Wit.ai MCP integration
Parses messages into intents, entities and traits, detects language, adds training data, and audits or exports an app's model.
31actions available
Three actions you can hand over today
Every action runs live through MCP. Nothing to build, nothing to maintain.
Wit.AI get message
Ayro analyzes customer text to extract intents, entities, and traits in one call. Your team understands exactly what customers are asking for without manual parsing.
Create wit.AI app
Ayro creates a new Wit.ai app to train custom language understanding models. Your team builds domain-specific NLU without leaving the conversation.
Add entity keyword
Ayro adds keywords and synonyms to Wit.ai entities to improve intent detection. Your team teaches Ayro to recognize your industry terminology automatically.
How businesses use Wit.ai + Ayro
Each card is one request a support team gets, and the Wit.ai actions Ayro runs to close it.
Get the structured meaning out of a message
Ayro sends the text through the app's model to extract its intent, entities, and traits, and detects which locale it was written in with confidence scores before deciding how to route it.
Wit.ai Get MessageWit.ai Detect LanguageGet Intent DetailsTeach the model something it does not know yet
Ayro defines a new intent, adds the custom entity type it depends on, and submits annotated training utterances so the gap a customer just exposed is covered in the next parse.
Create Wit.ai IntentCreate Wit.ai EntityCreate Wit.ai Training UtterancesWiden the vocabulary an entity recognises
Ayro adds a keyword to a keywords entity, attaches the synonyms customers actually type for it, and extends a trait with an extra value when the existing ones are too coarse.
Add Entity KeywordAdd Keyword SynonymAdd Value to TraitAudit and back up what the app has learned
Ayro reviews the training utterances filtered by intent, lists the app's tag groups to see which snapshots exist, and exports the whole app as a backup ZIP with a download URL.
List UtterancesList App TagsExport App Data
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 Wit.ai actions it has and picks the ones a request needs.
Connect Wit.ai
Authorize the Wit.ai 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 Wit.ai 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
Wit.ai · Ayro
What can you do in Wit.ai without me setting anything up?
These, right away:
- Add entity keyword
- Get app details
- Delete app
Great, let's start with the first one.
FAQ
Everything else about Wit.ai
Setup, permissions, and the limits of what Ayro can do inside Wit.ai.
Create Wit.ai Training Utterances is rate limited to 200 samples per minute. For a large import Ayro paces the calls against that ceiling rather than submitting everything at once, and List Utterances confirms afterwards what actually landed.
Every action available in Wit.ai
All 31 actions your agent can call on Wit.ai, straight from the live MCP connection.
Add entity keyword
Add a keyword with optional synonyms to a Wit.ai entity.
Add keyword synonym
Add a new synonym to a keyword in an entity.
Add value to trait
Add a new value to an existing trait in Wit.ai.
Create wit.AI app
Create a new app in Wit.ai.
Create wit.AI entity
Create a new entity in Wit.ai.
Create wit.AI intent
Create a new intent in Wit.ai.
Create wit.AI trait
Create a new trait in Wit.ai.
Create wit.AI training utterances
Add training utterances (samples with annotations) to your Wit.ai app.
Delete app
Delete a specific app from wit.ai.
Delete entity
Permanently delete an entity by name.
Delete entity keyword
Delete a keyword from a keywords entity in wit.ai.
Delete entity role
Delete a specific role from an entity in wit.ai.
Delete intent
Permanently delete an intent by name.
Delete keyword synonym
Delete a synonym from a keyword in an entity.
Delete utterances
Delete validated utterances (training samples) from your Wit.ai app.
Wit.AI detect language
Detect the language of a given text input.
Export app data
Export Wit.ai app data as a backup ZIP file.
Get app details
Retrieve metadata and settings of a Wit.ai app.
Get entity details
Retrieve details of a specific entity including keywords and roles.
Get intent details
Retrieve details of a specific intent.
Get intents
List all intents in a Wit.ai app.
Wit.AI get message
Analyze a text message and extract its intent, entities, and traits.
Get trait details
Retrieve details of a specific trait.
List traits
List all traits in a Wit.ai app.
Get voice details
Retrieve details for a specific text-to-speech voice.
List wit.AI apps
Retrieve the list of all Wit.ai apps for the authenticated user.
List app tags
Retrieve all tag groups (versions) for a Wit.ai app.
List entities
List all entities in a Wit.ai app.
List utterances
Retrieve training utterances (samples) from a Wit.ai app.
List voices
Retrieve all available text-to-speech voices grouped by locale.
The tools Wit.ai sits next to
Same connection, same setup. Pick the next one your team already uses.
Aivoov
Reads the available voice catalogue, returning each voice_id, name, gender, and language, and narrows it to one language code on request.
Composio
Searches the toolkit catalogue for the right action, walks users through authorising accounts, executes tools singly or in batches, and enables triggers.
Gemini
Generates text, speech, images, and Veo video from a prompt, embeds text for semantic search, and counts tokens before a call is made.
LLMWhisperer
Submits documents for conversion, tracks the job by its whisper hash, retrieves the extracted text, and manages the callback webhooks.
Promptmate.io
Runs a template against supplied data, reports app job status and results, and manages the webhook subscriptions behind those jobs.
Swarmsyncai
Registers and announces agents, discovers peers by capability, opens and answers collaboration requests, and checks SwarmScore and trust records.
Ready to connect Wit.ai?
Authorize the account and your agent has all 31 actions from the first conversation.