Connect Ragie to AI agents

Connect Ragie to Claude, Codex, Cursor, or other AI agents for your entire team. Metorial security, governance, observability, and gives your team a unified Magic MCP url to connect.

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Supported Tools

Tools11Triggers2

delete_document

Delete Document

Permanently delete a document from Ragie. The document and all its chunks will be removed from the index.

retrieve_documents

Retrieve Documents

Perform semantic search across indexed documents using a natural language query. Returns relevant text chunks suitable for use as LLM context. Supports metadata filtering, reranking for relevance, and limiting chunks per document for diversity.

update_document

Update Document

Update an existing document's metadata, content from a URL, or raw text/JSON data. Metadata updates are applied without re-processing the document. Content updates replace the previous version and trigger re-indexing.

get_entities

Get Entities

Retrieve extracted entities either by instruction (all entities extracted by a specific instruction across documents) or by document (all entities from a specific document across all instructions). Use this to access structured data extracted from documents by entity extraction instructions.

manage_instructions

Manage Instructions

Create, list, update, or delete entity extraction instructions. Instructions define natural language prompts that Ragie automatically applies to documents to extract structured entities. Once created, an instruction is applied to all new and updated documents.

create_document

Create Document

Ingest a new document into Ragie for indexing and retrieval. Supports creating documents from a **publicly accessible URL** or from **raw text/JSON data**. Use this to add content to your Ragie knowledge base. Documents go through processing states and become retrievable once indexed.

manage_partitions

Manage Partitions

List, create, inspect, or delete partitions. Partitions logically separate documents for multi-tenant applications or distinct knowledge bases. Retrievals can be scoped to a specific partition. Deleting a partition **irreversibly** removes all associated documents, connections, and instructions.

get_document

Get Document

Retrieve detailed information about a specific document including its status, metadata, content, summary, and chunks. Use this to inspect a document's processing state, read its content, or access its chunks for analysis.

manage_connections

Manage Connections

List, inspect, update, enable/disable, sync, or delete data source connections. Connections synchronize documents from external services like Google Drive, Notion, Confluence, and Salesforce. Use this to manage the lifecycle of your data source integrations.

list_documents

List Documents

List documents in Ragie with optional metadata filtering and pagination. Returns documents sorted by creation date (newest first). Use this to browse your knowledge base, find documents by metadata, or paginate through all indexed content.

create_response

Create Response

Generate an AI-powered answer using Ragie's deep-search agentic retrieval. The agent autonomously searches through your documents to find relevant information and synthesize a comprehensive answer with citations. Best for complex questions that require multi-hop reasoning across multiple documents.

More integrations teams use with Ragie

GitHub

Manage repositories, issues, and pull requests. Create and configure branches, star repositories, review code, and merge changes. Automate CI/CD workflows with GitHub Actions, manage workflow runs, secrets, and artifacts. Track issues with labels, milestones, and assignees. Search across code, repositories, issues, and users. Manage organizations, teams, and memberships. Create and manage projects, gists, packages, deployments, and environments. Access security alerts including code scanning, secret scanning, and Dependabot alerts. Read and write file contents in repositories. Manage webhooks, notifications, and codespaces.

Sharepoint

Manage SharePoint sites, document libraries, lists, and files. Create, read, update, and delete lists and list items with custom columns. Upload, download, move, copy, and version files in document libraries. Search across sites, files, folders, lists, and list items using Microsoft Search. Manage permissions at site, list, and item levels with granular access control. Define and manage content types and site columns. Subscribe to webhooks for list and library change notifications. Retrieve site properties and search for sites across Microsoft 365.

Salesforce

Manage CRM data including Accounts, Contacts, Leads, Opportunities, Cases, and custom objects. Create, read, update, and delete records. Query data using SOQL and search across objects using SOSL. Perform bulk data operations for large-scale imports, exports, and migrations. Execute composite requests to batch multiple operations in a single API call. Access analytics, reports, and dashboards. Manage files and attachments associated with records. Interact with Chatter feeds, posts, and groups for social collaboration. Subscribe to real-time change events via Change Data Capture and Platform Events. Manage org metadata including custom objects, fields, layouts, and workflows. Query data using GraphQL for precise data retrieval across related objects.

Airtable

Create, read, update, and delete records in Airtable bases and tables. Manage base schemas including creating tables and fields. Filter records using formulas, sort by fields, and scope queries to specific views. Upsert records to find, create, or update in a single call. Upload attachments to records, read and write record comments, list accessible bases, and receive real-time base change events through webhooks.

Confluence

Create, read, update, and delete pages, blog posts, comments, and attachments in Confluence spaces. Manage spaces, permissions, labels, and content restrictions. Search content using Confluence Query Language (CQL). Upload and download file attachments with versioning. Manage users, groups, and group memberships. Create and manage whiteboards, databases, folders, and templates. View and update inline tasks. Access audit logs. Listen for webhooks on page, blog, comment, attachment, space, label, and user events.

Bitbucket

Manage Git repositories, pull requests, and CI/CD pipelines on Bitbucket Cloud. Create, fork, and configure repositories within workspaces and projects. Create, review, approve, merge, and decline pull requests with inline code comments. Browse source code, list commits, and manage branches and tags. Track issues with the built-in issue tracker. Trigger, monitor, and manage Bitbucket Pipelines. List workspace members, configure repository default reviewers and branch restrictions, create and manage repository webhooks, and search code across repositories.

Technical notes for Ragie

Ingest, process, and semantically retrieve documents using RAG (Retrieval Augmented Generation). Upload files, URLs, or raw text for indexing across multimodal content including PDFs, images, audio, and video. Perform semantic search with metadata filtering, reranking, and chunk diversity controls. Extract structured entities from unstructured documents using natural language instructions. Manage data source connections to services like Google Drive, Notion, Confluence, and Salesforce for automatic document synchronization. Organize documents into partitions for multi-tenant isolation. Monitor document processing status and connection sync events via webhooks.

Connect Ragie to production AI agents

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Frequently asked questions

Common questions about connecting Ragie to AI agents with Metorial.

  1. Can Metorial connect Ragie to AI agents?
    Yes. Metorial connects AI agents to Ragie through a governed integration layer, so teams can use the provider while keeping access controlled and observable.
  2. Metorial is MCP compatible and lets teams expose approved provider tools to MCP-capable agents and clients through a controlled access layer.
  3. Metorial applies policies across users, groups, providers, agents, and individual tools, then records the context around every agent interaction.
  4. Yes. Metorial records provider activity so teams can inspect tool calls, troubleshoot integrations, and give security teams the visibility they need.