Leina 
Wanta 
Ingest a Public File
Create a document from an accessible URL and inspect its status.
/oo Ragie: Create a Ragie document from [URL] in partition [partition], then check document status.
Connect Ragie to Your AI Agent
Use AI with Ragie to ingest text or public files, inspect indexing progress and retrieve relevant document chunks.
19 tools API key
Try a Ragie Task
Copy a prompt into your agent with the oo Skill installed. Add your page links and source notes before running it.
oo Skill Ragie
Answer from Knowledge Chunks
Retrieve relevant chunks with explicit query and metadata scope.
/oo Ragie: Retrieve chunks for [question] in partition [partition], filter [JSON], and answer from returned evidence.
Read a Document Summary
Retrieve the service-generated summary of a selected document.
/oo Ragie: Get the Ragie summary for document [ID] in partition [partition].
Start Working with Ragie
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Install OOMOL
Set up oo CLI and the oo Skill in your agent.
Install OOMOL → -
Connect Ragie
Provide a Ragie API key.
Connect Ragie → -
Give Your Agent a Task
Use /oo with the pages to read, the changes to make, and where to save the result.
Connection Guide →
Choose Your Agent
- Access to the target Ragie partition and source documents.
- Choose a partition and wait for ingestion readiness before retrieval. Chunk retrieval and full-content access are separate actions.
Ragie Tools
Use AI with Ragie to ingest text or public files, inspect indexing progress and retrieve relevant document chunks.
Ingest a Public File
Create a document from an accessible URL and inspect its status.
Answer from Knowledge Chunks
Retrieve relevant chunks with explicit query and metadata scope.
Read a Document Summary
Retrieve the service-generated summary of a selected document.
19 tools
Retrieve
Retrieve the most relevant Ragie document chunks for a query, with optional metadata filters, reranking, and partition scoping.
ragie.retrieve List Documents
List Ragie documents with filter, cursor pagination, and optional partition scoping to inspect ingestion progress.
ragie.list_documents Get Document
Get a single Ragie document by ID to inspect status, metadata, errors, and counts.
ragie.get_document Create Document Raw
Create a Ragie document from raw text or JSON data when the content already exists in memory and does not need file upload.
ragie.create_document_raw Create Document From Url
Create a Ragie document from a public URL when the source file is already hosted externally.
ragie.create_document_from_url Patch Document Metadata
Patch Ragie document metadata in place without replacing the entire metadata object.
ragie.patch_document_metadata Get Document Content
Get Ragie document content in the requested media type, with optional byte range and download behavior.
ragie.get_document_content Get Document Summary
Get the Ragie-generated summary for a specific document.
ragie.get_document_summary Get Document Chunks
List the chunks of a Ragie document with cursor pagination and optional start/end index filtering.
ragie.get_document_chunks Delete Document
Delete a Ragie document, optionally in asynchronous mode.
ragie.delete_document List Partitions
List available Ragie partitions and their current limits with cursor pagination.
ragie.list_partitions Get Partition
Get a specific Ragie partition together with its limits and usage stats.
ragie.get_partition Create Partition
Create a Ragie partition to isolate documents, metadata schemas, and resource limits by workspace or tenant.
ragie.create_partition Update Partition
Update a Ragie partition's description, metadata schema, and context-aware setting without recreating it.
ragie.update_partition Set Partition Limits
Update the page, media, audio, and video limits on an existing Ragie partition.
ragie.set_partition_limits Delete Partition
Delete a Ragie partition, optionally in asynchronous mode.
ragie.delete_partition List Connection Source Types
List the embedded connector source types that Ragie can authorize and sync through its connections API.
ragie.list_connection_source_types List Connections
List Ragie connections with metadata filtering, pagination, and optional partition scoping.
ragie.list_connections Create Oauth Redirect Url
Create the Ragie embedded OAuth redirect URL for a connection source type such as Google Drive or Notion.
ragie.create_oauth_redirect_url No matching tools.
Frequently Asked Questions
Does retrieval return the entire document?
It returns relevant chunks. Use get_document_content separately when full content is needed.
Can I ingest text without uploading a file?
Yes. create_document_raw accepts raw text or JSON already in memory.
What should I specify in my request?
Choose a partition and wait for ingestion readiness before retrieval. Chunk retrieval and full-content access are separate actions.