QuoteFirst
Get dollar quotes from 200+ LLMs before any work runs; accept, execute, and verify quality.
Should I use this
Quality & Safety
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.
Install
One-Click Install
Add this to your `claude_desktop_config.json` file:
{
"mcpServers": {
"quotefirst": {
"url": "https://quotefirst.ai/api/mcp"
}
}
}Remote endpoints
https://quotefirst.ai/api/mcpstreamable-httpWhat it can do
Tool inventory
Tools (6)
🟡quote(description)
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.
Input Schema
{
"type": "object",
"properties": {
"description": {
"type": "string",
"description": "The task to be quoted"
}
},
"required": [
"description"
]
}🟢accept(request_id, quote_id)
Accept one quote on a request. The chosen model executes the task. Poll get_deliverable for the result.
Input Schema
{
"type": "object",
"properties": {
"request_id": {
"type": "string"
},
"quote_id": {
"type": "string"
}
},
"required": [
"request_id",
"quote_id"
]
}🟢get_deliverable(request_id)
Get the status and deliverable of a request. Status: quoting, quoted, executing, completed, failed.
Input Schema
{
"type": "object",
"properties": {
"request_id": {
"type": "string"
}
},
"required": [
"request_id"
]
}⚪rerun(request_id)
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.
Input Schema
{
"type": "object",
"properties": {
"request_id": {
"type": "string"
}
},
"required": [
"request_id"
]
}🟢spend
Get your QuoteFirst spend this month in cents, total and broken down by model.
Input Schema
{
"type": "object",
"properties": {}
}🟢estimate_cost(description, expected_output_words)
Deterministic cost estimate across all models for a task, without using a quote from your allowance. Optionally pass expected_output_words.
Input Schema
{
"type": "object",
"properties": {
"description": {
"type": "string"
},
"expected_output_words": {
"type": "number"
}
},
"required": [
"description"
]
}Community
Evidence