Concise Rewrite Agent

About

This agent is inspired by concepts from Consensus of LLMs: Scaling Accuracy Beyond a Single Model.

⚠️ Early MVP Disclaimer: This pre-revenue prototype currently uses a lightweight algorithm (strips words ≤3 characters) and doesn't leverage any LLMs yet—keeping operational costs at zero while we validate product-market fit and explore monetization strategies. Full Consensus of LLMs implementation is contingent upon achieving unicorn trajectory in our Series A round. 🦄📈

Current Capabilities

Lightweight text concisification algorithm (zero AI licensing costs)
Model Context Protocol (MCP) integration
Registered with GoDaddy's Agent Name Service (ANS)
CoL implementation: Roadmap item for post-funding phase

Technical Details

MCP Protocol Version 1.0.0 Text Rewriting

ANS Name: mcp://concise.text-rewriting.koopman.v1.0.0.koopman.me

API Endpoints

MCP Endpoint:
https://concise.koopman.me/mcp

Agent Card (MCP):
https://concise.koopman.me/.well-known/agent-card.json

Agent Card (ANS):
https://concise.koopman.me/agent-card.json

Health Check:
https://concise.koopman.me/health

Using the Agent

This agent works with any AI assistant that supports the Model Context Protocol (MCP), including Claude Code and other MCP-compatible AI agents.

Setup for Claude Code

Add the following to your .mcp.json configuration file:

{
  "mcpServers": {
    "concise-rewrite": {
      "url": "https://concise.koopman.me/mcp",
      "type": "http"
    }
  }
}

Example Usage

Prompt:

> use concise-rewrite mcp to rewrite a long sentence

Currently, the tool strips out small words (≤3 characters) like "the", "for", "a", "to", "an", etc., making your text more concise. Future versions will implement full Consensus of LLMs (CoL) techniques and be awesome beyond your wildest dreams—at which point you'll surely pay millions of dollars for it! 💰

For Other MCP-Compatible AI Agents

Configuration may vary, but the concept is similar:

Add the MCP server URL: https://concise.koopman.me/mcp
Specify the server type as HTTP
Use the concise_rewrite tool with a text parameter

🤖 Concise Rewrite Agent