shorthand-mem
Rank #113,439glama/jai2010/shorthand-mem-mcp
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.
shorthand-mem is a Model Context Protocol (MCP) server published by jai2010. It ranks #113,439 of 137,138 servers tracked on MCP Toplist. shorthand-mem is listed on Glama, and ships as a single rolling release with no explicit version metadata. It was first listed on Jun 24, 2026.
Ranks ahead of 23,699 of 137,138 servers on MCP Toplist.
Use shorthand-mem
Requires user-supplied configuration before first use — typically an API key, token or connection string set via environment variables.
This server doesn't publish a machine-readable install config — see the repository README for install instructions.
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[](https://mcptoplist.com/server/glama%2Fjai2010%2Fshorthand-mem-mcp)<a href="https://mcptoplist.com/server/glama%2Fjai2010%2Fshorthand-mem-mcp"><img src="https://mcptoplist.com/badge/glama%2Fjai2010%2Fshorthand-mem-mcp.svg" alt="MCP Toplist: #113,439 of 137,138" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
jai2010
Not versioned
This server is published through a registry that does not expose explicit version metadata, and no GitHub release tags were found on the linked repository. The listing tracks a single rolling release.
Frequently asked questions
- Who maintains shorthand-mem?
- shorthand-mem is maintained by jai2010, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
- Is shorthand-mem listed on the Official MCP Registry?
- shorthand-mem is not on the Official MCP Registry. It is listed on Glama.
- How many versions does shorthand-mem have?
- shorthand-mem ships as a single rolling release with no explicit version metadata.
- Where can I find the source code for shorthand-mem?
- The source code for shorthand-mem is hosted at github.com/jai2010/shorthand-mem-mcp.
Do you run this server?
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