Writer (AI Enterprise LLM)

Writer (AI Enterprise LLM) MCP Connector for Claude

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Access Writer's enterprise-grade LLMs and Knowledge Graph capabilities to generate content, manage files, and query RAG-based data.

24 tools Official Updated Jun 28, 2026 Official Vinkius Partner

Connect to Writer, the full-stack generative AI platform for the enterprise. This MCP server allows your AI agent to leverage the Palmyra family of models, manage complex Knowledge Graphs for RAG, and handle enterprise document processing.

What you can do

  • Enterprise LLMs — Generate chat and text completions using high-performance models like Palmyra-X5.
  • Knowledge Graphs — Create and manage Knowledge Graphs to power Retrieval-Augmented Generation (RAG) workflows.
  • File Management — Upload, list, and delete documents used for model training or graph context.
  • Model Discovery — Dynamically list available models to ensure you are using the latest enterprise capabilities.

How it works

  1. Subscribe to this server
  2. Enter your Writer API Key
  3. Start generating enterprise-ready content and querying your internal knowledge bases.

Who is this for?

  • Enterprise Developers — Build RAG-powered applications with secure, compliant LLMs.
  • Content Teams — Automate high-quality content generation using custom-trained enterprise models.
  • Data Engineers — Manage document pipelines and knowledge graphs directly through AI conversation.
llmenterprise-aiknowledge-graphragpalmyra

24 tools expose this connector's capabilities to your AI agent.

add_file_to_graph

Add an uploaded file to a Knowledge Graph

analyze_vision

Analyze images or documents using a prompt

ask_question

Ask a question against one or more Knowledge Graphs (RAG)

chat_completion

Generate a chat completion using Writer models

create_graph

Create a new Knowledge Graph

delete_file

Permanently delete a file

download_file

Download the binary content of a file

generate_application_content_async

Asynchronous generation using a no-code application (returns job_id)

generate_application_content

Synchronous generation using a no-code application

get_application_job

Retrieve job status and result for an application job

get_application

Get configuration and inputs for a specific application

get_file

Get metadata for a specific file

list_application_jobs

List jobs for a specific application

list_applications

List deployed no-code agents (applications)

list_files

Retrieve a paginated list of uploaded files

list_graphs

List all Knowledge Graphs

list_models

Retrieve available Writer models

parse_pdf

Convert PDF to text or markdown (Deprecated)

remove_file_from_graph

Remove a file from a Knowledge Graph

retry_application_job

Retry a failed application job

text_completion

Generate text completions for a single prompt

translate_text

Translate text between supported languages

upload_file

Upload a file for Knowledge Graphs or Vision tasks

web_search

Search the web for a query

See how to talk to your AI agent using Writer (AI Enterprise LLM).

List all available Writer models.

I've retrieved the models. You have access to palmyra-x5, palmyra-x5-32k, and palmyra-med. Which one would you like to use for your task?

Create a new Knowledge Graph named 'Q4 Strategy'.

I have successfully created the 'Q4 Strategy' Knowledge Graph. You can now use `add_file_to_graph` to include documents for RAG analysis.

Upload 'report.pdf' and list all my files.

File 'report.pdf' has been uploaded successfully. Your current file list includes: 'report.pdf' (ID: file-123) and 'budget.xlsx' (ID: file-456).

Use the `list_models` tool. It will return a list of all active models in your Writer account, such as palmyra-x5 or palmyra-med.

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