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clarifyprompt-mcp

MCP Server Tools & Capabilities Low risk

Context-aware MCP prompt compiler with a composable pipeline: clarify_with_user → ground_prompt OR optimize_prompt → critique_prompt, all in one call via compose_prompt. Persistent memory, knowledge packs, explicit token-budget curation, reflective learni

上下文感知的MCP提示编译器,具有可组合管道:clarify_with_user → ground_prompt 或 optimize_prompt → critique_prompt,全部通过compose_prompt一次性调用。持久记忆、知识包、显式令牌预算管理、反思学习...

How to install

MCP Server npx -y clarifyprompt-mcp

About

ClarifyPrompt MCP A **context-aware MCP prompt compiler** that transforms vague prompts into platform-optimized prompts for 60+ AI platforms across 7 categories — grounded in your workspace signals (CLAUDE.md, AGENTS.md, .cursorrules, package.json), resolved intent, and the capabilities of the target model. Send a raw prompt. ClarifyPrompt gathers the right context, resolves what you're actually trying to do, and returns a version specifically optimized for Midjourney, DALL-E, Sora, Runway, Higgsfield, ElevenLabs, Claude, ChatGPT, Cursor, or any of the 60+ supported platforms — with the right …

Recommendation signals

46 Tool quality · Based on stars, downloads, maintenance, security and docs
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Meta

License
Apache-2.0
Language
TypeScript
GitHub stars
13
mo. downloads
435
Last push
2026-07-14
Created
2026-02-26

Links

Basic safety check

Findings
None
Sources
curated:punkpeye/awesome-mcp-servers

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