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.
Developer Tools
Fully managed RAG-as-a-Service for developers.
From any chat
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.
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...
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...
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...
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...
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,...
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.
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.
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...
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...
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...
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,...
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.
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/...
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...
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.
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.
Tool to retrieve a response by its unique identifier. Use when you need to check the status or details of a previously created response.
Tool to list all connections sorted by creation date descending with pagination support. Use when you need to retrieve connections, optionally filtered by metadata.
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...
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...
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...
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.
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...
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.
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...
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...
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...
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...
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...
Tool to update an instruction's active status. Use when you need to activate or deactivate an existing instruction.
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
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.
Mira create Document and sends the result to your chat.
Mira create Document From URL and posts a digest to Slack or WhatsApp.
Mira chains several Ragie actions into one recurring workflow, delivered wherever you chat.
Try asking
“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
01
On the web app or in WhatsApp, Telegram, Instagram or Messenger.
02
Tell Mira what you want done — e.g. “Create Document in Ragie.”
03
Connect Ragie with your own API key or OAuth app — Mira stores it securely and acts on your behalf, revocable anytime.
FAQ
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.
31 Ragie actions — including Create Document, Create Document From URL, Create Document Raw. Just ask in plain language once it is connected.
Yes. Beyond one-off asks, build recurring vMira workflows — scheduled runs that chain Ragie actions and deliver the result to your chat automatically.
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.
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.
Related
Every AI. Up to 200× the usage. From $4 a month.