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MCP Server

QuoteFirst

ai.quotefirst/quotefirst
AI & Agents Public & reachable MCP 2026-07-28

What this MCP does

Obtains price quotes from numerous language models, then supports accepting, executing, and verifying AI work.

Capabilities

Tools

6 tools
accept
Accept one quote on a request. The chosen model executes the task. Poll get_deliverable for the result.
Open world
Input schema 
{'type': 'object', 'required': ['request_id', 'quote_id'], 'properties': {'quote_id': {'type': 'string'}, 'request_id': {'type': 'string'}}}
estimate_cost
Deterministic cost estimate across all models for a task, without using a quote from your allowance. Optionally pass expected_output_words.
Read only
Input schema 
{'type': 'object', 'required': ['description'], 'properties': {'description': {'type': 'string'}, 'expected_output_words': {'type': 'number'}}}
get_deliverable
Get the status and deliverable of a request. Status: quoting, quoted, executing, completed, failed.
Read only
Input schema 
{'type': 'object', 'required': ['request_id'], 'properties': {'request_id': {'type': 'string'}}}
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.
Open world
Input schema 
{'type': 'object', 'required': ['description'], 'properties': {'description': {'type': 'string', 'description': 'The task to be quoted'}}}
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.
Open world
Input schema 
{'type': 'object', 'required': ['request_id'], 'properties': {'request_id': {'type': 'string'}}}
spend
Get your QuoteFirst spend this month in cents, total and broken down by model.
Read only
Input schema 
{'type': 'object', 'properties': {}}
History

Recent tool changes

Added
estimate_cost
Sept. 17, 2026, 7:57 a.m.
Added
spend
Sept. 17, 2026, 7:57 a.m.
Added
rerun
Sept. 17, 2026, 7:57 a.m.
Added
get_deliverable
Sept. 17, 2026, 7:57 a.m.
Added
accept
Sept. 17, 2026, 7:57 a.m.
Added
quote
Sept. 17, 2026, 7:57 a.m.
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