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PromptLab - MCP server logo
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Summary

PromptLab transforms basic user queries into optimized prompts for AI systems by automatically detecting content type and applying tailored templates from a YAML-based system. The server implementation uses FastMCP to expose specialized tools for generating enhanced prompts across four categories: essays, emails, technical explanations, and creative writing. With its modular architecture, PromptLab enables non-technical users to create and manage prompt templates, ultimately producing higher-quality AI responses through better-structured inputs.

Available Actions(9)

register_prompt

Register a new prompt or version in MLflow.

update_prompt

Update an existing prompt, archiving the previous production version.

list_prompts

List all registered prompts in MLflow.

register_from_file

Register multiple prompts from a JSON file.

register_sample_prompts

Initialize the system with standard sample prompts.

load_all_prompts

Load all available prompts from MLflow at server startup.

match_prompt

Match user queries to the appropriate prompt templates.

enhance_query

Apply the selected prompt template to the user's query.

validate_query

Validate enhanced queries to ensure quality and relevance.

Last Updated: April 25, 2025

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Linguaggio

TypeScript

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