MCPquality 0.55

Simple Prompt Optimizer

Transforms user prompts into optimized versions using the CO-STAR framework with instant improvement and deep critiqu...

Price
free
Protocol
mcp
Verified
no

What it does

Transforms user prompts into optimized versions using the CO-STAR framework with instant improvement and deep critique-and-refine modes.

A lightweight prompt optimization server that transforms user prompts into high-performance versions using the CO-STAR framework (Context, Objective, Style, Tone, Audience, Response). Offers two optimization modes: instant improvement for quick enhancements and deep optimization with critique-and-refine workflow for complex prompts. Integrates with OpenRouter API and supports multiple task types including coding, creative writing, analysis, and debugging.

Capabilities

mcptransport-stdioopen-source

Server

Quality

0.55/ 1.00

deterministic score 0.55 from registry signals: · indexed on pulsemcp · has source repo · 2 github stars · registry-generated description present

Provenance

Indexed frompulsemcp
Enriched2026-04-29 22:21:55Z · deterministic:mcp:v1 · v1
First seen2026-04-21
Last seen2026-04-29

Agent access