# io.github.pooriaarab/gpuclouds (remote · gpuclouds.fyi)

Compare GPU clouds for training and inference.

- Trust score: 70/100 (medium)
- Change this week: +3
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-11-05

## Components

- remote · `gpuclouds.fyi`: 70/100 (this document), [markdown](https://verifymcp.io/servers/pooriaarab-gpuclouds/gpuclouds.md), [page](https://verifymcp.io/servers/pooriaarab-gpuclouds/gpuclouds)

## Channel facts

- Endpoint: `https://gpuclouds.fyi/mcp`
- 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 2026-11-05.

- **Endpoint Security**: 69/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one.
  - HTTPS enforcement could not be verified: the plaintext port answered with HTTP 405, which proves neither a plaintext path nor enforcement.
  - The HSTS (Strict-Transport-Security) header is present.
  - 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**: 73/100
  - AI-judged instruction clarity (good).
  - Tool/resource definitions use about 675 tokens (~61/item across 11 items; 11 tools + 0 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 23/100
  - Stability observed for 7 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.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 11 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 12 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 60/100
  - Spec-recency check failed: implements MCP spec 2025-06-18; the latest is 2026-07-28.

## Install

### How do I install the io.github.pooriaarab/gpuclouds MCP server?

io.github.pooriaarab/gpuclouds is a hosted endpoint at https://gpuclouds.fyi/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

### Claude

```bash
claude mcp add --transport http pooriaarab-gpuclouds 'https://gpuclouds.fyi/mcp'
```

### Cursor

```json
{
  "mcpServers": {
    "pooriaarab-gpuclouds": {
      "url": "https://gpuclouds.fyi/mcp"
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "pooriaarab-gpuclouds": {
      "type": "http",
      "url": "https://gpuclouds.fyi/mcp"
    }
  }
}
```

### Codex

```toml
[mcp_servers.pooriaarab-gpuclouds]
url = "https://gpuclouds.fyi/mcp"
```

### opencode

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

### OpenClaw

```bash
openclaw mcp add pooriaarab-gpuclouds --url 'https://gpuclouds.fyi/mcp' --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  pooriaarab-gpuclouds:
    url: "https://gpuclouds.fyi/mcp"
```

### Netclaw

```json
{
  "McpServers": {
    "pooriaarab-gpuclouds": {
      "Transport": "http",
      "Url": "https://gpuclouds.fyi/mcp"
    }
  }
}
```

### Vellum

```bash
assistant mcp add pooriaarab-gpuclouds -t streamable-http -u 'https://gpuclouds.fyi/mcp'
```

### Other

```json
{
  "mcpServers": {
    "pooriaarab-gpuclouds": {
      "type": "http",
      "url": "https://gpuclouds.fyi/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.

### 2026-11-05 (score 70, 0)

- [security] The server rewrote its instructions, which are the text every model session reads
- [functional regression] Schema quality: 565 → 675
- [functional] New tool “get_course”
- [functional] New tool “list_courses”

### 2026-11-04 (score 70, +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.

### 2026-11-02 (score 69, +1)

- [security] The server rewrote its instructions, which are the text every model session reads
- [functional improvement] Schema quality: 72 → 62
- [functional] New tool “get_product”
- [functional] New tool “list_product_categories”
- [functional] New tool “list_products”

### 2026-10-31 (score 68, +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.

### 2026-10-30 (score 67, 0)

- [functional improvement] Stability: unverified → 0.03

### 2026-10-29 (score 67)

First indexed and scored.

## MCP tools (11)

### `search_listings` (~218 tokens)

Search published GPU cloud providers by text, place and category.

Input parameters:

- `category` (string): Category slug, from /categories. A parent slug also matches its children.
- `city` (string): City slug, from /places.
- `country` (string): ISO 3166-1 alpha-2 country code, any case. A country the directory does not cover, as listed in /places, gives 400.
- `cursor` (string): `page.nextCursor` from the previous response. Opaque. Send the same filters and `limit`.
- `limit` (integer): Items per page.
- `q` (string): Search text, with at least one letter or digit. Matches name, categories, attributes, description and place. Typos fall back to close matches.
- `region` (string): Region slug, from /places.
- `sort` (string): `relevance` needs `q` and is the default with it. `name` is the default without `q`. `recent` is newest first.

### `get_listing` (~28 tokens)

Get one published GPU cloud provider by its slug.

Input parameters:

- `slug` (string, required): The listing slug.

### `list_places` (~20 tokens)

List countries, regions and cities that have GPU cloud providers.

### `list_categories` (~17 tokens)

List categories with their GPU cloud provider counts.

### `get_stats` (~28 tokens)

Get the number of published GPU cloud providers, places and categories, and when the data last changed.

### `list_sources` (~27 tokens)

List where the GPU cloud provider data comes from, with the license and refresh of each source.

### `list_products` (~41 tokens)

List the affiliate products, with the price each had on the day it was checked. Filter by product category.

Input parameters:

- `category` (string): A product category slug.

### `get_product` (~33 tokens)

Get one affiliate product by its slug, with its page and outbound link.

Input parameters:

- `slug` (string, required): The product slug.

### `list_product_categories` (~18 tokens)

List the product categories with their product counts.

### `list_courses` (~48 tokens)

List the published academy courses with their level, length, pass mark and certificate validity.

Input parameters:

- `level` (string): Only courses of this level.
- `limit` (integer): Most courses to return.

### `get_course` (~43 tokens)

Get one published academy course by its slug, with its objectives, lessons and FAQ. Exam questions and answers are never returned.

Input parameters:

- `slug` (string, required): The course slug.

## Diagnostics

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

## Score history

- 2026-11-05: 70
- 2026-11-04: 70
- 2026-11-03: 69
- 2026-11-02: 69
- 2026-11-01: 68
- 2026-10-31: 68
- 2026-10-30: 67
- 2026-10-29: 67

## Common questions

### What is the io.github.pooriaarab/gpuclouds MCP server?

io.github.pooriaarab/gpuclouds is an MCP server listed in the public MCP registry as io.github.pooriaarab/gpuclouds. Compare GPU clouds for training and inference. This page covers its hosted endpoint (https://gpuclouds.fyi/mcp).

### Is the io.github.pooriaarab/gpuclouds MCP server safe to use?

io.github.pooriaarab/gpuclouds scores 70 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

### What tools does the io.github.pooriaarab/gpuclouds MCP server expose?

io.github.pooriaarab/gpuclouds exposes 11 tools: search_listings, get_listing, list_places, list_categories, get_stats, and 6 more. Their descriptions and schemas cost roughly 521 tokens of context every time the server is loaded.

### Does the io.github.pooriaarab/gpuclouds MCP server require authentication?

No. We connected to io.github.pooriaarab/gpuclouds without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

### Is the io.github.pooriaarab/gpuclouds MCP server still maintained?

io.github.pooriaarab/gpuclouds is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

## Links

- Remote endpoint: https://gpuclouds.fyi/mcp
- Repository: https://github.com/pooriaarab/directory
- Changelog RSS feed: https://verifymcp.io/servers/pooriaarab-gpuclouds/gpuclouds.xml
- Changelog JSON feed: https://verifymcp.io/servers/pooriaarab-gpuclouds/gpuclouds.json
- HTML version of this page: https://verifymcp.io/servers/pooriaarab-gpuclouds/gpuclouds