Parallel MCP integration
Starts schema-driven research runs, builds and enriches FindAll entity lists, batches runs into task groups, and monitors queries on a cadence.
32actions available
Three actions you can hand over today
Every action runs live through MCP. Nothing to build, nothing to maintain.
Create chat completions
Ayro generates AI-powered responses in real-time to answer customer questions or draft content on the fly. This accelerates response times without human delay.
Retrieve task run result
Ayro fetches the results of a background task so you know when scrapes, analyses, or batch jobs complete. This eliminates polling and keeps work flowing.
Extract content from urls
Ayro pulls relevant text from URLs to load context about a customer's site, competitor, or referenced article instantly. This enriches conversations with live data.
How businesses use Parallel + Ayro
Each card is one request a support team gets, and the Parallel actions Ayro runs to close it.
Turn a research question into structured output
Ayro drafts a task specification from a plain description of what you want, creates the run, and returns the finished result against the schema you asked for rather than a page of prose.
Suggest TaskCreate Task RunRetrieve Task Run ResultBuild a list of every entity that matches
Ayro turns a natural-language objective into a FindAll specification, starts the run with its match conditions and exclusions, and fetches the matched and unmatched candidates when it settles.
Ingest FindAll RunStart FindAll RunGet FindAll Run ResultRun a batch of research tasks together
Ayro creates a task group, launches many runs inside it in parallel, and streams the group's runs back with their inputs and outputs so a hundred-row research job is tracked as one job.
Create Task GroupAdd Runs to Task GroupFetch Task Group RunsWatch a query and react when something changes
Ayro sets up a monitor that re-runs a query on a chosen cadence, reads back the errors and material changes it has recorded, and adjusts the cadence or webhook target when the brief moves.
Create MonitorList Monitor EventsUpdate Monitor
How it works
Get started in 3 steps
Connect once, then just ask. There is no workflow builder to learn and nothing to maintain — Ayro reads the Parallel actions it has and picks the ones a request needs.
Connect Parallel
Authorize the Parallel account your team already uses — one consent screen, no API keys, no mapping tables. Ayro can only do what you granted that account, and you can disconnect it at any time.
Tell your agent what you need
Describe the job the way you would hand it to a teammate. Ayro maps it to the Parallel actions that close it and chains as many as the request needs.
Watch it work
The agent runs the actions inside the conversation the customer is already in, so nobody copies data between tabs and your team can take over at any point.
Get started free
Parallel · Ayro
What can you do in Parallel without me setting anything up?
These, right away:
- Add enrichment to findall run
- Fetch task group runs
- Cancel findall run
Great, let's start with the first one.
FAQ
Everything else about Parallel
Setup, permissions, and the limits of what Ayro can do inside Parallel.
Not unless you want it to. Create Task Run returns straight away with the run in a queued state, Retrieve Task Run blocks nothing and just reports status, and Retrieve Task Run Result is the call that waits for completion. Stream Task Run Events gives progress updates in between, so Ayro can report back partway through.
Every action available in Parallel
All 32 actions your agent can call on Parallel, straight from the live MCP connection.
Add enrichment to findall run
Add an enrichment to a FindAll run.
Add runs to task group
Initiate multiple task runs within a TaskGroup.
Cancel findall run
Cancel an active FindAll run by findall_id.
Create chat completions
Get realtime chat completions from Parallel AI.
Create monitor
Create a web monitor that periodically runs the specified query.
Create task group
Create a new task group.
Create task run
Create and initiate a task run.
Delete monitor
Delete a monitor, stopping all future executions.
Extend findall run
Extend a FindAll run by adding additional matches to the current match limit.
Extract content from urls
Extract relevant content from specific web URLs.
Fetch task group runs
Retrieve task runs from a Task Group as a resumable stream.
Start findall run
Start a FindAll run.
Get findall run result
Fetch the final (or latest available) FindAll candidates and result payload for a run.
Get findall run schema
Retrieve the schema configuration of a FindAll run by findall_id.
Ingest findall run
Transform a natural language search objective into a structured FindAll specification.
List monitor events
List events for a monitor from up to the last 300 event groups.
List monitors
List active monitors for the user.
Retrieve event group
Retrieve an event group for a monitor.
Retrieve findall run status
Retrieve status and metadata for a FindAll run by findall_id.
Retrieve monitor
Retrieve a specific monitor by ID.
Retrieve task group
Retrieve details of a specific task group.
Retrieve task group run
Retrieve run status by run_id for a task group.
Retrieve task run
Retrieve run status by run_id.
Retrieve task run input
Retrieve the input data of a specific task run by run_id.
Retrieve task run result
Retrieve the result of a task run by run_id, blocking until the run completes.
Parallel search
Perform parallel semantic search.
Simulate event
Simulate sending an event for a monitor.
Stream findall events
Stream events from a FindAll run.
Stream task group events
Stream events for a Task Group.
Stream task run events
Stream events for a Task Run.
The tools Parallel sits next to
Same connection, same setup. Pick the next one your team already uses.
Anonyflow
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Databricks
Queries Genie in natural language, submits and cancels job runs, publishes Lakeview dashboards, and manages security group membership.
Hex
Triggers project runs, reports run status and rendered charts, edits draft cells, and keeps workspace collections and sharing tidy.
More trees
Reads a forest's CO2 captured and tree counts, lists the active planting projects behind them, and onboards users to a plantation account.
Realphonevalidation
Verifies numbers in real time or in bulk, scores fraud risk, checks Do Not Call and reassignment status, and validates email deliverability.
Tavily
Searches the web, parses a linked page, maps or crawls a site, and reports credit consumption endpoint by endpoint.
Ready to connect Parallel?
Authorize the account and your agent has all 32 actions from the first conversation.