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by Vvkmnn • Uncategorized
An MCP server for deterministic prompt optimization in Claude Code.
Deterministic, fast prompt optimization without external API calls.
Improve prompt clarity, structure, and output formatting automatically.
Apply Anthropic prompt engineering techniques based on prompt intent and complexity.
Claude Orator MCP analyzes prompts across seven quality dimensions and auto-selects from eleven Anthropic prompt engineering techniques to produce structurally optimized prompts with improved clarity, specificity, and format. It operates without LLM calls or network dependencies, providing sub-millisecond deterministic heuristics for prompt scoring and optimization. This tool enhances prompt quality for Claude agents by generating scaffolds that Claude refines with domain knowledge and context.