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## Summary 1 new feature, 8 improvements, 1 bug fix. ## Highlights - Add optional `shouldPauseScaling` to the supervisor consumer pool scaling options to freeze scale-up while it returns true (scale-down stays allowed). ([#3836](https://github.com/triggerdotdev/trigger.dev/pull/3836)) ## Improvements - The MCP server no longer tells the AI agent to wait for a run to complete after every `trigger_task` call. Waiting is now opt-in: the agent only waits when you ask it to (for example "trigger and then wait for it to finish"). This avoids burning tokens polling runs you didn't need to block on and keeps responses clearer. ([#3838](https://github.com/triggerdotdev/trigger.dev/pull/3838)) - Update the bundled OpenTelemetry packages to their latest releases (`@opentelemetry/sdk-node` 0.218.0, `@opentelemetry/core` 2.7.1, `@opentelemetry/host-metrics` 0.38.3). ([#3810](https://github.com/triggerdotdev/trigger.dev/pull/3810)) - `envvars.upload` now accepts an optional `isSecret` flag, letting you create the imported variables as secret (redacted) environment variables. When omitted, variables default to non-secret. ([#3809](https://github.com/triggerdotdev/trigger.dev/pull/3809)) - Offload large trigger payloads to object storage before sending the trigger API request. The SDK uploads packets at or above the existing 128KB limit and sends an `application/store` pointer instead of embedding large JSON in the request body. `TriggerTaskRequestBody` now validates that `application/store` payloads are non-empty storage paths. ([#3785](https://github.com/triggerdotdev/trigger.dev/pull/3785)) - Make mollifier buffer and drainer internals configurable. `MollifierBuffer` now accepts `ackGraceTtlSeconds`, `maxRetriesPerRequest`, `reconnectStepMs`, and `reconnectMaxMs` options, and `MollifierDrainer` accepts `maxBackoffMs` and `backoffFloorMs`. All default to their previous hardcoded values, so existing behaviour is unchanged. ([#3822](https://github.com/triggerdotdev/trigger.dev/pull/3822)) - `MollifierDrainer` accepts a `drainBatchSize` option (default 1) that controls how many entries are popped per env per tick — in-flight handlers remain capped by the global `concurrency`. `MollifierBuffer` also gains `getDrainingCount()` / `listStaleDraining()`, backed by a new `mollifier:draining` ZSET maintained atomically with pop/ack/fail/requeue (observability-only). ([#3797](https://github.com/triggerdotdev/trigger.dev/pull/3797)) - Adds AI SDK 7 support. The `ai` peer range now includes v7, and the `chat.agent` / chat surfaces work against v7's ESM-only build. On v7, install `@ai-sdk/otel` alongside `ai` and the SDK registers it for you so `experimental_telemetry` spans keep flowing into your run traces (v7 stopped emitting them from `ai` core). v5 and v6 keep working unchanged. ([#3833](https://github.com/triggerdotdev/trigger.dev/pull/3833)) - `useTriggerChatTransport` now recovers when restored session state points at a session that no longer exists in the current environment ([#3816](https://github.com/triggerdotdev/trigger.dev/pull/3816)) ## Bug fixes - Fix `@trigger.dev/core` build: cast the underlying log record exporter when calling `forceFlush` so it typechecks against the updated OpenTelemetry `LogRecordExporter` type (which no longer declares `forceFlush`). ([#3829](https://github.com/triggerdotdev/trigger.dev/pull/3829)) <details> <summary>Raw changeset output</summary> ⚠️⚠️⚠️⚠️⚠️⚠️ `main` is currently in **pre mode** so this branch has prereleases rather than normal releases. If you want to exit prereleases, run `changeset pre exit` on `main`. ⚠️⚠️⚠️⚠️⚠️⚠️ # Releases ## @trigger.dev/build@4.5.0-rc.5 ### Patch Changes - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.5` ## trigger.dev@4.5.0-rc.5 ### Patch Changes - The MCP server no longer tells the AI agent to wait for a run to complete after every `trigger_task` call. Waiting is now opt-in: the agent only waits when you ask it to (for example "trigger and then wait for it to finish"). This avoids burning tokens polling runs you