Knackly MCP for AI. Assemble documents with conditional logic.
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Knackly helps you generate legal and business documents from smart templates. It uses conditional logic to adapt content based on specific data inputs, making sure every document is accurate for its unique situation.
What your AI can do
Create data record
Adds a new, structured record to the system's data repository.
Get record details
Fetches all specific information and metadata for one identified record.
List catalogs
Shows a list of all available data catalogs within the connected workspace.
Adds structured data points into the system's repository.
Retrieves all metadata and content associated with a single, identified record.
Lists all data catalogs present within a workspace.
Shows the specific structural blueprints (models) contained inside a catalog.
Retrieves a list of all stored records belonging to a specified data model.
Lists past automated document generations, including metadata about the outputs.
Displays all configured webhooks that connect this MCP to other services.
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Knackly: 8 Tools for Data Operations
These tools let you manage the entire data lifecycle, from listing available catalogs to creating new records and tracking document outputs.
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Start using Knackly on VinkiusCreate Data Record
Adds a new, structured record to the system's data repository.
Get Record Details
Fetches all specific information and metadata for one identified record.
List Catalogs
Shows a list of all available data catalogs within the connected workspace.
List Generated Documents
Retrieves metadata about all previously automated document generations.
List Data Models
Provides a structured list of data models contained inside a selected catalog.
List Data Records
Lists the records that exist for a specific data model blueprint.
List Webhooks
Lists the webhooks that are currently configured for data flow and triggers.
List Workspaces
Shows a list of distinct workspaces accessible through the Knackly account.
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Works with Claude, ChatGPT, Cursor, and more
The Model Context Protocol standardizes how applications expose capabilities to LLMs. Instead of operating in isolation, your AI gains direct access to external platforms, live data, and real-world actions through secure, standardized connections.
This connection provides 8 powerful capabilities that interface natively with Claude, ChatGPT, Cursor, and other compatible AI platforms. No middleware. No custom integration required.
The pain point: Manually managing documents across multiple forms and systems.
Today, generating a legal document means opening five different tabs. You copy the client's name from the CRM, paste the contract ID into the template editor, manually verify that the correct governing law clause is included for their state, and then save the whole mess as a PDF. It’s tedious, and chances are you'll miss something.
With this MCP, your agent handles it all in natural conversation. You just tell it: 'Generate an NDA.' The system pulls the data, runs the necessary checks against templates, injects conditional clauses based on the client location, and outputs a perfect file. It takes minutes instead of hours.
The Knackly MCP delivers structured document assembly.
You no longer have to manually manage template versions or worry about mismatched data fields. The system uses `list_data_models` to validate the structure and ensures that every piece of input, whether it's a client name or an effective date, fits the pre-approved blueprint.
The difference is control. You get reliable, auditable document outputs built on structured data, not human memory or copy/pasting.
What your AI can actually do with this
This MCP lets your agent automate complex document creation using sophisticated templates. You connect it once through Vinkius to access a library of pre-built apps and structures designed for different industries. Instead of manually filling out forms or copying data from spreadsheets, you tell the system what kind of document you need—say, an employment contract for California—and it handles the rest.
It reads your template structure, pulls required details (like names, dates, governing laws), and builds a polished PDF ready to use. Because it supports conditional logic, if the agreement is international, it automatically includes specific clauses; otherwise, it leaves them out. This capability makes it essential for legal teams or operations departments that deal with variable documentation on a regular basis.
019dd113-c616-7071-b814-37298fa455af Here's how it actually works
The bottom line is that you get production-ready documents without manually assembling the content piece by piece.
Subscribe to the Knackly MCP and provide your API key.
Your agent interacts with the system, specifying which type of document is needed (e.g., 'Generate a Service Agreement').
The MCP pulls necessary data from configured templates, executes conditional logic based on inputs, and returns the finalized, structured document.
Who is this actually for?
Legal teams who spend hours cross-referencing clauses across different jurisdictions. Operations managers automating repetitive contract drafting. Sales professionals needing instant, customized proposals.
Drafting and reviewing complex contracts like NDAs or service agreements by feeding structured variables into the system.
Automating routine documentation, such as generating employee onboarding packs that change based on department location.
Generating customized proposals or Statements of Work (SOWs) for clients immediately after a discovery call.
What Changes When You Connect
Eliminate manual data entry. Instead of finding and copying data across multiple systems, the agent pulls required fields directly from existing records when you call get_record_details or create_data_record.
Maintain governance structure. You can inventory your entire knowledge base by using list_catalogs to see all available data sources before drafting a document.
