QuoteFirst

ai.quotefirstPublished by quotefirst.aiOfficial publisherv1.0.0Updated Oct 28, 2026

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

VerifiedStreamable HTTPWeb executableFinanceAI & ML

Overview

AI-generated overview

QuoteFirst lets an assistant get dollar quotes from 200+ LLMs before work runs, then accept, execute and verify the quality of the result.

What you can do
  • Request dollar quotes from a catalog of 200+ LLMs before any work is performed.
  • Accept a quote and run the work through the chosen model.
  • Verify the quality of the delivered result.
  • No individual tools are documented in the supplied listing, so exact operations are not described.
When to use it
Useful when you want cost visibility and model choice before an LLM task runs, and a way to check output quality afterwards. Suited to workflows that compare or price model options rather than calling a single fixed provider.
Requirements
A remote MCP endpoint at quotefirst.ai over streamable HTTP. A QuoteFirst account and an API key created in Settings at quotefirst.ai, sent as a bearer token in the Authorization header.
Before you install
The Authorization header carries a secret API key; keep it private and scoped. Quoting and executing work through LLM providers may incur charges, so review quotes before accepting. Accepting and executing tasks sends your prompts and data to the selected model providers.

Installation

In SourceWeft

  1. Open QuoteFirst in the dashboard and add it to a workspace.
  2. Connect Authorization token credentials. They are stored privately and never shown on public pages.
  3. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/ai.quotefirst%2Fquotefirst/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "quotefirst": {
      "type": "http",
      "url": "https://quotefirst.ai/api/mcp",
      "headers": {
        "Authorization": "Bearer <YOUR_TOKEN>"
      }
    }
  }
}

Tools

0
This server asks for a credential such as an API key, so SourceWeft could not read its tools without one and has not indexed them.

Version history

1
  1. v1.0.0LatestSep 16, 2026

Score

39% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts

    Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.

  • Auth declaredRequired10 pts
  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • LicenseNot applicable

    A hosted service is used under its provider's terms, so no license is expected here. This check is left out of the percentage.