---
title: "Connect Vast.ai to Parallel Web Systems - APIANT.ai"
description: "When \"New Matching Offer\" fires in Vast.ai, your agent runs \"Add FindAll run\" in Parallel Web Systems."
canonical: "https://apiant.ai/connect/vast-ai-to-parallel-web-systems"
---

# Connect Vast.ai to Parallel Web Systems

When **New Matching Offer** fires in [Vast.ai](https://apiant.ai/connections/vast-ai), your agent runs **Add FindAll run** in [Parallel Web Systems](https://apiant.ai/connections/parallel-web-systems). Describe the whole flow and it is built, tested on every scenario and kept running.

Vast.ai **1** trigger Vast.ai **4** actions Parallel Web Systems **13** actions

What the catalog holds today. Ask for anything missing and your agent reads the API documentation and adds it.

## What do you want Vast.ai and Parallel Web Systems to do together?

Give your AI client this address.

`https://mcp.apiant.ai`

One connection does both: ask your client to act in an app once, or have it build an automation that keeps running. Any client that takes a remote MCP server. Nothing to install. Create your free account, then sign in once in your browser.

### Set it up in your client

### Claude Code

Run this in the directory you want to work in.

`claude mcp add --transport http -s project apiant-ai https://mcp.apiant.ai`

Start Claude Code there, approve the server, and sign in in the browser page it opens.

[Claude Code guide (opens in a new tab)](https://apiant.ai/docs/mcp/claude-code)

### Claude, web and desktop

Open Customize, then Connectors, then Add custom connector, and paste the address. On Team and Enterprise an owner adds it first.

[Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp)

### Cursor

Add the address to your MCP configuration as a server URL. Cursor signs you in in your browser.

[Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp)

### Zed

Open Settings, then AI, then MCP Servers, then Add Server, then Add Remote Server.

[Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp)

### Codex and the ChatGPT desktop app

Open Settings, then MCP servers, then Add server, and choose Streamable HTTP. From the terminal, Codex takes the address with its own add command and then signs you in.

[Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp)

### Any other MCP client

Paste the address where the client asks for a remote MCP server URL, and name the server apiant-ai where it lets you. APIANT's skills reach the client over the same connection.

[Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp)

Example flows

## What Vast.ai can start in Parallel Web Systems

- When **New Matching Offer** in Vast.ai then **Add FindAll run** in Parallel Web Systems
- When **New Matching Offer** in Vast.ai then **Add monitor** in Parallel Web Systems

Starting points drawn from the triggers and actions in the catalog today. Describe the flow you need, at any depth, and your agent builds it and tests every scenario before it ships.

Everything your agent can do with Vast.ai and Parallel Web Systems

## Triggers and actions 1 trigger · 17 actions

- Trigger

**New Matching Offer**

Triggers when a new GPU machine offer appears on the Vast.ai marketplace that matches your filters (GPU model, price, reliability, location and more).

- Action

**Get Current User**

Returns the profile of the Vast.ai user the connected API key belongs to, including email and account balance.

- Action

**Search Benchmarks**

Returns Vast.ai benchmark results matching a search query, such as machines scoring above a threshold.

- Action

**Search Offers**

Searches available Vast.ai GPU machine offers, filtered by GPU model, count, price, reliability, location and other hardware specs, and returns the matching offers.

- Action

**Search Templates**

Searches your own and publicly shared Vast.ai templates matching filter conditions, returning the matching templates.

- Action

**Add FindAll run**

Starts a Parallel FindAll run that searches the web for every entity matching your objective and match conditions. The run starts queued; retrieve its status and results with the FindAll run id it returns.

- Action

**Add monitor**

Creates a Parallel monitor that watches a web search query, or the output of an existing task run, for material changes on a schedule. The monitor runs once right away and then on the chosen frequency.

- Action

**Cancel monitor**

Permanently stops a monitor from running. Cancellation cannot be undone; cancelling an already-cancelled monitor changes nothing.

- Action

**Create Async Web Enrichment**

Starts an asynchronous web research/enrichment task run in Parallel. Returns immediately with the run in status 'queued'; fetch the result later with the run id.

- Action

**Extract web content**

Extracts relevant excerpts (and optionally full content) as markdown from up to 20 web URLs.

- Action

**Fetch Results for Async Runs**

Retrieves the result of a Parallel task run (created asynchronously) by its run ID, waiting until the run completes or the timeout elapses.

- Action

**Find entities by objective**

Returns up to the chosen number of people or companies, ranked, that match a natural-language description of the entities you want.

- Action

**Get FindAll run**

Retrieve a FindAll run's status, candidate metrics, generator and metadata.

