Parallel

List Monitors -- List monitors ordered by creation time, newest first. Monitors are sorted by `created_at` descending. `limit` defaults to 100. Use `next_cursor` from the response and pass it as `cursor` to fetch the next page. Pagination ends when `next_cursor` is absent. By default only `active` monitors are returned. Pass `status=cancelled` or both values to include cancelled monitors. The legacy Monitor API (`/v1alpha/monitors` endpoints) is documented under the `Monitor (Alpha)` tag. via GET /v1/monitors

Retrieve Monitor -- Retrieve a monitor. Retrieves a specific monitor by `monitor_id`. Returns the monitor configuration including status, frequency, query, and webhook settings. via GET /v1/monitors/{monitor_id}

List Monitor Events -- List events for a monitor, newest first. Pass `event_group_id` to narrow results to a single execution. Otherwise returns all executions newest-first; use `next_cursor` to paginate. Set `include_completions=true` to also include no-change executions. via GET /v1/monitors/{monitor_id}/events

Retrieve Task Group -- Retrieves aggregated status across runs in a TaskGroup. via GET /v1/tasks/groups/{taskgroup_id}

Retrieve Task Group Run -- Retrieves run status by run_id. This endpoint is equivalent to fetching run status directly using the `retrieve()` method or the `tasks/runs` GET endpoint. The run result is available from the `/result` endpoint. via GET /v1/tasks/groups/{taskgroup_id}/runs/{run_id}

Retrieve Task Run -- Retrieves run status by run_id. The run result is available from the `/result` endpoint. via GET /v1/tasks/runs/{run_id}

Retrieve Task Run Input -- Retrieves the input of a run by run_id. via GET /v1/tasks/runs/{run_id}/input

Retrieve Task Run Result -- Retrieves a run result by run_id, blocking until the run is completed. via GET /v1/tasks/runs/{run_id}/result

Retrieve FindAll Run Status -- Retrieve a FindAll run. via GET /v1beta/findall/runs/{findall_id}

FindAll Run Result -- Retrieve the FindAll run result at the time of the request. via GET /v1beta/findall/runs/{findall_id}/result

Get FindAll Run Schema via GET /v1beta/findall/runs/{findall_id}/schema

Extract -- Extracts relevant content from specific web URLs. The legacy Extract API reference (`/v1beta/extract` endpoint) is available [here](https://docs.parallel.ai/api-reference/legacy/extract-beta/extract), and migration guide is [here](https://docs.parallel.ai/extract/extract-migration-guide). via POST /v1/extract

Create Monitor -- Create a monitor. Monitors run on a fixed frequency to detect material changes in web content. Set `type=event_stream` to monitor a search query, or `type=snapshot` to monitor a specific task run's output. The monitor runs once immediately at creation, then continues on the configured schedule. via POST /v1/monitors

Cancel Monitor -- Cancel a monitor. Permanently stops the monitor from running. Cancellation is irreversible — create a new monitor to resume monitoring. Cancelling an already-cancelled monitor is a no-op. via POST /v1/monitors/{monitor_id}/cancel. DESTRUCTIVE: Parallel's own words -- "Permanently stops the monitor from running. Cancellation is irreversible - create a new monitor to resume monitoring." A cancelled monitor can no longer be updated or triggered either.

Trigger Monitor Run -- Trigger an immediate monitor run. Enqueues a one-off execution of the monitor outside its normal schedule. The monitor's regular schedule is not affected. An event is only emitted if the execution detects a material change. Cancelled monitors cannot be triggered. via POST /v1/monitors/{monitor_id}/trigger

Update Monitor -- Update a monitor. Only fields explicitly included in the request body are changed. Pass `null` to clear `webhook`, `metadata`, or `settings.advanced_settings`; every other field rejects `null`, so omit it to leave it unchanged. Pass `type` and `settings` to update type-specific settings on an `event_stream` monitor. Pass `processor` to change the processor used by subsequent monitor runs. At least one field must be provided. Cancelled monitors cannot be updated. via POST /v1/monitors/{monitor_id}/update

