Parallel Tools
Parallel offers a Task API for automated, structured web research, transforming natural language queries into precise, schema-compliant outputs.
Use Parallel Tools with AI agents
Aident Loadout lets Claude Code, Codex, Cursor, and other supported agents call Parallel Tools. Choose from 32 supported Actions. Review each execution in Audit.
Connect Parallel Tools once through Aident Vault. Your agent can use the supported Actions without receiving the underlying credential.
Category
IntegrationPricing and payment
- Pricing
- Free in Loadout. Provider charges may apply when using a personally connected account.
- Unified payment
- Not currently supported. Connect a provider account when required.
Included Actions
- Parallel Add Enrichment To Find All RunTool to add an enrichment to a FindAll run. Use when you need to enrich existing FindAll run results with additional structured data fields. Enrichments define what information to extract from matched entities using a JSON schema.
- Parallel Add Runs To Task GroupTool to initiate multiple task runs within a TaskGroup. Use when you need to execute multiple tasks in parallel within an existing task group.
- Parallel Cancel Find All RunTool to cancel an active FindAll run by findall_id. Use when you need to stop a running FindAll operation before it completes. Cannot cancel runs that have already terminated.
- Parallel Create Chat CompletionsTool to get realtime chat completions from Parallel AI. Use when you need conversational AI responses or structured outputs via chat interface. Can be combined with Task API processors for research-grade structured outputs with citations and reasoning.
- Parallel Create MonitorTool to create a web monitor that periodically runs the specified query. The monitor runs once at creation and then continues according to the specified cadence (hourly, daily, weekly, or every two weeks). Use when you need to track changes or developments for a specific search…
- Parallel Create Task GroupTool to create a new task group. Use when batching multiple tasks for parallel execution. Task Groups enable grouping and tracking of multiple task runs within a single manageable unit.
- Parallel Create Task RunTool to create and initiate a task run. Returns immediately with a run object in status 'queued'. Use when you need to execute tasks asynchronously with Parallel AI processors.
- Parallel Delete MonitorTool to delete a monitor, stopping all future executions. Use when you need to permanently remove a monitor. Deleted monitors can no longer be updated or retrieved.
- Parallel Extend Find All RunTool to extend a FindAll run by adding additional matches to the current match limit. Use when you need to increase the number of matches for an existing FindAll run that is still active or has completed.
- Parallel ExtractTool to extract relevant content from specific web URLs. Use when you need to fetch and extract content from known URLs with optional focusing on specific objectives or search queries.
- Parallel Fetch Task Group RunsTool to retrieve task runs from a Task Group as a resumable stream. Use when you need to fetch all runs within a group, optionally including their inputs and outputs. The stream can be resumed using the event_id as a cursor.
- Parallel Find AllTool to start a FindAll run. Use when you need to discover and match entities based on natural-language objectives. Supports custom conditions, exclusion lists, and webhook callbacks.
- Parallel Get Find All Run ResultTool to fetch the final (or latest available) FindAll candidates and result payload for a run. Use when you need to retrieve matched/unmatched candidates after a FindAll run has progressed or completed.
- Parallel Get Find All Run SchemaTool to retrieve the schema configuration of a FindAll run by findall_id. Use when you need to inspect the objective, entity type, match conditions, and other schema details for a previously created FindAll run.
- Parallel Ingest Find All RunTool to transform a natural language search objective into a structured FindAll specification. Use when you need to generate a FindAll run spec from a user's natural language description. The generated specification serves as a suggested starting point and can be further customi…
- Parallel List Monitor EventsTool to list events for a monitor from up to the last 300 event groups. Retrieves events including errors and material changes in reverse chronological order.
- Parallel List MonitorsTool to list active monitors for the user. Returns all monitors regardless of status with their configuration and current state. Supports cursor-based pagination using monitor_id and limit parameters.
- Parallel Retrieve Event GroupTool to retrieve an event group for a monitor. Use when you have a valid monitor ID and event group ID and want to view the execution history.
- Parallel Retrieve Find All Run StatusTool to retrieve status and metadata for a FindAll run by findall_id. Use when you need to poll or check the progress of a FindAll run that was previously created.
- Parallel Retrieve MonitorTool to retrieve a specific monitor by ID. Returns the monitor configuration including status, cadence, query, and webhook settings.
- Parallel Retrieve Task GroupTool to retrieve details of a specific task group. Use when you have a valid task group ID and want to view its details.
- Parallel Retrieve Task Group RunTool to retrieve run status by run_id for a task group. Use when you need to check the status of a specific task group run or poll for completion.
- Parallel Retrieve Task RunTool to retrieve run status by run_id. Use when you need to check the status or details of a specific task run. The run result is available from the /result endpoint.
- Parallel Retrieve Task Run InputTool to retrieve the input data of a specific task run by run_id. Use when you need to view the original input parameters that were provided to a task run.
- Parallel Retrieve Task Run ResultTool to retrieve the result of a task run by run_id, blocking until the run completes. Use when you need to wait for and fetch the final output of a previously initiated task run. The request will block until the run completes or the timeout is reached.
- Parallel SearchTool to perform parallel semantic search. Use when you need to retrieve top matching documents for multiple queries in a single call.
- Parallel Simulate EventTool to simulate sending an event for a monitor. Use when testing monitor webhooks or validating monitor configurations. Simulates sending an event of the specified type (defaults to monitor.event.detected).
- Parallel Stream Find All EventsTool to stream events from a FindAll run. Use when you need real-time updates on candidate discovery, matching progress, and run status.
- Parallel Stream Task Group EventsTool to stream events for a Task Group. Use when you want real-time updates of group status and run completions.
- +3 Actions
Provider sources
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