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Related Servers

• PromptArchitect MCP

  MerabyLabs

  F

  license

  A

  quality

  C

  maintenance

  Refines and improves AI prompts using workspace-aware context from your project's tech stack, structure, and dependencies. Includes tools to analyze prompt quality and generate well-structured prompts from raw ideas.

  Updated 9 months ago (2025-12-19 03:10 UTC)

  4

  209 npm

  5

  -

• Promptheus

  abhichandra21

  A

  license

  -Not graded

  quality

  C

  maintenance

  Refines and optimizes prompts for LLMs through adaptive questioning and intelligent clarification workflows. Supports multiple AI providers (Google, OpenAI, Anthropic, Groq, Qwen) with interactive prompt enhancement and targeted modifications.

  Updated 6 months ago (2026-03-17 19:47 UTC)

  17

  MIT

• MCP Prompt Optimizer

  grandinh

  A

  license

  B

  quality

  D

  maintenance

  Automatically analyzes and optimizes AI prompts by calculating clarity scores, detecting risks, asking clarifying questions, and adding domain-specific requirements to improve AI interaction quality.

  Updated 10 months ago (2025-11-09 04:06 UTC)

  1

  MIT

• AI Validation MCP Server

  jadenmaciel

  A

  license

  -Not graded

  quality

  D

  maintenance

  Automatically enhances user prompts by applying expert-level prompt engineering techniques tailored to technical, creative, or analytical content types. It provides visual feedback on applied optimizations to ensure higher quality, structured, and more comprehensive AI responses.

  Updated a year ago (2025-09-23 21:33 UTC)

  1

  MIT

• PromptTuner MCP

  j0hanz

  A

  license

  B

  quality

  D

  maintenance

  Analyzes, refines, and optimizes prompts for AI assistants by fixing grammar, improving clarity, applying best practices like chain-of-thought and few-shot learning, and scoring prompt quality across multiple dimensions.

  Updated 8 months ago (2026-01-19 17:35 UTC)

  3

  22 npm

  MIT

• prompt-enhancement-mcp-server

  ramvishvas

  A

  license

  B

  quality

  C

  maintenance

  Enables users to enhance rough prompts into more detailed, clear, and effective versions using multiple AI providers like Anthropic, OpenAI, and Gemini. Supports custom templates and integrates with any MCP-compatible client.

  Updated 7 months ago (2026-02-08 14:35 UTC)

  1

  7 npm

  Apache 2.0