Create Response -- Create a response. Generates an answer to the given input, grounded in live web research and annotated with URL citations. Set `model` to `parallel`; `reasoning.effort` (`low`/`medium`/`high`) controls how much research is performed, trading response time for answer quality. Returns an OpenAI-format `Response` as `application/json`, or a `text/event-stream` of OpenAI Responses SSE events when `stream=true`. via POST /v1/responses. Returns the complete JSON reply: Parallel's server-sent-event streaming mode is not offered through this tool, so the `stream` request field is not accepted

Search -- Searches the web. The legacy Search API reference (`/v1beta/search` endpoint) is available [here](https://docs.parallel.ai/api-reference/legacy/search-beta/search), and migration guide is [here](https://docs.parallel.ai/search/search-migration-guide). via POST /v1/search

Create Task Group -- Initiates a TaskGroup to group and track multiple runs. via POST /v1/tasks/groups

Add Runs to Task Group -- Initiates multiple task runs within a TaskGroup. via POST /v1/tasks/groups/{taskgroup_id}/runs

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. via POST /v1/tasks/runs

Chat Completions -- Chat completions. This endpoint can be used to get realtime chat completions. It can also be used with the Task API processors to get structured, research outputs via a chat interface. via POST /v1beta/chat/completions. Returns the complete JSON reply: Parallel's server-sent-event streaming mode is not offered through this tool, so the `stream` request field is not accepted

Fast Entity Search -- Return ranked entities matching a natural language objective. This endpoint performs a best-effort search optimized for low latency. To keep responses fast, it returns a fixed set of attributes and supports queries of limited complexity. For comprehensive match evaluation and enrichment, use the [FindAll API](https://docs.parallel.ai/findall-api/findall-quickstart). via POST /v1beta/findall/entity-search

Ingest FindAll Run -- Transforms a natural language search objective into a structured FindAll spec. The generated specification serves as a suggested starting point and can be further customized by the user. via POST /v1beta/findall/ingest

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/{findall_id}/result endpoint. You can track the progress of the run by: - Polling the status using the GET /v1beta/findall/runs/{findall_id} endpoint, - Subscribing to real-time updates via the /v1beta/findall/runs/{findall_id}/events endpoint, - Or specifying a webhook with relevant event types during run creation to receive notifications. via POST /v1beta/findall/runs

Cancel FindAll Run -- Cancel a FindAll run. via POST /v1beta/findall/runs/{findall_id}/cancel. DESTRUCTIVE: terminates a FindAll run in flight. A terminated run cannot be cancelled again (409 "Cannot cancel a terminated FindAll run") and cannot be resumed; the work already billed is not recovered and continuing requires a new run.

Add Enrichment to FindAll Run -- Add an enrichment to a FindAll run. via POST /v1beta/findall/runs/{findall_id}/enrich

Extend FindAll Run -- Extend a FindAll run by adding additional matches to the current match limit. via POST /v1beta/findall/runs/{findall_id}/extend

Clear Memory -- Clears all entries from the selected memory without deleting the underlying tasks, monitors, or FindAll runs. via POST /v1beta/memory/clear. DESTRUCTIVE: "Clears all entries from the selected memory" -- every entry, not a selection. The underlying tasks, monitors and FindAll runs survive, but the memory itself is not restorable from this API.

Evict from Memory -- Removes a task run, monitor, or FindAll run from the selected memory without deleting the original resource. via POST /v1beta/memory/evict. DESTRUCTIVE: "Removes a task run, monitor, or FindAll run from the selected memory". The original resource survives; its memory entry is not restorable from this API.

Retrieve Memory -- Retrieves relevant or recent runs from the selected memory. Provide a query to rank results by relevance; leave it empty to return the most recent runs. via POST /v1beta/memory/retrieve