Ragie MCP server

Connect Ragie to Claude, ChatGPT, Cursor, Claude Code, Codex, Gemini, GitHub Copilot and any other MCP client, for your whole team. Metorial adds security, governance, and tracing, and gives everyone one Magic MCP URL to connect.

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What you can do with the Ragie MCP server

Ask your agent in plain language. Each of these maps to a real tool on the server.

  • Use the delete document tool in Ragie
  • Use the retrieve documents tool in Ragie
  • Use the update document tool in Ragie
  • Use the get entities tool in Ragie
  • Use the manage instructions tool in Ragie
  • Use the create document tool in Ragie

Supported Tools

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.

list_partitions

List Partitions

Browse partitions in name order with pagination. Returns the partition identifier, description, default status, context settings, metadata schema, and usage limits. Pass a partition identifier to document tools or manage_partitions with action "get" for usage metrics.

download_document_source

Download Document Source

Prepare the original source file of a document for download. URL-ingested documents return the downloaded source, and connector documents return the source representation supported by that connector.

list_document_chunks

List Document Chunks

Read a page of document chunks in index order, optionally limited to a range of chunk indices. Use the returned cursor to continue reading a large document.

Connect Ragie to your AI client

Every client uses the same Magic MCP URL, and so does any other MCP client. Add it once and sign in with SSO.

  1. Enable Ragie in Metorial. In your Metorial portal, enable the Ragie MCP server and sign in with the account that owns the data. Access stays governed by your team policies.
  2. Add a custom connector. Open Customize, then Connectors. Select Add, then Custom, then Web.
  3. Paste your Metorial MCP URL. Name it Metorial, paste your Magic MCP URL (<your-magic-mcp-url>) and continue.
  4. Sign in. Select Add and sign in to load Ragie tools.

Run Ragie through the Metorial gateway

One governed layer for every app your agents reach, not a separate connector per tool.

  • Give Ragie and every other app to your whole team through one MCP gateway, behind your SSO.
  • Scope which teams and agents can use Ragie tools with role-based access control, and trace every call.
  • Prefer to run it yourself? Metorial is open source and self-hostable.

More integrations teams use with Ragie

Notion

Create, read, update, and archive pages and databases in a Notion workspace. Manage blocks (paragraphs, lists, headings, embeds, etc.) within pages. Query databases with filters and sorts across rich property types including text, numbers, dates, selects, relations, and formulas. Search across pages and databases by title. Add and read comments on pages and blocks. Upload files to pages. Manage workspace users and retrieve user profiles.

Google Sheets

Create, read, and update spreadsheets and their cell data. Read and write values to individual cells, ranges, or multiple ranges using A1 notation or named ranges. Apply cell formatting including text styles, backgrounds, borders, number formats, and conditional formatting. Manage sheets (tabs) within a spreadsheet—add, delete, copy, rename, and reorder them. Create and manage embedded charts, pivot tables, filter views, data validation rules, protected ranges, named ranges, and merged cells. Perform batch operations to apply multiple updates atomically.

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.

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. Manage org metadata including custom objects, fields, layouts, and workflows. Query data using GraphQL for precise data retrieval across related objects.

Sharepoint

Manage SharePoint sites, document libraries, lists, and files. Create, read, update, and delete lists and list items with custom columns. Resolve site users to numeric Person/Group LookupId values. 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. Retrieve site properties and search for sites across Microsoft 365.

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.

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.

Frequently asked questions

Common questions about connecting Ragie to AI agents with Metorial.

  1. How many tools does the Ragie MCP server have?
    The Ragie MCP server exposes 14 tools, including Delete Document, Retrieve Documents, Update Document. Each one is governed and traced through Metorial.
  2. Ragie exposes tools your agents call on demand; it does not publish event triggers yet. Everything still runs through one governed MCP URL.
  3. Any MCP client, including VS Code, Windsurf, Zed, OpenCode and Grok. Each one reaches the Ragie MCP server through the same Metorial URL.
  4. Use role-based access control to decide which teams, users, and agents can use Ragie and which of its tools they can call.
  5. Yes. Metorial is open source, so you can run the Ragie MCP server yourself or use the hosted gateway.

Connect Ragie to production AI agents

See how Metorial gives your team governed access to Ragie, with tracing and security controls built in.

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