Ragie Integration for AI Agents

Securely connect your AI agents and chatbots (Claude, ChatGPT, Cursor, etc) with Ragie MCP or direct API to manage RAG pipelines, run queries, ingest documents, and retrieve knowledge through natural language.
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Enter a prompt below to test the integration in our Tool Router playground. You'll be redirected to sign in and try it live.

Supported Tools

Tools
Create DocumentTool to upload and process a document file in Ragie.
Create Document From URLTool to ingest a document from a publicly accessible URL.
Create Document RawTool to ingest a document as raw text or JSON.
Create InstructionTool to create a new instruction that applies natural language directives to documents as they're ingested or updated.
Create OAuth Redirect URLTool to create an OAuth redirect URL for initializing embedded connector OAuth flows.
Create PartitionTool to create a new partition for scoping documents and connections in Ragie.
Delete DocumentTool to delete a document from Ragie.
Delete InstructionTool to delete an instruction and all associated entities.
Delete PartitionTool to delete a partition and all associated data irreversibly.
Get DocumentTool to retrieve a specific document by its unique identifier.
Get Document ChunkTool to retrieve a specific document chunk by its document and chunk ID.
Get Document Chunk ContentTool to retrieve document chunk content in requested format with streaming support for media.
Get Document ChunksTool to retrieve document chunks with pagination support.
Get Document ContentTool to retrieve the content of a document by its ID.
Get Document SummaryTool to retrieve an LLM-generated summary of a document by its ID.
Get PartitionTool to retrieve a partition by ID with usage statistics and resource limits.
Get ResponseTool to retrieve a response by its unique identifier.
List ConnectionsTool to list all connections sorted by creation date descending with pagination support.
List Connection Source TypesTool to list available connection source types like 'google_drive' and 'notion' along with their metadata.
List DocumentsTool to list all documents sorted by creation date (descending) with pagination support.
List Entities By DocumentTool to retrieve all extracted entities from a specific document with pagination support.
List Entities by InstructionTool to retrieve entities generated by a specific instruction.
List InstructionsTool to retrieve all instruction records from the Ragie system.
List PartitionsTool to retrieve a paginated list of all partitions sorted by name in ascending order.
Patch Document MetadataTool to update metadata for a specific document with partial update support.
Retrieve Document ChunksTool to retrieve relevant document chunks based on a query.
Set Partition LimitsTool to set usage limits on partition pages and media.
Update Document From URLTool to update an existing document by fetching content from a publicly accessible URL.
Update Document RawTool to update a document's content from raw text or JSON data.
Update InstructionTool to update an instruction's active status.
Update PartitionTool to update a partition's configuration including description, context-aware settings, and metadata schema.
Python
TypeScript

Install Composio

python
pip install composio claude-agent-sdk
Install the Composio SDK for Python or TypeScript

Initialize Client and Create Tool Router Session

python
from composio import Composio
from claude_agent_sdk import ClaudeSDKClient, ClaudeAgentOptions

composio = Composio(api_key='your-composio-api-key')
session = composio.create(user_id='your-user-id')
url = session.mcp.url
Import and initialize the Composio client, then create a Tool Router session for Ragie

Connect to AI Agent

python
import asyncio

options = ClaudeAgentOptions(
    permission_mode='bypassPermissions',
    mcp_servers={
        'tool_router': {
            'type': 'http',
            'url': url,
            'headers': {
                'x-api-key': 'your-composio-api-key'
            }
        }
    },
    system_prompt='You are a helpful assistant with access to Ragie tools.',
    max_turns=10
)

async def main():
    async with ClaudeSDKClient(options=options) as client:
        await client.query('Ingest the latest quarterly report PDF into my Ragie knowledge base.')
        async for message in client.receive_response():
            if hasattr(message, 'content'):
                for block in message.content:
                    if hasattr(block, 'text'):
                        print(block.text)

asyncio.run(main())
Use the MCP server with your AI agent (Anthropic Claude or Mastra)

Why Use Composio?

AI Native Ragie Integration

  • Supports both Ragie MCP and direct API based integrations
  • Structured, LLM-friendly schemas for reliable tool execution
  • Rich coverage for reading, writing, and querying your Ragie data

Managed Auth

  • Built-in OAuth handling with automatic token refresh and rotation
  • Central place to manage, scope, and revoke Ragie access
  • Per user and per environment credentials instead of hard-coded keys

Agent Optimized Design

  • Tools are tuned using real error and success rates to improve reliability over time
  • Comprehensive execution logs so you always know what ran, when, and on whose behalf

Enterprise Grade Security

  • Fine-grained RBAC so you control which agents and users can access Ragie
  • Scoped, least privilege access to Ragie resources
  • Full audit trail of agent actions to support review and compliance

Use Ragie with any AI Agent Framework

Choose a Framework you want to connect Ragie with

Frequently Asked Questions

Do I need my own developer credentials to use Ragie with Composio?

Yes, Ragie requires you to configure your own API key. Once set up, Composio handles secure credential storage and API request handling for you.

Can I use multiple toolkits together?

Yes! Composio's Tool Router enables agents to use multiple toolkits. Learn more.

Is Composio secure?

Composio is SOC 2 and ISO 27001 compliant with all data encrypted in transit and at rest. Learn more.

What if the API changes?

Composio maintains and updates all toolkit integrations automatically, so your agents always work with the latest API versions.

Used by agents from

Context
Letta
glean
HubSpot
Agent.ai
Altera
DataStax
Entelligence
Rolai
Context
Letta
glean
HubSpot
Agent.ai
Altera
DataStax
Entelligence
Rolai
Context
Letta
glean
HubSpot
Agent.ai
Altera
DataStax
Entelligence
Rolai

Never worry about agent reliability

We handle tool reliability, observability, and security so you never have to second-guess an agent action.

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