Ragie MCP server

Read from the package source without running it. The installed server may list more.

• create_authenticatorwrite action

  Create white-labeled connector credentials for integrating with third-party services. This establishes authentication configuration that enables secure API access to supported providers.

• create_authenticator_connectionwrite action

  Establish a connector for a specified authenticator with provider-specific credentials (e.g., Google Drive refresh token). Configure document processing options like OCR mode, media handling, and metadata.

• create_connectionwrite action

  Create a new connection for non-OAuth data sources such as S3-compatible storage, Freshdesk, or Zendesk. Configure the connection with source-specific settings and optional processing parameters.

• create_documentwrite action

  Upload and ingest a document for processing and retrieval. The document progresses through multiple processing stages (pending → partitioning → indexed → ready) and becomes available for retrieval once it reaches the ready state.

• create_document_from_textwrite action

  Ingest a document as raw text for processing through an automated pipeline. The document progresses through multiple stages (pending → partitioning → indexed → ready) and becomes available for retrieval once it reaches the ready state.

• create_instructionwrite action

  Create a new instruction that automatically extracts structured data from documents as they are created or updated. Instructions apply natural language prompts to documents and store results according to a defined JSON schema.

• create_oauth_redirect_urlwrite action

  Generates an OAuth redirect URL for initializing an embedded connector, allowing users to authenticate with third-party services like Google Drive, Notion, Salesforce, and others.

• create_partitionwrite action

  Create a new partition to scope documents, connections, and instructions. Partition names must be lowercase alphanumeric with only underscores and hyphens allowed. Optional resource limits can be defined at creation time.

• create_responsewrite action

  Generate an LLM-powered response to a query using the deep-search model. Responses can be streamed in real-time or returned synchronously, with optional access to document retrieval tools across specified partitions.

• delete_authenticatorwrite action

  Delete an authenticator connection method. All connections created by this authenticator must be deleted before this operation can succeed.

• delete_connectionwrite action

  Schedules a connection for deletion. Optionally preserve associated files (they will be disassociated from the connection) or delete them along with the connection. Deletion is asynchronous and files may remain visible briefly after the request completes.

• delete_documentwrite action

  Permanently delete a document by its unique identifier. Supports both synchronous and asynchronous deletion modes.

• delete_instructionwrite action

  Permanently delete an instruction and all entities it generated. This operation cannot be undone.

• delete_partitionwrite action

  Permanently deletes a partition and all associated data, including connections, documents, and partition-specific instructions. This operation cannot be undone.

• get_connection

  Retrieve a specific connection by its unique identifier. Returns the full connection details including configuration and metadata.

• get_connection_stats

  Retrieves aggregated statistics for a specific connection, including total documents, active documents, and total active pages.

• get_document

  Retrieve a specific document by its unique identifier. Returns the full document details including metadata and content.

• get_document_chunk

  Retrieves a specific chunk from a document using both the document ID and chunk ID. Use this to fetch individual content segments within a larger document.

• get_document_chunk_content

  Retrieves the content of a specific document chunk in the requested format. Supports streaming media content for audio and video documents, with optional file download capability.

• get_document_content

  Retrieve the content of a document in your preferred format. Supports multiple media types including JSON (with metadata), plain text, and streaming formats for audio/video content. Non-textual media like images are returned as text descriptions.

• get_document_source

  Retrieve the original source file of a document. The source varies by origin: uploaded files are returned as-is, URL-sourced documents return the fetched content, and connection-synced documents return the format specific to that connection type (e.g., file from Google Drive, JSON from Salesforce).

• get_document_summary

  Retrieve an LLM-generated summary of a document. The summary is automatically created when the document is first uploaded or updated. Note: This feature is in beta and may change; data files (xls, xlsx, csv, json) and documents exceeding 1M tokens are not supported.

• get_element

  Retrieves a specific element from a document by its unique identifier. Use this to fetch detailed information about an individual element.

• get_partition

  Retrieve detailed information about a specific partition, including its usage metrics (document and page counts) and configured limits.

• get_response

  Retrieve a response by its unique identifier. Returns the response data along with its current status: `in_progress` for ongoing processing, `completed` for finished responses, or `failed` for responses that encountered an error.

• get_webhook_endpoint

  Retrieve a specific webhook endpoint by its unique identifier. Use this to fetch configuration and status details for a registered webhook.

• ingest_document_from_url

  Ingest a document from a publicly accessible URL for processing and retrieval. The document progresses through multiple processing stages (pending → partitioning → indexed → ready) before becoming available for retrieval, with optional extraction of images, tables, and media content based on the selected partition strategy.

• list_authenticators

  Retrieve a paginated list of all authenticators sorted by creation date in descending order. Use the cursor parameter to navigate through pages when more results are available.

• list_connection_source_types

  Retrieve all available connection source types (such as Google Drive, Notion, etc.) along with their metadata to understand what integrations can be configured.

• list_connections

  Retrieve all connections sorted by creation date in descending order. Results are paginated with a maximum of 100 items per page; use the cursor parameter to fetch subsequent pages when available.

• list_document_chunks

  Retrieve all chunks from a document, sorted by index in ascending order. Results are paginated with a maximum of 100 chunks per page; use the cursor parameter to fetch subsequent pages. Documents created before September 18, 2024 that haven't been updated may have chunks with index -1, sorted by ID instead.

