AI

Openlayer integrations

Connect Openlayer to any other app, or use it from your AI client over MCP. Openlayer is a platform for monitoring, evaluating, and testing AI and ML models in production.

Connects with an API keyopenlayer.com

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

Build solutions, not workarounds.

What do you want to automate with Openlayer?

Ask the assistant

You'll sign in before anything runs. What you typed comes with you.

Connect your AI client

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)
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)
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)
Zed

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

Setup guide (opens in a new tab)
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)
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)

Pair it

Connect Openlayer with another app

What your agent can do with Openlayer

Triggers and actions 2 triggers · 22 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).

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Questions

Openlayer, answered

Is there a Openlayer MCP server?

APIANT's MCP server at https://mcp.apiant.ai works with Openlayer. Add that address to any AI client that takes a remote MCP server, sign in once in your browser, and your client can build, test and run automations that use Openlayer. Nothing to install.

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 Openlayer?

Any of Openlayer's 22 actions, including Create Data Source, Create Project, Create Test and Update Inference Pipeline. Your agent maps the data both ways and tests every scenario before it ships.

Which apps can Openlayer connect to?

Any app in the catalog; the list on this page pairs Openlayer with each of them. If the other app is missing, point your agent at its API documentation and it builds the connector.

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.