# Connect Openlayer to Docupanda

When **New Project** fires in [Openlayer](https://apiant.ai/connections/openlayer), your agent runs **Add document** in [Docupanda](https://apiant.ai/connections/docupanda). Describe the whole flow and it is built, tested on every scenario and kept running.

Openlayer **2** triggers Openlayer **22** actions Docupanda **14** actions

What the catalog holds today. Ask for anything missing and your agent reads the API documentation and adds it.

## What do you want Openlayer and Docupanda to do together?

Give your AI client this address.

`https://mcp.apiant.ai`

Any client that takes a remote MCP server. Nothing to install. Create your free account, then sign in once in your browser.

### Set it up in your client

### Claude Code

Run this in the directory you want to work in.

`claude mcp add --transport http -s project apiant-ai https://mcp.apiant.ai`

Start Claude Code there, approve the server, and sign in in the browser page it opens.

[Claude Code guide (opens in a new tab)](https://apiant.ai/docs/mcp/claude-code)

### Claude, web and desktop

Open Customize, then Connectors, then Add custom connector, and paste the address. On Team and Enterprise an owner adds it first.

[Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp)

### Cursor

Add the address to your MCP configuration as a server URL. Cursor signs you in in your browser.

[Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp)

### Zed

Open Settings, then AI, then MCP Servers, then Add Server, then Add Remote Server.

[Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp)

### Codex and the ChatGPT desktop app

Open Settings, then MCP servers, then Add server, and choose Streamable HTTP. From the terminal, Codex takes the address with its own add command and then signs you in.

[Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp)

### Any other MCP client

Paste the address where the client asks for a remote MCP server URL, and name the server apiant-ai where it lets you. APIANT's skills reach the client over the same connection.

[Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp)

Example flows

## What Openlayer can start in Docupanda

- When **New Project** in Openlayer then **Add document** in Docupanda
- When **New Test Result** in Openlayer then **Classify documents** in Docupanda

Starting points drawn from the triggers and actions in the catalog today. Describe the flow you need, at any depth, and your agent builds it and tests every scenario before it ships.

Everything your agent can do with Openlayer and Docupanda

## Triggers and actions 2 triggers · 36 actions

- Trigger

**New Project**

Triggers when a new project is created in your Openlayer workspace.

- Trigger

**New Test Result**

Triggers when a new test result is available for a data source. Useful for alerting on passing or failing model tests.

- Action

**Create Data Source**

Creates a new data source in a project for streaming production data to Openlayer.

- Action

**Create Project**

Creates a new AI or ML project in your Openlayer workspace.

- Action

**Create Test**

Creates a data quality test in a project. Checks for duplicate rows, null values, or row counts.

- Action

**Delete Inference Pipeline**

Delete an inference pipeline by its ID.

- Action

**Delete Project**

Delete a project by its ID.

- Action

**Delete Test**

Delete a test by its ID.

- Action

**Evaluate Test**

Evaluates a test for a specific time range. Use after publishing records to get immediate results.

- Action

**Find Data Source**

Finds a data source (inference pipeline) by name in a project.

- Action

**Find Project**

Finds a project by name in your Openlayer workspace.

- Action

**Find Test Result**

Finds test results for a data source, including whether each test passed or failed. Filter by outcome or test type to branch an automation on the result.

- Action

**Get Inference Pipeline**

Retrieve the details around a specific inference pipeline.

- Action

**Get Project**

Retrieves one project by its id. Openlayer has no single-project endpoint, so this reads the workspace's first 100 projects and returns the one matching the id.

- Action

**Get Test**

Retrieve a test by ID.

- Action

**Get Test Result**

Retrieves one test result by its id. Openlayer has no single-result endpoint, so this reads the data source's 100 most recent results and returns the matching one.

- Action

**List Inference Pipelines**

List the authenticated user's inference pipelines under a project.

- Action

**List Projects**

Lists the projects in your Openlayer workspace, optionally narrowed to one kind of project. Returns up to 100 projects.

- Action

**List Test Results**

List all results for a test/goal under an inference pipeline.

- Action

**List Tests**

Lists the tests in a project, optionally narrowed by kind, archived state or monitoring mode. Returns up to 100 tests.

- Action

**Publish Record**

Publishes an LLM inference record to a data source for monitoring. Streams the model input, output, and metadata to Openlayer.

- Action

**Update Inference Pipeline**

Update an inference pipeline.

- Action

**Update Project**

Update a project.

- Action

**Update Test**

Update a test (partial updates allowed).

- Action

**Add class**

Adds a new document class, with a name and description, to your classification taxonomy.

- Action

**Add document**

Submits a document to DocuPipe for processing from a URL or base64 file contents, and returns its document id and job id.