• list_document_elements

  Retrieve paginated elements from a document, sorted by index in ascending order. Results are limited to 100 items per page, with cursor-based pagination for accessing subsequent pages.

• list_documents

  Retrieve a paginated list of all documents sorted by creation date (newest first). Use the page_size parameter to control results per page and the filter parameter to search by metadata. When more results are available, a cursor will be provided for fetching the next page.

• list_entities_by_document

  Retrieve all entities extracted from a specific document. Returns a paginated list of entities identified during document processing.

• list_entities_by_instruction

  Retrieve all entities that were extracted from a specific instruction. Results are paginated to allow efficient browsing of large entity sets.

• list_instruction_entity_extraction_logs

  Retrieve entity extraction logs for a specific instruction, showing attempt-level results with both successful and unsuccessful outcomes. Results are sorted by creation date in descending order and paginated, with historical data available only from March 6, 2026 onwards.

• list_instructions

  Retrieve all instructions available in the system. Use this operation to discover and review the complete set of instructions.

• list_partitions

  Retrieve all partitions sorted alphabetically in ascending order. Results are paginated with a maximum of 100 items per page; use the cursor parameter to fetch subsequent pages when available.

• list_webhook_endpoints

  Retrieve all webhook endpoints sorted by creation date in descending order. Results are paginated with a maximum of 100 items per page, and a cursor is provided when additional endpoints are available.

• search_document_chunks

  Search and retrieve relevant document chunks based on a semantic query, with optional filtering, reranking, and recency bias to support accurate LLM-based generation and reduce hallucinations.

• trigger_connection_sync

  Immediately schedules a connector to begin syncing data. This operation queues the sync to run as soon as possible.

• update_connectionwrite action

  Update a connection's metadata or partition strategy. Changes take effect after the next sync operation.

• update_connection_enabled_statuswrite action

  Enable or disable a connection to control whether it syncs data. Disabled connections will not perform synchronization operations.

• update_connection_page_limitwrite action

  Set or remove page synchronization limits for a connection. When a limit is set, the connection automatically disables after syncing the specified number of pages, though some in-process documents may continue processing.

• update_document_filewrite action

  Replace the file content of an existing document. The uploaded file will be extracted, processed, and indexed for retrieval. Supports text formats (plain text, markdown, email, HTML, XML, JSON, RST, RTF), images (PNG, WebP, JPEG, TIFF, BMP, HEIC), and documents (PDF, Word, Excel, PowerPoint, CSV, EPUB, ODT).

• update_document_from_urlwrite action

  Update a document by ingesting content from a publicly accessible URL. The document progresses through multiple processing states (pending → indexed → ready) before becoming available for retrieval, with optional high-resolution processing for extracting images and tables.

• update_document_metadatawrite action

  Partially update a document's metadata with new or modified key-value pairs. Reserved keys (document_id, document_type, document_source, document_name, document_uploaded_at) cannot be modified. For connection-managed documents, updates create a metadata overlay applied on each sync.

• update_document_rawwrite action

  Replace the raw content of an existing document with new text or JSON data. This operation overwrites the entire document content.

• update_instructionwrite action

  Update an instruction's configuration, including its name, active status, scope, prompt, context template, entity schema, and metadata filters. Changes apply to documents created or updated after the patch is applied.

• update_partitionwrite action

  Update a partition's configuration, including its description and metadata schema. The metadata schema defines an optional subset of document metadata as JSON Schema, useful for LLM-based filter generation.

• update_partition_limitswrite action

  Configure resource limits for a partition, including document hosting/processing capacity and media streaming/hosting quotas. When a limit is reached, the partition will be automatically disabled. Set any limit to null to remove it.

• update_webhook_endpointwrite action

  Update a webhook endpoint's configuration including its name, URL, or active status. Use this operation to rotate endpoints, change delivery URLs, or temporarily disable webhook delivery without deleting the endpoint.

• Code scan5 source files scanned25/25
• –Live reliabilityno gateway calls yet and no remote to proben/a
• –Tool poisoningtools not inspected (local package is not executed); not countedn/a
• Auth qualitylocal package, no credentials required12/15
• Maintenancelast push 138 days ago8/15
• Maintainer identityregistry namespace matches repository owner7/10

Safety score

80/100

higher than 60% of 4,460 AI and agents servers

Tools

52

the typical AI and agents server has 6

Tools that change things

48%

typical: 0%. Fewer write tools means less an agent can break

GitHub stars

31

more than 90% of 2,711 AI and agents servers

Downloads a week

152

more than 71% of 1,538 AI and agents servers with a package

Ragie: common questions

Is Ragie MCP server safe?

Mostly: it is graded B (80/100). Read the Ragie safety report

How do I install Ragie?

It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.

Does Ragie need an API key?

Not as far as the registry entry and our scan can tell: no credentials are declared or required.

Is Ragie maintained?

The last commit was 176 days ago (2026-05-12). The latest release is v1.0.2.

What can I use instead of Ragie?

Servers from other publishers that do the same job: Local Rag MCP server, Butterbase AI MCP server and Guaardvark MCP server.

How does Ragie compare with other AI and agents MCP servers?

safety score 80/100 (higher than 60% of 4,460 AI and agents servers); tools 52 (the typical AI and agents server has 6); tools that change things 48% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.