# QuoteFirst MCP server

Get dollar quotes from 200+ LLMs before any work runs; accept, execute, and verify quality.

## Links
- Registry page: https://www.getdrio.com/mcp/ai-quotefirst-quotefirst
- Website: https://quotefirst.ai

## Install
- Endpoint: https://quotefirst.ai/api/mcp
- Auth: Auth required by registry metadata

## Setup notes
- Remote header: Authorization (required; secret)
- The upstream registry signals required auth or secrets.
- Remote endpoint: https://quotefirst.ai/api/mcp
- Header: Authorization

## Tools
- quote - Submit a task description and receive dollar quotes from multiple frontier AI models before any work is done. Returns the request id, quotes with prices in cents, and a recommendation. Endpoint: https://quotefirst.ai/api/mcp
- accept - Accept one quote on a request. The chosen model executes the task. Poll get_deliverable for the result. Endpoint: https://quotefirst.ai/api/mcp
- get_deliverable - Get the status and deliverable of a request. Status: quoting, quoted, executing, completed, failed. Endpoint: https://quotefirst.ai/api/mcp
- rerun - Quality guarantee: re-run a completed request once for free if its deliverable scored below 70/100 on the automated quality check. Produces a fresh deliverable with the same accepted quote. Endpoint: https://quotefirst.ai/api/mcp
- spend - Get your QuoteFirst spend this month in cents, total and broken down by model. Endpoint: https://quotefirst.ai/api/mcp
- estimate_cost - Deterministic cost estimate across all models for a task, without using a quote from your allowance. Optionally pass expected_output_words. Endpoint: https://quotefirst.ai/api/mcp

## Resources
Not captured

## Prompts
Not captured

## Metadata
- Owner: ai.quotefirst
- Version: 1.0.0
- Runtime: Streamable Http
- Transports: HTTP
- License: Not captured
- Language: Not captured
- Stars: Not captured
- Updated: Jul 19, 2026
- Source: https://registry.modelcontextprotocol.io