SERVER

MCP Prompt Optimizer

Rank #47386

glama/grandinh/mcp-prompt-optimizer

Automatically analyzes and optimizes AI prompts by calculating clarity scores, detecting risks, asking clarifying questions, and adding domain-specific requirements to improve AI interaction quality.

First listed
Dec 29, 2025
Last publish date
OVERVIEW

MCP Prompt Optimizer is a Model Context Protocol (MCP) server published by grandinh. It ranks #47386 of 58,900 servers tracked on MCP Toplist. MCP Prompt Optimizer is listed on Glama, and ships as a single rolling release with no explicit version metadata. It was first listed on Dec 29, 2025.

STANDING
#47,386of 58,900 tracked servers

Ranks ahead of 11,514 of 58,900 servers on MCP Toplist.

CONNECT

Use MCP Prompt Optimizer

MCP Prompt Optimizer doesn’t publish a machine-readable install config. Follow the setup instructions in its repository ↗, or open one of its registry listings above.

REGISTRIES

Listed on 1 registry

ORGANIZATION

grandinh

Organization
Total servers
1
Total versions
0
VERSIONS

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.

FAQ

Frequently asked questions

What is MCP Prompt Optimizer?
Automatically analyzes and optimizes AI prompts by calculating clarity scores, detecting risks, asking clarifying questions, and adding domain-specific requirements to improve AI interaction quality.
Who maintains MCP Prompt Optimizer?
MCP Prompt Optimizer is maintained by grandinh, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
Is MCP Prompt Optimizer an official MCP server?
MCP Prompt Optimizer is not on the Official MCP Registry. It is listed on Glama.
How many versions does MCP Prompt Optimizer have?
MCP Prompt Optimizer ships as a single rolling release with no explicit version metadata.
Where can I find the source code for MCP Prompt Optimizer?
The source code for MCP Prompt Optimizer is hosted at github.com/grandinh/mcp-prompt-optimizer.
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