didn't need to block on and keeps responses clearer. ([#3838](https://github.com/triggerdotdev/trigger.dev/pull/3838)) - Update the bundled OpenTelemetry packages to their latest releases (`@opentelemetry/sdk-node` 0.218.0, `@opentelemetry/core` 2.7.1, `@opentelemetry/host-metrics` 0.38.3). ([#3810](https://github.com/triggerdotdev/trigger.dev/pull/3810)) - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.5` - `@trigger.dev/build@4.5.0-rc.5` - `@trigger.dev/schema-to-json@4.5.0-rc.5` ## @trigger.dev/core@4.5.0-rc.5 ### Patch Changes - Add optional `shouldPauseScaling` to the supervisor consumer pool scaling options to freeze scale-up while it returns true (scale-down stays allowed). ([#3836](https://github.com/triggerdotdev/trigger.dev/pull/3836)) - Fix `@trigger.dev/core` build: cast the underlying log record exporter when calling `forceFlush` so it typechecks against the updated OpenTelemetry `LogRecordExporter` type (which no longer declares `forceFlush`). ([#3829](https://github.com/triggerdotdev/trigger.dev/pull/3829)) - `envvars.upload` now accepts an optional `isSecret` flag, letting you create the imported variables as secret (redacted) environment variables. When omitted, variables default to non-secret. ([#3809](https://github.com/triggerdotdev/trigger.dev/pull/3809)) ```ts await envvars.upload("proj_1234", "prod", { variables: { STRIPE_SECRET_KEY: "sk_live_..." }, isSecret: true, }); ``` - Offload large trigger payloads to object storage before sending the trigger API request. The SDK uploads packets at or above the existing 128KB limit and sends an `application/store` pointer instead of embedding large JSON in the request body. `TriggerTaskRequestBody` now validates that `application/store` payloads are non-empty storage paths. ([#3785](https://github.com/triggerdotdev/trigger.dev/pull/3785)) Payload uploads use the same resolved `ApiClient` as the trigger call (including `requestOptions.clientConfig`), not only the global `apiClientManager.client` — so custom `baseURL`, access token, and preview branch apply to both presign and trigger. - Update the bundled OpenTelemetry packages to their latest releases (`@opentelemetry/sdk-node` 0.218.0, `@opentelemetry/core` 2.7.1, `@opentelemetry/host-metrics` 0.38.3). ([#3810](https://github.com/triggerdotdev/trigger.dev/pull/3810)) ## @trigger.dev/plugins@4.5.0-rc.5 ### Patch Changes - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.5` ## @trigger.dev/python@4.5.0-rc.5 ### Patch Changes - Updated dependencies: - `@trigger.dev/sdk@4.5.0-rc.5` - `@trigger.dev/core@4.5.0-rc.5` - `@trigger.dev/build@4.5.0-rc.5` ## @trigger.dev/react-hooks@4.5.0-rc.5 ### Patch Changes - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.5` ## @trigger.dev/redis-worker@4.5.0-rc.5 ### Patch Changes - Make mollifier buffer and drainer internals configurable. `MollifierBuffer` now accepts `ackGraceTtlSeconds`, `maxRetriesPerRequest`, `reconnectStepMs`, and `reconnectMaxMs` options, and `MollifierDrainer` accepts `maxBackoffMs` and `backoffFloorMs`. All default to their previous hardcoded values, so existing behaviour is unchanged. ([#3822](https://github.com/triggerdotdev/trigger.dev/pull/3822)) - `MollifierDrainer` accepts a `drainBatchSize` option (default 1) that controls how many entries are popped per env per tick — in-flight handlers remain capped by the global `concurrency`. `MollifierBuffer` also gains `getDrainingCount()` / `listStaleDraining()`, backed by a new `mollifier:draining` ZSET maintained atomically with pop/ack/fail/requeue (observability-only). ([#3797](https://github.com/triggerdotdev/trigger.dev/pull/3797)) - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.5` ## @trigger.dev/rsc@4.5.0-rc.5 ### Patch Changes - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.5` ## @trigger.dev/schema-to-json@4.5.0-rc.5 ### Patch Changes - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.5` ## @trigger.dev/sdk@4.5.0-rc.5 ### Patch Changes - Adds AI SDK 7 support. The `ai` peer range now includes v7, and the `chat.agent` / chat surfaces work against v7's ESM-only build. On