Reports extracted field values and confidence scores, tracks workflow documents, and creates, trains and tunes OCR models.
11actions available
Every action runs live through MCP. Nothing to build, nothing to maintain.
Ayro retrieves OCR extraction results stored in Nanonets to verify what text was successfully captured. Your team sees the parsed output and can confirm data accuracy or reprocess if needed.
Ayro pulls OCR model details including accuracy metrics and configuration. Support can verify the model is tuned correctly or recommend retraining if results degrade.
Ayro lists documents processed by a workflow to track batch completions. Support verifies all expected files were parsed or identifies which ones failed.
Each card is one request a support team gets, and the Nano nets actions Ayro runs to close it.
Ayro lists the prediction files for an OCR model and reports the extracted text, field values, confidence scores and bounding boxes, so a question about a processed invoice is answered from the result.
Ayro inventories the workflows configured on the account and pages through their documents with processing status, verification status, upload time and page details, so a stuck batch is visible.
Ayro creates an OCR or image classification model with the categories it should learn, then sets the AI guidelines that govern how its field and table predictions are handled.
Ayro uploads training images to a model from a local PNG, JPEG or PDF or from a list of URLs, and pages back through the samples the model already holds before adding more.
How it works
Connect once, then just ask. There is no workflow builder to learn and nothing to maintain — Ayro reads the Nano nets actions it has and picks the ones a request needs.
Authorize the Nano nets 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 Nano nets 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 freeNano nets · Ayro
What can you do in Nano nets 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 Nano nets.
No. This toolkit covers model setup, training image upload and reading results; there is no predict action that submits a fresh document. Files reach a model through your existing Nanonets upload or workflow, and Ayro reads the outcome with Get All Prediction Files and List Workflow Documents.
All 11 actions your agent can call on Nano nets, straight from the live MCP connection.
Create a new image classification or OCR model.
Permanently deletes an OCR model from Nanonets.
Retrieves all models (OCR and Image Classification) in the user's NanoNets account.
Retrieve all prediction files (OCR results) for a NanoNets model.
Retrieve details of an OCR model.
Retrieve training images for an OCR model.
Retrieve a list of all workflows in your Nanonets account.
Retrieve a paginated list of documents processed by a NanoNets workflow.
Update AI Agent guidelines for an OCR model.
Upload a training image file to a specified OCR model.
Upload training images by URL to a specified OCR model.
Same connection, same setup. Pick the next one your team already uses.
Checks which conversions and engine options exist, exports finished files to S3 or Google Cloud Storage, tracks task status, and manages job webhooks.
Searches the document library, runs MCA analysis over processed bank statements, and keeps Docsumo folders and database tables organised.
Connects Egnyte accounts, looks up stored data, and triggers workflow updates.
Retrieves content items and their language variants from a Kontent.ai environment and reads the content model down to a single element.
Lists the templates a workspace holds with the IDs a render needs, and confirms the workspace behind the API key is active.
Reads a waiver site's required fields, age restrictions, and email settings from the live account, and confirms the event service is still responding.

Authorize the account and your agent has all 11 actions from the first conversation.
