill memory-coordination

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires serena, and includes references (resource) components.

What problem does it solve?

Coordinates Serena MCP for Shannon knowledge graph, enforcing namespaces, relations, and efficient search for wave and session history.

Core Features & Use Cases

Standardized Shannon namespaces (shannon/*)
Robust relation creation (parent/child, containment)
Consistent search patterns and observation updates
Memory persistence for cross-wave continuity

Quick Start

Enforce a consistent namespace and relation pattern for new wave data.

Frequently Asked Questions about memory-coordination

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

FAQPage Schema

How do I organize a knowledge graph to avoid losing context across sessions?▼

Memory-coordination enforces standardized Shannon namespaces and controlled entity relations to preserve cross-wave context. It ensures consistent naming, batch relation creation, and observation-based updates so your knowledge graph remains queryable and coherent across sessions without fragmentation.

What does enforcing namespace standards in a knowledge graph accomplish?▼

Namespace standards (shannon/*) eliminate disorder by creating predictable entity locations and preventing naming conflicts. This enables efficient, precise searches across wave history, specifications, goals, and checkpoints while maintaining mandatory verification before graph updates.

How do I structure parent-child and containment relations in a Serena knowledge graph?▼

Memory-coordination handles robust relation creation with controlled parent-child and containment patterns. It automates batch creation, enforces verification before updates, sanitizes names, formats timestamps, and applies observation-based additions to keep relations consistent and queryable.

Can I use this with Serena to maintain session history and checkpoints?▼

Yes. Memory-coordination integrates with Serena MCP to coordinate Shannon knowledge graphs for storing and querying wave data, session history, specifications, goals, and checkpoints. It preserves cross-wave continuity through standardized namespaces and relation enforcement.

What happens if I don't sanitize names and timestamps before updating the knowledge graph?▼

Without sanitization and proper timestamp formatting, your graph becomes fragmented and unsearchable. Memory-coordination enforces name sanitization and consistent timestamp formatting to prevent query failures and ensure observations update correctly across waves.