Prompt Auto-Optimizer MCP
Rank #24322glama/sloth-wq/prompt-auto-optimizer-mcp
Optimizes prompts through genetic algorithms that automatically evolve and improve prompt performance across multiple generations using multi-objective optimization, trajectory recording, and reflection-based failure diagnosis for production environments requiring high-quality prompt outputs.
Prompt Auto-Optimizer MCP is a Model Context Protocol (MCP) server published by sloth-wq. It ranks #24322 of 58,832 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 34,510 of 58,832 servers on MCP Toplist.
Use Prompt Auto-Optimizer MCP
Prompt Auto-Optimizer MCP doesn’t publish a machine-readable install config. Follow the setup instructions in its repository ↗, or open one of its registry listings above.
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
- What is Prompt Auto-Optimizer MCP?
- Optimizes prompts through genetic algorithms that automatically evolve and improve prompt performance across multiple generations using multi-objective optimization, trajectory recording, and reflection-based failure diagnosis for production environments requiring high-quality prompt outputs.
- 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 an official MCP server?
- 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.