# shorthand-mem

> Use this tool when you need to efficiently store and manage large documents across various domains, such as product requirements, code, research papers, and meeting notes. It reduces document token usage by 60-80% using semantic compression and structured symbolic notation, enabling effective retrieval, comparison, and summarization. Ideal for applications where document size and complexity are a concern, such as knowledge management and information retrieval systems.

Canonical page: https://skillsregistry.net/skills/jai2010-shorthand-mem-mcp  
JSON: https://api.skillsregistry.net/v1/skills/jai2010-shorthand-mem-mcp

## Description

Semantic compression MCP server that reduces document token usage by 60-80% using structured symbolic notation, enabling Claude to efficiently store, retrieve, diff, and summarise documents across PRD, CODE, PAPER, and MEETING domains.

## Trust

- **Trust score (0–1):** 0.68
- **Verification tier:** scanned
- **Last scanned:** 2026-08-30

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** file-system
- **Updated:** 2026-08-30

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/d3dazpx3ny)
- **Repository:** <https://github.com/jai2010/shorthand-mem-mcp>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "jai2010-shorthand-mem-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/jai2010-shorthand-mem-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/jai2010-shorthand-mem-mcp/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt