Clarifyprompt MCP Server

Context-aware MCP prompt compiler with a composable pipeline: clarify_with_user → ground_prompt OR optimize_prompt → critique_prompt, all in one call

Remote serverstreamable-http

What is the Clarifyprompt MCP Server?

Context-aware MCP prompt compiler with a composable pipeline: clarify_with_user → ground_prompt OR optimize_prompt → critique_prompt, all in one call via

What the server does

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.

Recorded tools

  • streamable-http — MCP Streamable HTTP over Node's built-in http (no new deps): stateful sessions (mcp-session-id), SSE streaming, a /health probe
  • a2a — Serve as an A2A (Agent-to-Agent) peer — agent card, JSON-RPC + SSE (see 1.12.0 above)

More MCP options

Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.

Maintainer setup documentation.

Recorded tools

Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.

ToolWhat it does
InputsPath
optimize_prompt
list_categories
list_platforms
list_modes
register_platform
update_platform
unregister_platform

How to install the Clarifyprompt MCP Server

{
  "mcpServers": {
    "clarifyprompt": {
      "command": "npx",
      "args": [
        "-y",
        "clarifyprompt-mcp"
      ],
      "env": {
        "LLM_API_URL": "http://localhost:11434/v1",
        "LLM_MODEL": "qwen2.5:7b"
      }
    }
  }
}

From the project documentation. Replace placeholders and example paths before connecting.

Configuration

VariableDescriptionRequired
LLM_API_URLDeclared in the maintainer’s client configuration.Optional
LLM_MODELDeclared in the maintainer’s client configuration.Check documentation

Example prompts to try

  • “Use Clarifyprompt MCP to Accept.”
  • “Use Clarifyprompt MCP to Clarification-aware.”
  • “Use Clarifyprompt MCP to Fixed.”

Frequently asked questions

Context-aware MCP prompt compiler with a composable pipeline: clarify_with_user → ground_prompt OR optimize_prompt → critique_prompt, all in one call via Confirm the tools offered by your installed version in the connected client. Tool availability and permissions depend on the server and account configuration.