# AI Pricing Hub (remote · aipricinghub.com)

Source-backed AI model pricing, rankings, history, and benchmark data.

- Trust score: 63/100 (medium)
- Change this week: +1
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- remote · `aipricinghub.com`: 63/100 (this document), [markdown](https://verifymcp.io/servers/gishh-aipricinghub/aipricinghub.md), [page](https://verifymcp.io/servers/gishh-aipricinghub/aipricinghub)

## Channel facts

- Endpoint: `https://aipricinghub.com/mcp/rpc`
- Transports: `streamable-http`
- Auth: `none`
- 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**: 57/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - Authorisation not fully verified: no authorisation is required to call this server, and 11 tool(s) never declared a destructiveHint. The MCP spec treats an absent hint as destructive by default, so we cannot call this surface safe.
  - HTTPS is enforced; there's no plaintext access path.
  - HSTS check failed: the Strict-Transport-Security header is absent.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 67/100
  - 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).
  - AI-judged instruction clarity (fair).
  - Tool/resource definitions use about 913 tokens (~39/item across 23 items; 11 tools + 12 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**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
  - Structured output schemas are declared (100% of tools); any adoption earns full credit.
- **Capabilities**: 60/100
  - Spec-recency check failed: implements MCP spec 2025-06-18; the latest is 2026-07-28.

## Install

### Claude

```bash
claude mcp add --transport http gishh-aipricinghub https://aipricinghub.com/mcp/rpc
```

### Codex

```toml
[mcp_servers.gishh-aipricinghub]
url = "https://aipricinghub.com/mcp/rpc"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "gishh-aipricinghub": {
      "type": "remote",
      "url": "https://aipricinghub.com/mcp/rpc",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add gishh-aipricinghub --url https://aipricinghub.com/mcp/rpc --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  gishh-aipricinghub:
    url: "https://aipricinghub.com/mcp/rpc"
```

### Other

```json
{
  "mcpServers": {
    "gishh-aipricinghub": {
      "type": "http",
      "url": "https://aipricinghub.com/mcp/rpc"
    }
  }
}
```

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.

### 2026-08-02 (score 63, +1)

No change was recorded against any check on this day. Stability & Change Management went from 20 to 23. That category is still filling its 30-day observation window: 6 days of observed history at the previous scan, 7 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-07-31 (score 62, 0)

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

### 2026-07-30 (score 62, −1)

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

### 2026-07-29 (score 63, +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.

### 2026-07-27 (score 62, +1)

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

### 2026-07-26 (score 61)

First indexed and scored.

## MCP tools (11)

### `search_models` (~116 tokens)

Search models

Search the pricing catalog with provider, workload, context, and price filters.

Input parameters:

- `cursor` (string|number|array): cursor
- `limit` (string|number|array): limit
- `max_combined_price` (string|number|array): max combined price
- `min_context_tokens` (string|number|array): min context tokens
- `provider` (string|number|array): provider
- `query` (string|number|array): query
- `workload` (string|number|array): workload

### `compare_models` (~34 tokens)

Compare models

Compare pricing, context, and sourced benchmarks for model IDs.

Input parameters:

- `model_ids` (string|number|array): model ids

### `calculate_cost` (~87 tokens)

Calculate cost

Estimate cost from model pricing and token volumes.

Input parameters:

- `cached_input_tokens` (string|number|array): cached input tokens
- `input_tokens` (string|number|array): input tokens
- `model_id` (string|number|array): model id
- `output_tokens` (string|number|array): output tokens
- `requests` (string|number|array): requests

### `find_cheapest` (~69 tokens)

Find cheapest

Find cheapest models by combined listed input plus output token price.

Input parameters:

- `cursor` (string|number|array): cursor
- `limit` (string|number|array): limit
- `provider` (string|number|array): provider
- `workload` (string|number|array): workload

### `find_best_value` (~70 tokens)

Find best value

Rank models by available benchmark signal per listed token price.

Input parameters:

- `benchmark_id` (string|number|array): benchmark id
- `cursor` (string|number|array): cursor
- `limit` (string|number|array): limit
- `provider` (string|number|array): provider

### `provider_summary` (~36 tokens)

Provider summary

Summarize model count, prices, benchmarks, and changes for a provider.

Input parameters:

- `provider` (string|number|array): provider

### `pricing_history` (~31 tokens)

Pricing history

Return historical pricing snapshots for a model ID.

Input parameters:

- `model_id` (string|number|array): model id

### `benchmark_lookup` (~85 tokens)

Benchmark lookup

Find sourced benchmark rows by model, provider, or benchmark ID.

Input parameters:

- `benchmark_id` (string|number|array): benchmark id
- `cursor` (string|number|array): cursor
- `limit` (string|number|array): limit
- `model_id` (string|number|array): model id
- `provider` (string|number|array): provider

### `latest_changes` (~68 tokens)

Latest changes

Return recent model launches, removals, and pricing changes.

Input parameters:

- `cursor` (string|number|array): cursor
- `limit` (string|number|array): limit
- `provider` (string|number|array): provider
- `type` (string|number|array): type

### `search_news` (~75 tokens)

Search news

Search AI Pricing Hub news items.

Input parameters:

- `cursor` (string|number|array): cursor
- `language` (string|number|array): language
- `limit` (string|number|array): limit
- `query` (string|number|array): query
- `source` (string|number|array): source

### `recommend_model` (~86 tokens)

Recommend model

Recommend models for a workload using price, context, and benchmark evidence.

Input parameters:

- `budget` (string|number|array): budget
- `limit` (string|number|array): limit
- `min_context_tokens` (string|number|array): min context tokens
- `provider` (string|number|array): provider
- `workload` (string|number|array): workload

## Diagnostics

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

## Score history

- 2026-08-03: 63
- 2026-08-02: 63
- 2026-08-01: 62
- 2026-07-31: 62
- 2026-07-30: 62
- 2026-07-29: 63
- 2026-07-28: 62
- 2026-07-27: 62
- 2026-07-26: 61

## Links

- Remote endpoint: https://aipricinghub.com/mcp/rpc
- Repository: https://github.com/gishh/aipricinghub
- Website: https://aipricinghub.com/mcp/
- Changelog RSS feed: https://verifymcp.io/servers/gishh-aipricinghub/aipricinghub/changelog.xml
- Changelog JSON feed: https://verifymcp.io/servers/gishh-aipricinghub/aipricinghub/changelog.json
- HTML version of this page: https://verifymcp.io/servers/gishh-aipricinghub/aipricinghub