# January 14

## Connectors

### **Agent Component now supports versioning and more**

The Agent Component introduces the following improvements:

* **Versioning:** Create and manage multiple Agent configurations within the same component. You can easily switch between versions, compare setups over time, and deploy the exact configuration you need without reconfiguring the pipeline.
* **New parameter:** The **Certificate Account** parameter is now available in the **MCP Server** configuration, simplifying the management of secure connections.

<a href="https://app.gitbook.com/s/EKM2LD3uNAckQgy1OUyZ/connectors/ai-tools/llm" class="button primary">Learn more</a>

<figure><img src="https://4091659634-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FE9x0KHkAmxzJGlYPs9aE%2Fuploads%2Fr7ZoUfdV1osBzD5ScXLp%2FAgent%20Component%20-%20Versioning%20v2.gif?alt=media&#x26;token=573d06ff-4ceb-4bd7-aa27-8ba98a561b38" alt=""><figcaption></figcaption></figure>

### **New parameter in the For Each connector: Max Number Length**

The For Each connector now includes the **Max Number Length** parameter under **Advanced** options. It allows you to define the maximum allowed length for numeric values in JSON, preventing JSONPath evaluation failures caused by very large numbers.

If not specified, the default Jackson limit of **1000** characters is applied.

<a href="https://app.gitbook.com/s/EKM2LD3uNAckQgy1OUyZ/connectors/logic/for-each" class="button primary">Read the documentation</a>

### **MCP Server Trigger now supports JWT Token**

The MCP Server Trigger now supports the **Token JWT** parameter. When enabled, the endpoint can only be accessed using a valid JWT token generated by another endpoint, adding an extra security layer to MCP-based integrations.

<a href="https://app.gitbook.com/s/EKM2LD3uNAckQgy1OUyZ/triggers/web-protocols/mcp-server" class="button primary">Learn more</a>

## Platform Improvements

### **More operators for Expected Results in Test Cases**

You can now use additional operators when defining expected results in Test Cases. Previously, validations were limited to **Equals**. With this update, you can choose from multiple comparison and state-based operators to create more flexible validations.

This change makes it easier to validate different result types and cover more scenarios.

<a href="https://app.gitbook.com/s/jvO5S91EQURCEhbZOuuZ/development-cycle/build-overview/canvas/test-cases" class="button primary">Read the documentation</a>

<figure><img src="https://4091659634-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FE9x0KHkAmxzJGlYPs9aE%2Fuploads%2F6m4HijfTIKDJ6Yz4ZLAC%2FTest%20Cases%20-%20Expected%20Results.gif?alt=media&#x26;token=bb372b29-5803-44ae-9048-9a2351a5e2da" alt=""><figcaption></figcaption></figure>

### **Globals and Accounts are removed when not allowed in the destination project**

When a pipeline is moved to another project, any **Globals** or **Accounts** not allowed in the destination project are **permanently removed** from the pipeline.

Once removed, they are not restored automatically and must be manually added again if needed.

Starting with the **January 14, 2026 release**, pipelines that contain **Globals** or **Accounts** not allowed in their current project will continue to work only until they are saved again.

Learn more in the [**Globals**](https://app.gitbook.com/s/jvO5S91EQURCEhbZOuuZ/platform-administration/settings/globals), [**Accounts**](https://app.gitbook.com/s/jvO5S91EQURCEhbZOuuZ/platform-administration/settings/accounts), and [**Projects**](https://app.gitbook.com/s/jvO5S91EQURCEhbZOuuZ/development-cycle/build-overview/projects) documentation.

## Documentation

### **New content about Agents and AI**

We have just launched new quickstart guides and practical tutorials, marking a new moment: content with **practical examples** and focus on **real-world use of the Platform**.

If you want to learn quickly and gain confidence in using **Agents** and **AI**, check out the materials below:

**Quickstart Guides:**

* [Create your first AI agent for sentiment analysis](https://app.gitbook.com/s/aD6wuPRxnEQEsYpePq36/quickstarts/create-your-first-ai-agent)
* [Turn AI responses into a structured JSON output](https://app.gitbook.com/s/aD6wuPRxnEQEsYpePq36/quickstarts/turn-ai-into-structured-output)
* [Use an MCP Server tool to connect agents to external systems](https://app.gitbook.com/s/aD6wuPRxnEQEsYpePq36/quickstarts/connect-agents-to-external-systems)

**AI Practical Examples:**

* [Insurance claims analysis with AI using a multi-agent architecture](https://app.gitbook.com/s/aD6wuPRxnEQEsYpePq36/ai-practical-examples/insurance-claim-analysis-with-ai)
* [Expense report validation with AI using structured outputs and business rules](https://app.gitbook.com/s/aD6wuPRxnEQEsYpePq36/ai-practical-examples/expense-report-validation-with-ai)

## **Bug fixes**

* **White screen when accessing capsule documentation:** We fixed a bug where a white screen was displayed when clicking the documentation icon inside capsules in the Platform. Documentation now opens correctly.
* **White screen when accessing the Capsules menu in Settings:** We fixed a bug that caused a white screen to be displayed when accessing the Capsules menu in Settings to configure the header image.
* **Keyboard Shortcuts button not working in the Canvas:** We fixed a bug that prevented the Keyboard Shortcuts button from working in the Canvas. Clicking the button now displays all available shortcuts.
* **Number processing limitation in the For Each connector:** We fixed a bug that prevented the connector from processing floating-point numeric values with more than 1000 characters. This limit can now be configured using the **Max Number Length** parameter.
* **Execution Panel not displayed after Inspect Mode:** We fixed a bug that caused the Execution Panel to no longer appear after entering and exiting Inspect Mode.
* **Incorrect display of integer values in the Execution Panel:** We fixed a bug where integer values were displayed with decimal places, such as `1` being shown as `1.0`, in the Execution Panel.
* **Error in the Decode JWE operation in JWT V2:** We fixed a bug where the Decode JWE operation didn’t accept string payloads.