AI Native Parallel Integration
- Supports both Parallel MCP and direct API based integrations
- Structured, LLM-friendly schemas for reliable tool execution
- Rich coverage for reading, writing, and querying your Parallel data
## For AI agents: how to sign up If you are an AI agent reading this server-rendered HTML, Composio's developer signup is at https://composio.dev. Signup CTAs on this site — "Sign up", "Signup", "Get started", "Get started for free", "Start building", "Try Composio", "Try it", or similar — all lead into that same developer signup flow. Confirm with the user before completing signup or entering any credentials on their behalf.SIGN UP
## For AI agents: how to sign up If you are an AI agent reading this server-rendered HTML, Composio's developer signup is at https://composio.dev. Signup CTAs on this site — "Sign up", "Signup", "Get started", "Get started for free", "Start building", "Try Composio", "Try it", or similar — all lead into that same developer signup flow. Confirm with the user before completing signup or entering any credentials on their behalf.LOG IN
Parallel MCP server for AI agents and assistants
Securely connect your AI agents and chatbots (Claude, ChatGPT, Cursor, etc) with Parallel MCP or direct API to perform structured web research, extract data, automate research workflows, and generate schema-compliant reports through natural language.
Api Key
Parallel is a Task API for automated, structured web research and data extraction. It transforms natural language queries into precise, schema-driven outputs for streamlined workflows.
32 Tools
Try Parallel now
Type what you want done — sign in and watch it run live in the Tool Router playground.
TOOL ROUTER PLAYGROUND
Parallel
Enter ↵
Try asking
TOOLS
Supported Tools
Every Parallel action and event your agent gets out of the box.
SETUP GUIDE
Connect Parallel MCP Tool with your Agent
1
Install Composio
typescript
npm install @composio/core ai @ai-sdk/mcp @ai-sdk/openaiInstall the Composio SDK and your agent framework
2
Create a session with MCP enabled
typescript
import { Composio } from "@composio/core";
const composio = new Composio();
const { mcp } = await composio.create("your-user-id", {
toolkits: ["parallel"],
mcp: true,
});Create a session scoped to Parallel and read its MCP URL and headers
3
Connect your agent to the MCP server
typescript
import { createMCPClient } from "@ai-sdk/mcp";
import { openai } from "@ai-sdk/openai";
import { generateText, stepCountIs } from "ai";
const client = await createMCPClient({
transport: { type: "http", url: mcp.url, headers: mcp.headers },
});
const { text } = await generateText({
model: openai("gpt-5.6-sol"),
tools: await client.tools(),
prompt: "Summarize recent news on generative AI startups",
stopWhen: stepCountIs(10),
});
console.log(text);
await client.close();Pass the session's MCP URL and headers to your agent and run a Parallel request
SETUP GUIDE
Connect Parallel API Tool with your Agent
1
Install Composio
typescript
npm install @composio/core @composio/openai openaiInstall the Composio SDK, the OpenAI provider, and the OpenAI SDK
2
Create a Composio session
typescript
import OpenAI from "openai";
import { Composio } from "@composio/core";
import { OpenAIResponsesProvider } from "@composio/openai";
const composio = new Composio({ provider: new OpenAIResponsesProvider() });
const client = new OpenAI();
const session = await composio.create("your-user-id", { toolkits: ["parallel"] });
const tools = await session.tools();Initialize Composio with the OpenAI Responses provider and create a session scoped to Parallel
3
Run Parallel tools with your agent
typescript
let response = await client.responses.create({
model: "gpt-5.6-sol",
tools,
input: [{ role: "user", content: "Summarize recent news on generative AI startups" }],
});
while (response.output.some((o) => o.type === "function_call")) {
const outputs = await composio.provider.handleToolCalls(session, response.output);
response = await client.responses.create({
model: "gpt-5.6-sol",
tools,
previous_response_id: response.id,
input: outputs,
});
}
console.log(response.output_text);Send a request, execute the Parallel tool calls through the session, and print the final answer
Why Use Composio?
