# QuoteFirst (remote · quotefirst.ai)

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

- Trust score: 74/100 (medium)
- Change this week: +10
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- remote · `quotefirst.ai`: 74/100 (this document), [markdown](https://verifymcp.io/servers/ai-quotefirst-quotefirst/api-mcp.md), [page](https://verifymcp.io/servers/ai-quotefirst-quotefirst/api-mcp)

## Channel facts

- Endpoint: `https://quotefirst.ai/api/mcp`
- Transports: `streamable-http`
- Auth: `required`
- Version: `1.0.0`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-08-03.

- **Endpoint Security**: 94/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - Authorisation is enforced on tool calls, advertised via RFC 9728 protected-resource metadata. Discovery is public, which costs nothing: no tool can be invoked without a token.
  - HTTPS is enforced; there's no plaintext access path.
  - The HSTS (Strict-Transport-Security) header is present.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
  - The authorisation server offers only Dynamic Client Registration (RFC 7591), which MCP 2026-07-28 deprecated in favour of Client ID Metadata Documents.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 66/100
  - AI-judged instruction clarity (good).
  - Tool/resource definitions use about 269 tokens (~44/item across 6 items; 6 tools + 0 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 27/100
  - Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 71/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 14% of tool parameters carry a description.
- **Capabilities**: 40/100
  - Spec-recency check failed: implements MCP spec 2025-03-26; the latest is 2026-07-28.

## Install

### Claude

```bash
claude mcp add --transport http ai-quotefirst-quotefirst https://quotefirst.ai/api/mcp
```

### Codex

```toml
[mcp_servers.ai-quotefirst-quotefirst]
url = "https://quotefirst.ai/api/mcp"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "ai-quotefirst-quotefirst": {
      "type": "remote",
      "url": "https://quotefirst.ai/api/mcp",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add ai-quotefirst-quotefirst --url https://quotefirst.ai/api/mcp --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  ai-quotefirst-quotefirst:
    url: "https://quotefirst.ai/api/mcp"
```

### Other

```json
{
  "mcpServers": {
    "ai-quotefirst-quotefirst": {
      "type": "http",
      "url": "https://quotefirst.ai/api/mcp"
    }
  }
}
```

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-08-03 (score 74, +1)

No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-08-01 (score 73, +1)

No change was recorded against any check on this day. Stability & Change Management went from 17 to 20. That category is still filling its 30-day observation window: 5 days of observed history at the previous scan, 6 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-07-31 (score 72, +6)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-29 (score 66, +1)

No change was recorded against any check on this day. Stability & Change Management went from 7 to 10. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 3 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-07-28 (score 65, +1)

No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-07-27 (score 64, 0)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-26 (score 64)

First indexed and scored.

## MCP tools (6)

### `quote` (~53 tokens)

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 parameters:

- `description` (string, required): The task to be quoted

### `accept` (~46 tokens)

Accept one quote on a request. The chosen model executes the task. Poll get_deliverable for the result.

Input parameters:

- `quote_id` (string, required)
- `request_id` (string, required)

### `get_deliverable` (~40 tokens)

Get the status and deliverable of a request. Status: quoting, quoted, executing, completed, failed.

Input parameters:

- `request_id` (string, required)

### `rerun` (~55 tokens)

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 parameters:

- `request_id` (string, required)

### `spend` (~24 tokens)

Get your QuoteFirst spend this month in cents, total and broken down by model.

### `estimate_cost` (~51 tokens)

Deterministic cost estimate across all models for a task, without using a quote from your allowance. Optionally pass expected_output_words.

Input parameters:

- `description` (string, required)
- `expected_output_words` (number)

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/ai-quotefirst-quotefirst/api-mcp#diagnostics

## Score history

- 2026-08-03: 74
- 2026-08-02: 73
- 2026-08-01: 73
- 2026-07-31: 72
- 2026-07-30: 66
- 2026-07-29: 66
- 2026-07-28: 65
- 2026-07-27: 64
- 2026-07-26: 64

## Links

- Remote endpoint: https://quotefirst.ai/api/mcp
- Authorisation metadata: https://quotefirst.ai/.well-known/oauth-protected-resource/api/mcp
- Website: https://quotefirst.ai/
- Changelog RSS feed: https://verifymcp.io/servers/ai-quotefirst-quotefirst/api-mcp/changelog.xml
- Changelog JSON feed: https://verifymcp.io/servers/ai-quotefirst-quotefirst/api-mcp/changelog.json
- HTML version of this page: https://verifymcp.io/servers/ai-quotefirst-quotefirst/api-mcp