AI prompt optimization for 58+ platforms across 7 categories with custom platforms
io.github.LumabyteCo/clarifyprompt
https://github.com/LumabyteCo/clarifyprompt-mcp
STDIO
2 required env vars
Hosted endpoint — paste into any MCP client.
Configuration this server reads at startup.
LLM API endpoint URL (OpenAI-compatible or Anthropic)
Model name/ID to use for optimization
API key for the LLM provider (not needed for local Ollama)
Where to find authoritative docs and source for clarifyprompt.
Open MCP Agent Studio and connect this server to Claude, GPT, Gemini, DeepSeek and more — no install required.
Open Agent Studio