Related Servers

No user-submitted related servers found.

Related Servers

• 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

• MCP Prompt Cleaner

  dacebt

  A

  license

  -Not graded

  quality

  D

  maintenance

  Enhances and cleans raw prompts using AI to make them more clear, actionable, and effective. Provides quality assessment, suggestions, and supports both general and code-specific optimization modes.

  Updated a year ago (2025-10-16 05:44 UTC)

  1

  MIT

• 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

• 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

• Prompt Ops MCP

  heyjustinai

  A

  license

  A

  quality

  D

  maintenance

  Optimizes prompts using meta-prompting techniques through a two-turn approach that first provides optimization guidelines and then refines the prompt for enhanced quality and effectiveness.

  Updated a year ago (2025-07-06 19:51 UTC)

  1

  13

  4

  MIT

• 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

  5