Prompt Auto-Optimizer MCP
Rank #50,245glama/sloth-wq/prompt-auto-optimizer-mcp
An MCP server that automatically optimizes AI prompts using evolutionary algorithms, helping improve prompt performance, creativity, and reliability through iterative testing and refinement.
Prompt Auto-Optimizer MCP is a Model Context Protocol (MCP) server published by sloth-wq. It ranks #50,245 of 137,492 servers tracked on MCP Toplist, and its repository has 3 GitHub stars. Prompt Auto-Optimizer MCP is listed across 2 registries — Glama and PulseMCP, and ships as a single rolling release with no explicit version metadata. It was first listed on Aug 4, 2025.
Ranks ahead of 87,247 of 137,492 servers on MCP Toplist.
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[](https://mcptoplist.com/server/glama%2Fsloth-wq%2Fprompt-auto-optimizer-mcp)<a href="https://mcptoplist.com/server/glama%2Fsloth-wq%2Fprompt-auto-optimizer-mcp"><img src="https://mcptoplist.com/badge/glama%2Fsloth-wq%2Fprompt-auto-optimizer-mcp.svg" alt="MCP Toplist: Top 50% of 137,492" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 2 registries
sloth-wq
Not versioned
This server is published through registries that do 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 Prompt Auto-Optimizer MCP?
- Prompt Auto-Optimizer MCP is maintained by sloth-wq, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
- Is Prompt Auto-Optimizer MCP listed on the Official MCP Registry?
- Prompt Auto-Optimizer MCP is not on the Official MCP Registry. It is listed on Glama and PulseMCP.
- How many versions does Prompt Auto-Optimizer MCP have?
- Prompt Auto-Optimizer MCP ships as a single rolling release with no explicit version metadata.
- Where can I find the source code for Prompt Auto-Optimizer MCP?
- The source code for Prompt Auto-Optimizer MCP is hosted at github.com/sloth-wq/prompt-auto-optimizer-mcp.
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