memory-management

Translate workplace shorthand and acronyms into actionable instructions for Claude.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/acjackman/claude-productivity --skill memory-management-acjackman
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: memory-management
Source: https://github.com/acjackman/claude-productivity/tree/main/productivity/skills/memory-management
Command: npx skills add https://github.com/acjackman/claude-productivity --skill memory-management-acjackman

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Memory makes Claude your workplace collaborator - someone who speaks your internal language.

Core Features & Use Cases

  • Transform shorthand, acronyms, and nicknames into clear action for Claude.
  • Maintain a lightweight hot cache (memory/AGENTS.md) and a full knowledge base (memory/glossary.md) for scalable understanding.
  • Perform tiered lookups across memory/AGENTS.md, memory/glossary.md, and memory/context/company.md, and access the Obsidian vault via MCP for deeper context.

Quick Start

Run the memory bootstrap to build AGENTS.md and glossary so Claude can decode shorthand right away.

Frequently Asked Questions about memory-management

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

FAQPage Schema
How do I translate workplace acronyms and shorthand into clear instructions for Claude?

You can translate workplace acronyms and shorthand into clear instructions for Claude by running a memory bootstrap to build a glossary and AGENTS.md. This enables Claude to decode internal language like project codes and nicknames into actionable tasks automatically.

Can I use Obsidian vault context to decode internal language for an AI assistant?

Yes, you can use Obsidian vault context to decode internal language for an AI assistant. The system accesses the Obsidian vault via MCP to perform deeper context lookups, converting shorthand and internal language into concrete references.

What's the best way to maintain a glossary for decoding project codes and meeting notes?

The best way to maintain a glossary for decoding project codes and meeting notes is using a tiered memory system. It leverages a lightweight hot cache in AGENTS.md alongside a full knowledge base in glossary.md for scalable understanding.

Does this shorthand decoding approach work with company-specific context files?

Yes, this shorthand decoding approach works with company-specific context files. It performs tiered lookups across AGENTS.md, glossary.md, and a dedicated company context file to resolve internal language into clear actions.

Why does Claude misunderstand my internal team shorthand and project codes?

Claude misunderstands internal team shorthand and project codes because it lacks your specific workplace vocabulary. By building a memory system with a glossary and context files, Claude can decode these acronyms into concrete references.

Do I need an MCP connection to decode acronyms for Claude at work?

You need an MCP connection only if you want to access an Obsidian vault for deeper context. Basic acronym decoding works using the local tiered memory files, while MCP enables scalable lookups across external vault data.