Track compliance automatically. The MCP tracks every output, allowing you to use list_generated_documents to review history and verify versioning for audit purposes.
Build complex logic without code. Use smart templates with conditional rules, meaning the resulting contract changes structure based on simple inputs (e.g., jurisdiction or term length).
Connect data flows easily. You can use list_webhooks to ensure that when a document is generated, it automatically triggers an update in another system.
Manage your data architecture. Use list_data_models and list_data_records to audit which pieces of information are available for inclusion in the final output.
See it in action
Drafting a multi-jurisdictional agreement
A corporate counsel needs an NDA. Instead of drafting separate versions for every state, they ask their agent to 'Generate an NDA between Company A and Company B in Texas.' The MCP uses conditional logic to ensure the Governing Law section is correct, then outputs the finalized document.
Onboarding a new client
An operations analyst needs a Statement of Work (SOW). They instruct their agent: 'Generate an SOW for Acme Corp.' The system pulls basic company data via get_record_details, populates the template, and outputs a ready-to-send PDF.
Auditing document templates
A manager wants to see what documentation is available. They ask the agent to 'Show all apps and templates.' The MCP responds with an inventory, helping them determine which legal template they need next.
Syncing data changes after signing
After a contract is signed and generated, the system needs to update CRM records. The user configures a webhook using list_webhooks, ensuring that the document generation automatically triggers the necessary data sync.
The honest tradeoffs
Thinking it's just a word processor
Trying to manually adjust formatting or add clauses after the agent generates the PDF. This breaks the template logic and is inefficient.
Let your agent handle the assembly entirely. Use Knackly's native capabilities to feed all variables into create_data_record first, ensuring structural integrity before output.
Losing track of which data source to use
Copying details from a spreadsheet because the agent failed to pull the required variable. This leads to outdated or incorrect legal text.
Always check available sources first by running list_catalogs and then drilling down using list_data_models to confirm the data source for your fields.
Forgetting what was generated
Running multiple document generations over weeks without a central record. It becomes impossible to find the specific version or date needed for an audit.
Always check list_generated_documents after any run. This tool keeps a clean, auditable history of every output.
When It Fits, When It Doesn't
Use this MCP if your primary bottleneck is document assembly—the process of taking disparate data points (names, dates, clauses) and reliably slotting them into an accurate, structured format. It’s built for compliance and repeatability. Don't use it if you just need a basic text editor or a simple database viewer; those tools are sufficient. You must use this MCP when the content of the document changes based on external data inputs (e.g., 'if State = California, include CCPA clause'). If your goal is simply to store unstructured notes, look into general-purpose note-taking apps instead.
Questions you might have
How do I see what templates are available in Knackly? +
You can use the agent to view an inventory by asking it to list apps and templates. This gives you a clear breakdown of all document types, like 'NDA — Mutual' or 'Service Agreement'.
What is the difference between `list_catalogs` and `list_data_models`? +
list_catalogs shows high-level groupings (like 'Legal Data'). You then use list_data_models to see the specific blueprints—the actual structure of data records—within that catalog.
Can I track how many documents were generated last month using Knackly? +
Yes. The MCP tracks this history for you. Use list_generated_documents to retrieve a comprehensive list and metrics about all past document outputs.
Does Knackly handle data that comes from outside the system? +
Yes. You can manage external connections by using tools like list_webhooks, which allows you to confirm that an event in one application successfully triggers a document update here.
When should I use the `list_workspaces` tool? +
You run this when you need to see all available Knackly containers or environments. It tells your agent which overall workspaces are accessible before you try to list catalogs within them.
If I want to verify a record exists, should I use `get_record_details` before running `create_data_record`? +
Yes. Always run get_record_details first using the specific ID. This confirms the data structure and that the record hasn't been deleted or modified since you last checked.
How can I check which external triggers are set up by using `list_webhooks`? +
The list_webhooks tool shows all configured webhooks for the workspace. This lets your agent see what events, like document generation completion, will trigger outside systems.
How do I find out which data models are available inside a specific catalog using `list_data_models`? +
You use list_data_models after you know the catalog name. This command lists all the blueprints or model types within that catalog, helping your agent narrow down where the specific record lives.
Can I generate documents from templates through the AI agent? +
Yes. Browse available templates, inspect their required fields, and generate documents by providing field values. Output documents are created automatically.
Can I browse available apps and templates? +
Yes. List all Knackly apps and their associated templates with field configurations, data types, and validation rules.
What API endpoint does Knackly use? +
Knackly uses Bearer authentication against api.knackly.io/v1.
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