- Action

**Add schema**

Creates a new extraction schema in DocuPanda from a JSON Schema definition, describing the structured data to pull from documents.

- Action

**Classify documents**

Starts a classification job that sorts one or more documents into your classes. Returns the job ID and status.

- Action

**Delete document**

Deletes a document previously submitted to DocuPanda for processing.

- Action

**Find documents**

Finds documents whose filename or document ID matches the search text, optionally within one dataset.

- Action

**Get document**

Returns a processed document, including its processing status, extracted text, pages and metadata.

- Action

**Get job**

Returns a DocuPanda job by its ID, including its status, timestamps and job-type-specific details.

- Action

**Get schema**

Returns a DocuPanda extraction schema by its ID, including its name, JSON schema definition and guidelines.

- Action

**Get standardization**

Returns a standardization's extracted JSON data along with its document, schema, job and metadata details.

- Action

**List classes**

Returns every document class defined in your DocuPipe classification taxonomy.

- Action

**List documents**

Returns the documents submitted to DocuPipe, optionally filtered by dataset and creation date range.

- Action

**List schemas**

Returns the extraction schemas in your DocuPanda account.

- Action

**Standardize documents**

Starts standardizing a document into structured data against a schema (or an auto-generated draft schema). Returns the job and standardization ids.

## Each app on its own

- [ **Openlayer** Openlayer is a platform for monitoring, evaluating, and testing AI and ML models in production.](https://apiant.ai/connections/openlayer)
- [ **Docupanda** AI document extraction API that converts unstructured PDFs and scans into structured JSON data.](https://apiant.ai/connections/docupanda)

Reviews

## What our customers say

## More from Openlayer

- [ **Openlayer to Astroworld** Astroworld serves reference data about the game Minecraft.](https://apiant.ai/connect/openlayer-to-astroworld)
- [ **Openlayer to Byabbe** Seach histories from wikipedia for a particular day](https://apiant.ai/connect/openlayer-to-byabbe)
- [ **Openlayer to Cliniko** Cliniko is a practice management platform — manage patients, appointments, invoices, contacts, and...](https://apiant.ai/connect/openlayer-to-cliniko)
- [ **Openlayer to Enrich CRM** Enrich CRM helps you perform real-time contact and company enrichment.](https://apiant.ai/connect/openlayer-to-enrich-crm)
- [ **Openlayer to Evervault** Evervault provides secure encryption infrastructure for developers.](https://apiant.ai/connect/openlayer-to-evervault)
- [ **Openlayer to Postman** Postman is a platform for building and testing APIs.](https://apiant.ai/connect/openlayer-to-postman)

## More into Docupanda

- [ **HubSpot to Docupanda** HubSpot is your all-in-one stop for all of your marketing software needs.](https://apiant.ai/connect/hubspot-to-docupanda)
- [ **Salesforce to Docupanda** Salesforce is a leading enterprise customer relationship management (CRM) platform.](https://apiant.ai/connect/salesforce-to-docupanda)
- [ **Slack to Docupanda** Slack is a messaging platform for teams. Post messages, manage channels, users, reminders, and react to...](https://apiant.ai/connect/slack-to-docupanda)
- [ **Google Sheets to Docupanda** Google Sheets](https://apiant.ai/connect/google-sheets-to-docupanda)
- [ **Gmail to Docupanda** Gmail is Google’s email service, featuring spam protection, search functions, and seamless integration with...](https://apiant.ai/connect/gmail-to-docupanda)
- [ **Google Calendar to Docupanda** Google Calendar is a time management tool providing scheduling features, event reminders, and integration...](https://apiant.ai/connect/google-calendar-to-docupanda)

Questions

## Openlayer and Docupanda, answered

###

### What can start an automation from Openlayer?

Any of Openlayer's 2 triggers in the catalog, including New Project and New Test Result. Describe the moment in plain language and your agent picks the right one.

###

### What can your agent do in Docupanda when something happens in Openlayer?

Any of Docupanda's 14 actions, including Add class, Add document, Add schema and Classify documents. Your agent maps the data both ways and tests every scenario before it ships.

###

### Can it also run from Docupanda to Openlayer?

Docupanda has no triggers in the catalog today, so automations start in Openlayer. If you need the other direction, ask: your agent reads Docupanda's API documentation and adds it.

###

### Do I have to build a connector for Openlayer or Docupanda?

No. Both are in the catalog with their triggers and actions. You describe the automation; your agent builds it, tests every scenario and keeps it running.

###

### What happens when something fails?

Your agent works that out for you. It plans the failure paths along with the happy path, then tests every scenario before it ships.

###

### Is there a free plan?

Yes. Every plan includes the agent, including free, and building from your own AI client spends no assistant credits.
