Connect Writer MCP for AI Agents
Building RAG-powered applications with internal knowledge bases
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What AI agents can do with Writer (AI Enterprise LLM): 23 Tools for Knowledge Graph Operations
These tools allow your agent to perform everything from uploading documents and structuring data into knowledge graphs to running complex automated business processes.
Chat completion
Generates multi-turn chat completions using Writer's enterprise models.
Create graph
Establishes a new, empty Knowledge Graph to start structuring data.
Delete file
Permanently removes a file from the system's storage.
Download file
Downloads the actual binary content of a specified file.
Generate application content async
Starts a complex no-code application job and returns a job ID for later checking.
Generate application content
Synchronously runs a no-code application to generate content immediately.
Get application job
Checks the status and final result of a previously started application job using its ID.
Get application
Retrieves configuration details for a specific no-code application agent.
Get file
Fetches metadata (like size and owner) for a given file ID.
List application jobs
Provides a list of job IDs and statuses for a particular application agent.
List applications
Retrieves a full catalog of deployed no-code applications (agents).
List files
Returns paginated metadata for all uploaded files in the system.
List graphs
Lists the names and IDs of all existing Knowledge Graphs.
List models
Retrieves a list of all available Writer LLM models for selection.
Parse pdf
Converts the content of a PDF file into plain text or Markdown format (Deprecated).
Remove file from graph
Separates a specific file from an existing Knowledge Graph.
Retry application job
Re-runs a no-code application job that previously failed or timed out.
Text completion
Generates standard text completions based on a single, immediate prompt.
Translate text
Translates provided text between various supported languages.
Upload file
Uploads new files to be used for Knowledge Graphs, RAG analysis, or Vision tasks.
Web search
Searches the public web for a given query to gather external context.
Add file to graph
Adds an uploaded file to a Knowledge Graph for analysis.
Analyze vision
Runs image or document analysis using a provided text prompt.
Ask question
Retrieves answers by asking questions against one or more Knowledge Graphs, powered by RAG.
Frequently Asked Questions
How does Writer AI Enterprise LLM help me use my private documents for content? +
You upload your internal manuals and reports to the MCP. The system creates a Knowledge Graph from that data, allowing your agent to query it directly using RAG. This means the AI answers questions based only on what you provide, eliminating guesswork.
Can Writer AI Enterprise LLM automate repetitive business tasks? +
Yes. You can define multi-step workflows—like processing a form and sending an alert—using no-code agents within the MCP. The agent manages the entire sequence, handling both immediate and delayed results.
Is Writer AI Enterprise LLM better than just using ChatGPT for corporate data? +
It's much more secure and precise. Unlike general models that pull from public web knowledge, this MCP forces the AI to reference your specific internal documents or structured graphs first. You get answers with clear source context.
What if I need to analyze a scanned PDF document? +
You upload the file, and the agent can use specialized vision tools to read text from images and PDFs. It converts that visual data into structured knowledge you can then query for insights.
Does Writer AI Enterprise LLM help developers build apps? +
Yes. The MCP gives developers direct access to the underlying models and tools, allowing them to programmatically manage document pipelines (like creating graphs) and integrate complex logic into their custom applications.
How do I see which Palmyra models are available in my account? +
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.
Can I use my own documents for AI responses? +
Yes. First, use upload_file to add your documents, then create_graph and add_file_to_graph to build a Knowledge Graph for RAG-based querying.
Does this support conversational history? +
Yes, the chat_completion tool accepts a messages array, allowing you to maintain full context for multi-turn dialogues with the model.
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