Parallel API

A web API purpose-built for AIs. Powering millions of daily requests

Available Tools

• parallel_chat_api: Parallel Chat is a web research API that returns OpenAI ChatCompletions compatible streaming text and JSON. The Chat API supports multiple models—from the speed model for low latency across a broad range of use cases, to research models (lite, base, core) for deeper research-grade outputs where you can afford to wait longer for even more comprehensive responses with full research basis support. — $0.02/call
• parallel_search: Searches the web.To access this endpoint, pass the parallel-beta header with the valuesearch-extract-2025-10-10. — $0.02/call
• parallel_extract: Extracts relevant content from specific web URLs.To access this endpoint, pass the parallel-beta header with the valuesearch-extract-2025-10-10. — $0.02/call
• parallel_create_task_run: Initiates a task run.Returns immediately with a run object in status ‘queued’.Beta features can be enabled by setting the ‘parallel-beta’ header. — $0.02/call
• parallel_retrieve_findall_run_status: Retrieve a FindAll run. — $0.01/call
• parallel_findall_run_result: Retrieve the FindAll run result at the time of the request. — $0.01/call
• parallel_cancel_findall_run: Cancel a FindAll run. — $0.01/call
• parallel_retrieve_task_run_input: Retrieves the input of a run by run_id. — $0.01/call
• parallel_retrieve_task_run: Retrieves run status by run_id.The run result is available from the /result endpoint. — $0.01/call
• parallel_ingest_findall_run: Transforms a natural language search objective into a structured FindAll spec.Note: Access to this endpoint requires the parallel-beta header.The generated specification serves as a suggested starting point and can be furthercustomized by the user. — $0.02/call
• parallel_retrieve_task_run_result: Retrieves a run result by run_id, blocking until the run is completed. — $0.01/call
• parallel_create_findall_run: Starts a FindAll run.This endpoint immediately returns a FindAll run object with status set to ‘queued’.You can get the run result snapshot using the GET /v1beta/findall/runs//result endpoint.You can track the progress of the run by:Polling the status using the GET /v1beta/findall/runs/ endpoint,Subscribing to real-time updates via the /v1beta/findall/runs//eventsendpoint,Or specifying a webhook with relevant event types during run creation to receivenotifications. — $0.02/call

Quick Start

{
  "mcpServers": {
    "parallel": {
      "url": "https://parallel.mcp.xpay.sh/mcp?key=YOUR_XPAY_KEY"
    }
  }
}

Pricing

Pay per tool call from your XPay wallet. No subscriptions, no minimums.

Get an API key at xpay.tools.

Tools: 12 Category: General

When to Use

Use Parallel API tools when you need to a web api purpose-built for ais. powering millions of daily requests. All tools are available through xpay✦'s single MCP connection.

MCP Connection

{
  "mcpServers": {
    "xpay": {
      "url": "https://mcp.xpay.sh/mcp?key=YOUR_API_KEY"
    }
  }
}

For Claude Code:

claude mcp add --transport http xpay "https://mcp.xpay.sh/mcp?key=YOUR_API_KEY"

Available Tools

• Parallel Chat Api — Parallel Chat is a web research API that returns OpenAI ChatCompletions compatible streaming text and JSON. The Chat API supports multiple models—from the speed model for low latency across a broad range of use cases, to research models (lite, base, core) for deeper research-grade outputs where you can afford to wait longer for even more comprehensive responses with full research basis support. — $0.02/call — SKILL.md
• Parallel Search — Searches the web.To access this endpoint, pass the parallel-beta header with the valuesearch-extract-2025-10-10. — $0.02/call — SKILL.md
• Parallel Extract — Extracts relevant content from specific web URLs.To access this endpoint, pass the parallel-beta header with the valuesearch-extract-2025-10-10. — $0.02/call — SKILL.md
• Parallel Create Task Run — Initiates a task run.Returns immediately with a run object in status ‘queued’.Beta features can be enabled by setting the ‘parallel-beta’ header. — $0.02/call — SKILL.md
• Parallel Retrieve Findall Run Status — Retrieve a FindAll run. — $0.01/call — SKILL.md
• Parallel Findall Run Result — Retrieve the FindAll run result at the time of the request. — $0.01/call — SKILL.md
• Parallel Cancel Findall Run — Cancel a FindAll run. — $0.01/call — SKILL.md
• Parallel Retrieve Task Run Input — Retrieves the input of a run by run_id. — $0.01/call — SKILL.md
• Parallel Retrieve Task Run — Retrieves run status by run_id.The run result is available from the /result endpoint. — $0.01/call — SKILL.md
• Parallel Ingest Findall Run — Transforms a natural language search objective into a structured FindAll spec.Note: Access to this endpoint requires the parallel-beta header.The generated specification serves as a suggested starting point and can be furthercustomized by the user. — $0.02/call — SKILL.md
• Parallel Retrieve Task Run Result — Retrieves a run result by run_id, blocking until the run is completed. — $0.01/call — SKILL.md
• Parallel Create Findall Run — Starts a FindAll run.This endpoint immediately returns a FindAll run object with status set to ‘queued’.You can get the run result snapshot using the GET /v1beta/findall/runs//result endpoint.You can track the progress of the run by:Polling the status using the GET /v1beta/findall/runs/ endpoint,Subscribing to real-time updates via the /v1beta/findall/runs//eventsendpoint,Or specifying a webhook with relevant event types during run creation to receivenotifications. — $0.02/call — SKILL.md

How to Execute

1. xpay_discover — Search for tools: xpay_discover("parallel")
2. xpay_details — Get input schema: xpay_details("parallel/TOOL_NAME")
3. xpay_run — Execute: xpay_run("parallel/TOOL_NAME", { ...inputs })
4. xpay_balance — Check credits

Links

• Provider page: https://xpay.tools/parallel/
• All providers: https://xpay.tools/explore
• Docs: https://docs.xpay.sh