Runs pipelines singly or in bulk, stops an execution by run ID, and creates, inspects, or removes the chatbots built on top of them.
12actions available
Every action runs live through MCP. Nothing to build, nothing to maintain.
Ayro spins up a new chatbot in VectorShift with custom logic and knowledge. Your team deploys AI-powered conversations without writing backend code.
Ayro executes a VectorShift pipeline with your inputs to transform or enrich customer data. Your team automates complex workflows inside every support conversation.
Ayro retrieves all available chatbots in your account so you can pick the right one for the job. Your team discovers and reuses existing agents without searching your dashboard.
Each card is one request a support team gets, and the Vectorshift actions Ayro runs to close it.
Ayro executes a pipeline with the inputs supplied, batches multiple input sets into one bulk run, and terminates an execution by its run ID when it should not finish.
Ayro creates a chatbot on top of an existing pipeline, retrieves one by ID or name to read its configuration, lists what is deployed, and removes a bot that is no longer used.
Ayro lists the pipelines and transformations available and opens a specific pipeline by ID or name, so the right building block is identified before anything is run or built on it.
Ayro lists the knowledge bases on the account and fetches one by ID or name with its configuration and metadata, confirming the source a pipeline or chatbot draws on.
How it works
Connect once, then just ask. There is no workflow builder to learn and nothing to maintain — Ayro reads the Vectorshift actions it has and picks the ones a request needs.
Authorize the Vectorshift 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.
Describe the job the way you would hand it to a teammate. Ayro maps it to the Vectorshift actions that close it and chains as many as the request needs.
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 freeVectorshift · Ayro
What can you do in Vectorshift without me setting anything up?
These, right away:
Great, let's start with the first one.
FAQ
Setup, permissions, and the limits of what Ayro can do inside Vectorshift.
Run Pipeline returns either the result or a run_id for asynchronous execution, so a long job does not block the conversation. Terminate Pipeline Execution stops that run by the same run_id if the inputs turn out to be wrong.
All 12 actions your agent can call on Vectorshift, straight from the live MCP connection.
Create a new chatbot.
Delete a chatbot by its ID.
Fetch an existing chatbot by its ID or name.
Fetch an existing knowledge base by its ID or name.
Fetch an existing pipeline by its ID or name.
List all available chatbots in the account.
List all available knowledge bases in your VectorShift account.
List all available pipelines in the VectorShift account.
List all available transformations in the account.
Run a VectorShift pipeline with the given inputs.
Run a VectorShift pipeline in bulk with multiple sets of inputs.
Terminate a running pipeline execution.
Same connection, same setup. Pick the next one your team already uses.
Reports credit balance and key validity, lists automated and downloaded image batches, prunes old generations, and wires up print event webhooks.
Answers off-catalog questions with live web, news, retail, travel, and maps results, then fetches the source page behind the answer.
Estimates the gender most often associated with a first name, optionally scoped to a country code, from the name a workflow already holds.
Synthesizes speech in preset or custom voices, returns word-level timings for captions, and keeps the voice library and usage in check.
Finds models and reads their input schemas, runs and cancels predictions, manages deployments and hardware, and drives fine-tuning jobs.
Classifies incoming text into taxonomy categories, extracts named entities with confidence scores, and maintains the classifiers behind both.

Authorize the account and your agent has all 12 actions from the first conversation.
