Ragie for AI agents

Ragie is a fully managed retrieval-augmented generation service for developers building AI features on their own documents. Product teams use it to add search and grounded answers without building RAG infrastructure. Connect it once through Arc0, and your agent, or Claude, ChatGPT and Cursor, can use it through one MCP endpoint, limited to what each user approved.

Developer toolsAPI keyMCP + RESTragie.ai
AUDIT LOG · RAGIEPOLICY: acme-support
09:41:07 · claude · u_8f2read
ragie.list_documents
List Documents✓ allowed · 212ms
09:41:08 · claude · u_8f2read
ragie.retrieve
Retrieve Document Chunks✓ allowed · 164ms
09:41:09 · claude · u_8f2write
ragie.create_document
Create Document✓ approved · approved by user
09:41:12 · claude · u_8f2destructive
ragie.delete_document
Delete Document✕ blocked · policy: deny
EVERY RAGIE CALL, ON THE RECORD
01 · USE CASES

What agents do in Ragie.

01

Add a document to a partition

Ingest a new document so it becomes searchable for retrieval-augmented generation.

02

Retrieve relevant document chunks

Pull the most relevant chunks for a query to ground an AI-generated answer.

03

Delete a document with approval

Remove a document from the index only after confirming it should no longer be retrievable.

02 · ACTIONS

31 Ragie actions, graded by risk.

Every Ragie action is tagged read, write or destructive, so one policy covers the whole app and new actions inherit the right default.

read

16

Look things up. Allowed by default.

  • ragie.get_document
    Get Document
  • ragie.get_response
    Get Response
  • ragie.get_partition
    Get Partition
  • ragie.list_documents
    List Documents
  • ragie.list_partitions
    List Partitions
  • ragie.list_instructions
    List Instructions
  • ragie.get_document_chunk
    Get Document Chunk
  • ragie.get_document_chunks
    Get Document Chunks
  • ragie.get_document_content
    Get Document Content
  • ragie.get_document_summary
    Get Document Summary
  • ragie.list_entities_by_document
    List Entities By Document
  • ragie.get_document_chunk_content
    Get Document Chunk Content
  • ragie.list_connection_source_types
    List Connection Source Types
  • ragie.list_entities_by_instruction
    List Entities by Instruction
  • ragie.list_connections_connections_get
    List Connections
  • ragie.retrieve
    Retrieve Document Chunks

write

12

Create and change things. Allow, or ask the user first.

  • ragie.create_document
    Create Document
  • ragie.update_partition
    Update Partition
  • ragie.create_instruction
    Create Instruction
  • ragie.update_instruction
    Update Instruction
  • ragie.create_document_raw
    Create Document Raw
  • ragie.update_document_raw
    Update Document Raw
  • ragie.create_document_from_url
    Create Document From URL
  • ragie.update_document_from_url
    Update Document From URL
  • ragie.create_oauth_redirect_url
    Create OAuth Redirect URL
  • ragie.create_partition_partitions_post
    Create Partition
  • ragie.set_partition_limits
    Set Partition Limits
  • ragie.patch_document_metadata
    Patch Document Metadata

destructive

3

Delete, cancel or archive. Ask first, or deny outright.

  • ragie.delete_document
    Delete Document
  • ragie.delete_partition
    Delete Partition
  • ragie.delete_instruction
    Delete Instruction
03 · HOW IT WORKS

Ragie in three steps.

  1. 01Your users connect RagieThey add their Ragie api key on Arc0 Connect, under your brand. It goes straight into the vault.
  2. 02You set the rulesReads run, writes like “create Document” can wait for the user, and “delete Document” can be denied outright.
  3. 03Any agent can actYour agent calls Ragie through the Arc0 SDK or MCP, and so can Claude, ChatGPT and Cursor. Every call lands on the audit log.
POLICY.TS
await arc0.policies.set('ragie', {
  read: 'allow',
  write: 'ask',        // create_document
  destructive: 'deny',  // delete_document
})

# Claude Code: the same connection, one URL
$ claude mcp add --transport http arc0 \
    https://mcp.arc0.ai/u/u_8f2
04 · AUTH AND DATA

How Ragie connects.

Users add their Ragie api key on Arc0 Connect. It is encrypted in the vault, never shown to the model, and each user can rotate or revoke it at any time.

The same Ragie connection serves your agent over MCP and your own backend over REST and the proxy, so a user connects once. How Arc0 handles credentials →

AUTH
API key
CREDENTIALS
Per-tenant encrypted vault
MODEL SEES
Results only, never credentials
AUDIT LOG
Every call, on every plan
05 · WORKS WITH

Use Ragie from any agent.

Claude
ChatGPT
Cursor
Codex
VS Code
OpenAI Agents SDK
Claude Agent SDK
Vercel AI SDK
Mastra
LangGraph
07 · FAQ

Ragie and Arc0, answered.

Q01

Can I use Ragie with Claude, ChatGPT or Cursor?

Yes. Connect Ragie to Arc0 once, then add your Arc0 MCP URL to Claude, ChatGPT, Cursor, Claude Code or any other remote-MCP client. Each assistant only gets the Ragie actions you allow.

Q02

How do users connect Ragie?

Users add their Ragie api key on Arc0 Connect. It is encrypted in the vault, never shown to the model, and each user can rotate or revoke it at any time.

Q03

Which Ragie actions can my agent take?

31 in total: 16 read, 12 write and 3 destructive, such as “create Document”. Your policies decide which of them each agent may call.

Q04

Can I stop my agent from deleting things in Ragie?

Yes. Actions like “delete Document” are graded destructive. Set destructive actions to deny, or to ask so the user approves each one, and blocked calls still show up on the audit log.

Q05

Can my own backend call Ragie too?

Yes. The same Ragie connection is available over REST and through the Arc0 proxy, so your product and your agent share one connection per user.

Get started

Plug Ragie into your agent.

Your users connect Ragie once, under your brand. Your agent gets 31 actions behind your policies, with every call on the record.

Free to build · MCP + REST · Audit log on every plan