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Connect Ragie to vMira

Chat with Ragie and automate it — create Document in Ragie, on demand or on a schedule. Connect with your own credentials, then use it across web, WhatsApp, Telegram, Instagram, Messenger and LINE.

Use it anywhere you chat

Run Ragie from the chat you already use.

Connect Ragie once and use it from WhatsApp, Instagram, Telegram, Messenger, LINE — or the web. One account, same history and connected apps across every surface.

Developer Tools

What Ragie does — and what Mira does with it.

Fully managed RAG-as-a-Service for developers.

31 chat actionsConnect with your credentialsLeast-privilege & revocableDeveloper ToolsArtificial Intelligence

From any chat

What Mira can do with Ragie.

31 Ragie actions, run in plain language from the web or any messaging app — WhatsApp, Instagram, Telegram, Messenger or LINE. Just ask; Mira maps it to the right action and runs it on your account.

Create Document

Tool to upload and process a document file in Ragie. Use when you need to create a new document with support for various formats including text, images, and documents. The endpo...

Create Document From URL

Tool to ingest a document from a publicly accessible URL. Use when you need to add documents to Ragie from external sources. The document undergoes processing steps (pending, pa...

Create Document Raw

Tool to ingest a document as raw text or JSON. Use when creating a new document from text or JSON data. The document goes through processing steps and becomes available for retr...

Create Instruction

Tool to create a new instruction that applies natural language directives to documents as they're ingested or updated. Use when you need to define structured data extraction or...

Create OAuth Redirect URL

Tool to create an OAuth redirect URL for initializing embedded connector OAuth flows. Use when you need to set up OAuth authentication for connectors like Google Drive, Notion,...

Create Partition

Tool to create a new partition for scoping documents and connections in Ragie. Use when you need to organize documents and set resource limits for different workspaces or tenants.

Delete Document

Tool to delete a document from Ragie. Use when you need to remove a document permanently from the system. Supports both synchronous and asynchronous deletion modes.

Delete Instruction

Tool to delete an instruction and all associated entities. Use when you need to permanently remove an instruction (irreversible operation). Requires the instruction ID (UUID for...

Delete Partition

Tool to delete a partition and all associated data irreversibly. Use when you need to permanently remove a partition. Returns status 200 for synchronous deletion or 202 for asyn...

Get Document

Tool to retrieve a specific document by its unique identifier. Use when you need to get document details, metadata, processing status, or check for errors. Returns comprehensive...

Get Document Chunk

Tool to retrieve a specific document chunk by its document and chunk ID. Use when you need detailed information about a specific chunk within a document, including its content,...

Get Document Chunk Content

Tool to retrieve document chunk content in requested format with streaming support for media. Use when you need to get the actual content of a specific chunk from a document.

Get Document Chunks

Tool to retrieve document chunks with pagination support. Lists all document chunks sorted by index in ascending order (max 100 items per page). Documents created prior to 9/18/...

Get Document Content

Tool to retrieve the content of a document by its ID. Use when you need to access the full content of a specific document. The media_type parameter can be used to request conten...

Get Document Summary

Tool to retrieve an LLM-generated summary of a document by its ID. Use when you need to get a concise summary of a document's content.

Get Partition

Tool to retrieve a partition by ID with usage statistics and resource limits. Use when you need to get detailed information about a specific partition.

Get Response

Tool to retrieve a response by its unique identifier. Use when you need to check the status or details of a previously created response.

List Connections

Tool to list all connections sorted by creation date descending with pagination support. Use when you need to retrieve connections, optionally filtered by metadata.

List Connection Source Types

Tool to list available connection source types like 'google_drive' and 'notion' along with their metadata. Use when you need to discover what connector types are available in Ra...

List Documents

Tool to list all documents sorted by creation date (descending) with pagination support. Use when you need to browse or retrieve document metadata. Supports filtering and pagina...

List Entities By Document

Tool to retrieve all extracted entities from a specific document with pagination support. Use when you need to access structured data that has been extracted from a document by...

List Entities by Instruction

Tool to retrieve entities generated by a specific instruction. Use when you need to fetch entities extracted from documents based on a specific instruction's processing.

List Instructions

Tool to retrieve all instruction records from the Ragie system. Use when you need to view all available instructions that define natural language prompts and entity schemas appl...

List Partitions

Tool to retrieve a paginated list of all partitions sorted by name in ascending order. Use when you need to list available partitions with their configurations and limits.

Patch Document Metadata

Tool to update metadata for a specific document with partial update support. Use when you need to modify document metadata fields without replacing the entire metadata object. S...

Retrieve Document Chunks

Tool to retrieve relevant document chunks based on a query. Use when you need to search and retrieve document content that matches a specific query, with optional filtering and...

Set Partition Limits

Tool to set usage limits on partition pages and media. Use when you need to configure monthly or maximum limits for pages processed/hosted, video/audio processing, or media stre...

Update Document From URL

Tool to update an existing document by fetching content from a publicly accessible URL. Use when you need to refresh or replace a document's content with data from a web URL. Th...

Update Document Raw

Tool to update a document's content from raw text or JSON data. Use when modifying existing document content. The document undergoes processing and becomes available for retriev...

Update Instruction

Tool to update an instruction's active status. Use when you need to activate or deactivate an existing instruction.

Update Partition

Tool to update a partition's configuration including description, context-aware settings, and metadata schema. Use when you need to modify an existing partition's settings.

Chat or automate

Put Ragie on autopilot.

Ask once, or set it and forget it. Turn Ragie actions into recurring vMira workflows — scheduled runs that run on their own and deliver straight to your chat on any platform.

Every morning

Mira create Document and sends the result to your chat.

Every week

Mira create Document From URL and posts a digest to Slack or WhatsApp.

On any schedule

Mira chains several Ragie actions into one recurring workflow, delivered wherever you chat.

Try asking

Things to ask Mira about Ragie.

Create Document in Ragie

Create Document From URL in Ragie

Create Document Raw in Ragie

Create Instruction in Ragie

Create OAuth Redirect URL in Ragie

Connect in a few steps

How to connect Ragie to vMira.

01

Open a chat

On the web app or in WhatsApp, Telegram, Instagram or Messenger.

02

Ask for Ragie

Tell Mira what you want done — e.g. “Create Document in Ragie.”

03

Add your credentials

Connect Ragie with your own API key or OAuth app — Mira stores it securely and acts on your behalf, revocable anytime.

FAQ

Ragie + vMira, in brief.

Can I connect Ragie to AI?

Yes. Connect Ragie to vMira and run it from any chat with your own credentials. Mira turns your plain-language request into the right Ragie action and runs it on your account.

What can Mira do with Ragie?

31 Ragie actions — including Create Document, Create Document From URL, Create Document Raw. Just ask in plain language once it is connected.

Can I automate Ragie or run it on a schedule?

Yes. Beyond one-off asks, build recurring vMira workflows — scheduled runs that chain Ragie actions and deliver the result to your chat automatically.

Which apps can I use Ragie from?

The web at vmira.ai and inside WhatsApp, Instagram, Telegram, Messenger and LINE — one account, with your history and connected apps following you across every surface.

Is Ragie on vMira free?

You can start free. Paid plans (from $4/mo) raise the limits and unlock heavier use, the top models, and more workflow runs. The same account works on the web and every messaging app.

Half the price

Every AI. Up to 200× the usage. From $4 a month.

See plans