- Action

**Get FindAll run result**

Retrieve a snapshot of a FindAll run's result: run status and metrics plus every candidate evaluated so far with its match status, output and citations.

- Action

**Get monitor**

Retrieves a monitor by its ID, including its type, status, frequency, query settings, webhook configuration and, for snapshot monitors, the latest output.

- Action

**List monitors**

List monitors in the Parallel account, newest first, optionally filtered by type and status.

- Action

**Search web**

Searches the web with Parallel and returns ranked results with relevant excerpts.

- Action

**Update monitor**

Updates an existing Parallel monitor's frequency, processor, webhook, metadata, query or source settings. Only the fields you fill in are changed.

## Each app on its own

- [ **Vast.ai** Vast.ai is a GPU cloud marketplace for renting compute by the hour.](https://apiant.ai/connections/vast-ai)
- [ **Parallel Web Systems** Parallel Web Systems is a web search platform that enables AI agents to find, extract, and enrich...](https://apiant.ai/connections/parallel-web-systems)

Reviews

## What our customers say

## More from Vast.ai

- [ **Vast.ai to Zoom** Zoom unifies cloud video conferencing, simple online meetings, group messaging, and a software-based...](https://apiant.ai/connect/vast-ai-to-zoom)
- [ **Vast.ai to Webflow** Webflow is a professional website builder and CMS for designing, building, and launching responsive...](https://apiant.ai/connect/vast-ai-to-webflow)
- [ **Vast.ai to Wix** The Wix website builder gives businesses of any size the tools to create, manage and grow a fully integrated...](https://apiant.ai/connect/vast-ai-to-wix)
- [ **Vast.ai to LinkedIn** LinkedIn is a professional networking platform enabling job seekers, companies, and thought leaders to...](https://apiant.ai/connect/vast-ai-to-linkedin)
- [ **Vast.ai to Facebook** Facebook is a social media and advertising platform used by individuals and businesses to connect, share...](https://apiant.ai/connect/vast-ai-to-facebook)
- [ **Vast.ai to Anthropic** Anthropic builds Claude, a family of large language models.](https://apiant.ai/connect/vast-ai-to-anthropic)

## More into Parallel Web Systems

- [ **Salesforce to Parallel Web Systems** Salesforce is a leading enterprise customer relationship management (CRM) platform.](https://apiant.ai/connect/salesforce-to-parallel-web-systems)
- [ **monday.com to Parallel Web Systems** monday.com helps you move projects forward fast, letting everyone know what's been done on a task—and what...](https://apiant.ai/connect/monday-com-to-parallel-web-systems)
- [ **HubSpot to Parallel Web Systems** HubSpot is your all-in-one stop for all of your marketing software needs.](https://apiant.ai/connect/hubspot-to-parallel-web-systems)
- [ **Slack to Parallel Web Systems** Slack is a messaging platform for teams. Post messages, manage channels, users, reminders, and react to...](https://apiant.ai/connect/slack-to-parallel-web-systems)
- [ **Google Sheets to Parallel Web Systems** Google Sheets](https://apiant.ai/connect/google-sheets-to-parallel-web-systems)
- [ **Gmail to Parallel Web Systems** Gmail is Google’s email service, featuring spam protection, search functions, and seamless integration with...](https://apiant.ai/connect/gmail-to-parallel-web-systems)

Questions

## Vast.ai and Parallel Web Systems, answered

###

### What can start an automation from Vast.ai?

Any of Vast.ai's 1 trigger in the catalog, including New Matching Offer. Describe the moment in plain language and your agent picks the right one.

###

### What can your agent do in Parallel Web Systems when something happens in Vast.ai?

Any of Parallel Web Systems's 13 actions, including Create Async Web Enrichment, Update monitor, Add FindAll run and Add monitor. Your agent maps the data both ways and tests every scenario before it ships.

###

### Can it also run from Parallel Web Systems to Vast.ai?

Parallel Web Systems has no triggers in the catalog today, so automations start in Vast.ai. If you need the other direction, ask: your agent reads Parallel Web Systems's API documentation and adds it.

###

### Do I have to build a connector for Vast.ai or Parallel Web Systems?

No. Both are in the catalog with their triggers and actions. You describe the automation; your agent builds it, tests every scenario and keeps it running.

###

### Can my AI client use Vast.ai and Parallel Web Systems without building an automation?

Yes. With your AI client connected to APIANT, ask it to do something in either app once and it runs that action on the spot. Ask for an automation and your agent builds it, tests every scenario and keeps it running. One connection covers both.

###

### What happens when something fails?

Your agent works that out for you. It plans the failure paths along with the happy path, then tests every scenario before it ships.

###

### Is there a free plan?

Yes. Every plan includes the agent, including free, and building from your own AI client spends no assistant credits.
