Semantic Prompt

概要

The Semantic Prompt Framework operates as a Model Context Protocol (MCP) server, designed to optimize Large Language Model (LLM) orchestration through NLP-inspired adaptive reasoning. It functions as a core thinking engine, enabling sophisticated prompt injection and dynamic thought processes to manage complex interactions with LLMs, particularly within frameworks like SuperClaude.

主な機能

• 1 GitHub stars
• Advanced error recovery with detailed messages and suggestions
• Dynamic thought revision and branch reasoning capabilities
• 3-Step Structured Thinking Framework for LLM orchestration
• Customizable Prompt Injection System with multiple configuration profiles
• Document tracking to prevent duplicate reads and maintain session context

ユースケース

• Breaking down complex problems into manageable, sequential steps for LLMs
• Planning and design workflows that may require revision or alternative reasoning paths
• Maintaining context and filtering irrelevant information across multi-step LLM interactions