Connect Parallel to AI agents

Connect Parallel to Claude, Codex, Cursor, or other AI agents for your entire team. Metorial security, governance, observability, and gives your team a unified Magic MCP url to connect.

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Supported Tools

Tools11Triggers2

manage_monitor

Manage Monitor

Retrieve, update, or delete an existing web monitor. Can also list all monitors or fetch events for a specific monitor. Use the monitor ID from the **Create Monitor** tool.

chat_completion

Chat Completion

Send messages to Parallel's web-grounded chat completions API and receive AI responses with optional citations. Supports multiple models: **speed** for low-latency responses, and **lite**/**base**/**core** for deeper research with citations. Compatible with the OpenAI chat completions format.

find_entities

Find Entities

Discover entities (companies, people, products, etc.) matching specific criteria from web data. Uses Parallel's FindAll API to generate candidates, validate them against your conditions, and return matches. This is an asynchronous operation — returns a run ID. Use the **Get FindAll Results** tool to poll status and retrieve matched entities.

extract_content

Extract Content

Extract and retrieve content from specific URLs. Provide one or more URLs with an optional objective to focus extraction on relevant information. Returns excerpts and/or full content from the target pages.

get_findall_results

Get FindAll Results

Check the status of a FindAll entity discovery run and retrieve matched entities when complete. Use the run ID returned by the **Find Entities** tool.

deep_research

Deep Research

Run a complex, multi-step web research task that autonomously searches, retrieves, reasons, and synthesizes information. Declare what information you need and the API orchestrates querying, ranking, retrieval, reasoning, validation, and synthesis. Returns a run ID that can be used with the **Get Task Run** tool to check status and retrieve results when complete.

create_monitor

Create Monitor

Create a web monitor that continuously tracks the web for changes relevant to a query on a configurable schedule. Monitors detect new information as it's published and can deliver results via webhooks.

get_task_run

Get Task Run

Check the status of a deep research task run and optionally retrieve its results when complete. Use the run ID returned by the **Deep Research** tool.

web_search

Web Search

Perform AI-optimized web searches using natural language objectives and optional keyword queries. Returns ranked results with excerpts and source URLs. Supports three modes: **one-shot** for comprehensive results, **agentic** for concise token-efficient results in agentic loops, and **fast** for lower-latency results. At least one of `objective` or `searchQueries` must be provided.

enrich_findall

Enrich FindAll

Add structured enrichment to a completed or running FindAll entity discovery run. Extracts additional fields from matched entities using a JSON schema you define. Enrichment runs asynchronously — results will be available when polling with the **Get FindAll Results** tool.

ingest_findall

Ingest FindAll Query

Convert a natural language objective into structured FindAll parameters. Parses the objective into an entity type and match conditions that can be used with the **Find Entities** tool. Use this to auto-generate the entityType and matchConditions from a plain-English query.

More integrations teams use with Parallel

GitHub

Manage repositories, issues, and pull requests. Create and configure branches, star repositories, review code, and merge changes. Automate CI/CD workflows with GitHub Actions, manage workflow runs, secrets, and artifacts. Track issues with labels, milestones, and assignees. Search across code, repositories, issues, and users. Manage organizations, teams, and memberships. Create and manage projects, gists, packages, deployments, and environments. Access security alerts including code scanning, secret scanning, and Dependabot alerts. Read and write file contents in repositories. Manage webhooks, notifications, and codespaces.

Sharepoint

Manage SharePoint sites, document libraries, lists, and files. Create, read, update, and delete lists and list items with custom columns. Upload, download, move, copy, and version files in document libraries. Search across sites, files, folders, lists, and list items using Microsoft Search. Manage permissions at site, list, and item levels with granular access control. Define and manage content types and site columns. Subscribe to webhooks for list and library change notifications. Retrieve site properties and search for sites across Microsoft 365.

Salesforce

Manage CRM data including Accounts, Contacts, Leads, Opportunities, Cases, and custom objects. Create, read, update, and delete records. Query data using SOQL and search across objects using SOSL. Perform bulk data operations for large-scale imports, exports, and migrations. Execute composite requests to batch multiple operations in a single API call. Access analytics, reports, and dashboards. Manage files and attachments associated with records. Interact with Chatter feeds, posts, and groups for social collaboration. Subscribe to real-time change events via Change Data Capture and Platform Events. Manage org metadata including custom objects, fields, layouts, and workflows. Query data using GraphQL for precise data retrieval across related objects.

Airtable

Create, read, update, and delete records in Airtable bases and tables. Manage base schemas including creating tables and fields. Filter records using formulas, sort by fields, and scope queries to specific views. Upsert records to find, create, or update in a single call. Upload attachments to records, read and write record comments, list accessible bases, and receive real-time base change events through webhooks.

Bitbucket

Manage Git repositories, pull requests, and CI/CD pipelines on Bitbucket Cloud. Create, fork, and configure repositories within workspaces and projects. Create, review, approve, merge, and decline pull requests with inline code comments. Browse source code, list commits, and manage branches and tags. Track issues with the built-in issue tracker. Trigger, monitor, and manage Bitbucket Pipelines. List workspace members, configure repository default reviewers and branch restrictions, create and manage repository webhooks, and search code across repositories.

Heroku

Deploy, manage, and scale applications on Heroku's cloud platform. Create and configure apps, scale dynos, provision add-ons (databases, caching, etc.), manage configuration variables, build and release code, add custom domains and SSL certificates, manage collaborators and team permissions, configure pipelines for continuous delivery, set up log drains, and sync data with Salesforce via Heroku Connect. Subscribe to webhooks for real-time notifications on app changes, builds, releases, dyno lifecycle events, and more.

Technical notes for Parallel

Perform AI-optimized web searches, extract content from URLs, run deep multi-step research tasks, and discover entities matching natural language criteria. Provides web-grounded chat completions compatible with OpenAI client libraries. Continuously monitor the web for new information on a configurable schedule and receive webhook notifications when relevant changes are detected. Supports structured JSON output schemas, multiple processing tiers for cost/thoroughness trade-offs, and asynchronous task execution with polling or webhook-based completion tracking.

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Frequently asked questions

Common questions about connecting Parallel to AI agents with Metorial.

  1. Can Metorial connect Parallel to AI agents?
    Yes. Metorial connects AI agents to Parallel through a governed integration layer, so teams can use the provider while keeping access controlled and observable.
  2. Metorial is MCP compatible and lets teams expose approved provider tools to MCP-capable agents and clients through a controlled access layer.
  3. Metorial applies policies across users, groups, providers, agents, and individual tools, then records the context around every agent interaction.
  4. Yes. Metorial records provider activity so teams can inspect tool calls, troubleshoot integrations, and give security teams the visibility they need.