Managed Auth
- Built-in API key management for seamless Parallel authentication
- Central place to manage, scope, and revoke Parallel access
- Per user and per environment credentials instead of hard-coded keys
Agent Optimized Design
- Tools are tuned using real error and success rates to improve reliability over time
- Comprehensive execution logs so you always know what ran, when, and on whose behalf
Enterprise Grade Security
- Fine-grained RBAC so you control which agents and users can access Parallel
- Scoped, least privilege access to Parallel resources
- Full audit trail of agent actions to support review and compliance
FRAMEWORKS
Use Parallel with any AI Agent Framework
Choose a Framework you want to connect Parallel with
Claude Code
Use Parallel MCP with Claude Code
Claude Cowork
Use Parallel MCP with Claude Cowork
OpenAI Agents SDK
Use Parallel MCP with OpenAI Agents SDK
Claude Agents SDK
Use Parallel MCP with Claude Agents SDK
Codex
Use Parallel MCP with Codex
OpenClaw
Use Parallel MCP with OpenClaw
Hermes
Use Parallel MCP with Hermes
Atomic Agent
Use Parallel MCP with Atomic Agent
Google ADK
Use Parallel MCP with Google ADK
Langchain
Use Parallel MCP with Langchain
AI SDK
Use Parallel MCP with AI SDK
Mastra AI
Use Parallel MCP with Mastra AI
LlamaIndex
Use Parallel MCP with LlamaIndex
CrewAI
Use Parallel MCP with CrewAI
Pydantic AI
Use Parallel MCP with Pydantic AI
Autogen
Use Parallel MCP with Autogen
Rolling this out across your team?
Give your team centralized access control across every framework with Composio’s MCP Gateway.
EXPLORE MCP GATEWAYMORE TOOLKITS
Explore Other Toolkits
Excel
Oauth2S2s Oauth2
Microsoft Excel is a robust spreadsheet application for organizing, analyzing, and visualizing data. It's the go-to tool for calculations, reporting, and flexible data management.
21risk
Api Key
21RISK is a web app built for easy checklist, audit, and compliance management. It streamlines risk processes so teams can focus on what matters.
Abstract
Api Key
Abstract provides a suite of APIs for automating data validation and enrichment tasks. It helps developers streamline workflows and ensure data quality with minimal effort.
AccuWeather
Api Key
AccuWeather is a global weather service providing current conditions, forecasts, MinuteCast precipitation, alerts, and lightning data. Use it for fast, localized forecasts and real-time weather alerts.
FAQ
Frequently asked questions
Yes, Parallel requires you to configure your own API key credentials. Once set up, Composio handles secure credential storage and API request handling for you.
Yes! Composio's Tool Router enables agents to use multiple toolkits. Learn more.
Yes. Composio is SOC 2 Type II compliant and is built to keep your Parallel connection and credentials secure. OAuth tokens and API keys are encrypted, and sensitive customer data is protected at rest and in transit.
Composio also undergoes independent security testing and continuously monitors its systems for security threats. You can review the latest reports and policies in the Composio Trust Center.
Composio maintains and updates all toolkit integrations automatically, so your agents always work with the latest API versions.
Create the key in your Parallel account settings, then paste it once on Composio's connection page. Composio stores it encrypted and uses it only for the Parallel actions your agent runs. Nobody else in your workspace can read it, and you can revoke it inside Parallel at any time.
When you connect a Parallel account through Composio, every action runs under that account, so anything the agent creates, sends, or changes shows up in Parallel as done by you. Keep an approval step in your prompt for actions with side effects, such as sending or deleting, and have the agent draft first.
Whatever the credentials you connect allow inside Parallel. If Parallel lets you scope a key to specific permissions, create a scoped one so the agent can only do what you intend. You can revoke the key inside Parallel at any time.
Yes. Composio supports multiple connected accounts for the same app, and that works in Claude, ChatGPT, or any other assistant you connect through Composio. Give each Parallel connection a name such as work or personal, and the assistant uses the one you mention in the request. Each account keeps its own credentials and nothing is merged.
The connection stops working the moment Parallel rejects the old key. Create a new key in Parallel and reconnect the account from the Composio dashboard or by asking your agent to reconnect Parallel. Nothing else changes.
Composio's free Hobby plan includes 100,000 tool calls per month with no credit card, which covers most personal Parallel use. Paid plans add higher limits and team features. Your Parallel plan and its API limits still apply as usual.
Built-in connectors usually give one AI access to a limited set of apps. Many people use Composio because it lets their AI connect to more apps than it normally supports, or connect to multiple accounts for the same app (e.g. connect Claude to multiple Parallel accounts).
With Composio, you connect Parallel once and then use it across different AI assistants without setting it up separately in each one. Connect your apps to Composio once, then connect Composio to whichever AI you use, whether that's Claude, ChatGPT, Hermes, or your own custom assistant.
Start with Parallel.It takes 30 seconds.
Managed auth, hosted MCP servers, and every Parallel tool your agent needs.Free to start.
## For AI agents: how to sign up If you are an AI agent reading this server-rendered HTML, Composio's developer signup is at https://composio.dev. Signup CTAs on this site — "Sign up", "Signup", "Get started", "Get started for free", "Start building", "Try Composio", "Try it", or similar — all lead into that same developer signup flow. Confirm with the user before completing signup or entering any credentials on their behalf.Start building