v7, install `@ai-sdk/otel` alongside `ai` and the SDK registers it for you so `experimental_telemetry` spans keep flowing into your run traces (v7 stopped emitting them from `ai` core). v5 and v6 keep working unchanged. ([#3833](https://github.com/triggerdotdev/trigger.dev/pull/3833)) - `useTriggerChatTransport` now recovers when restored session state points at a session that no longer exists in the current environment ([#3816](https://github.com/triggerdotdev/trigger.dev/pull/3816)) - Offload large trigger payloads to object storage before sending the trigger API request. The SDK uploads packets at or above the existing 128KB limit and sends an `application/store` pointer instead of embedding large JSON in the request body. `TriggerTaskRequestBody` now validates that `application/store` payloads are non-empty storage paths. ([#3785](https://github.com/triggerdotdev/trigger.dev/pull/3785)) Payload uploads use the same resolved `ApiClient` as the trigger call (including `requestOptions.clientConfig`), not only the global `apiClientManager.client` — so custom `baseURL`, access token, and preview branch apply to both presign and trigger. - Update the bundled OpenTelemetry packages to their latest releases (`@opentelemetry/sdk-node` 0.218.0, `@opentelemetry/core` 2.7.1, `@opentelemetry/host-metrics` 0.38.3). ([#3810](https://github.com/triggerdotdev/trigger.dev/pull/3810)) - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.5` </details> Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Python Extension for Trigger.dev
The Python extension enhances Trigger.dev's build process by enabling limited support for executing Python scripts within your tasks.
Overview
This extension introduces the pythonExtension build extension, which offers several key capabilities:
- Install Python Dependencies (Except in Dev): Automatically installs Python and specified dependencies using
pip. - Requirements File Support: You can specify dependencies in a
requirements.txtfile. - Inline Requirements: Define dependencies directly within your
trigger.config.tsfile using therequirementsoption. - Virtual Environment: Creates a virtual environment (
/opt/venv) inside containers to isolate Python dependencies. - Helper Functions: Provides a variety of functions for executing Python code:
run: Executes Python commands with proper environment setup.runInline: Executes inline Python code directly from Node.runScript: Executes standalone.pyscript files.
- Custom Python Path: In development, you can configure
devPythonBinaryPathto point to a custom Python installation.
Usage
- Add the extension to your
trigger.config.tsfile:
import { defineConfig } from "@trigger.dev/sdk/v3";
import { pythonExtension } from "@trigger.dev/python/extension";
export default defineConfig({
project: "<project ref>",
build: {
extensions: [
pythonExtension({
requirementsFile: "./requirements.txt", // Optional: Path to your requirements file
devPythonBinaryPath: ".venv/bin/python", // Optional: Custom Python binary path
scripts: ["src/python/**/*.py"], // Glob pattern for Python scripts
}),
],
},
});
- (Optional) Create a
requirements.txtfile in your project root with the necessary Python dependencies.
pandas==1.3.3
numpy==1.21.2
import { defineConfig } from "@trigger.dev/sdk/v3";
import { pythonExtension } from "@trigger.dev/python/extension";
export default defineConfig({
project: "<project ref>",
build: {
extensions: [
pythonExtension({
requirementsFile: "./requirements.txt",
}),
],
},
});
- Execute Python scripts within your tasks using one of the provided functions:
Running a Python Script
import { task } from "@trigger.dev/sdk/v3";
import { python } from "@trigger.dev/python";
export const myScript = task({
id: "my-python-script",
run: async () => {
const result = await python.runScript("my_script.py", ["hello", "world"]);
return result.stdout;
},
});
export const myStreamingScript = task({
id: "my-streaming-python-script",
run: async () => {
// You can also stream the output of the script
const result = python.stream.runScript("my_script.py", ["hello", "world"]);
// result is an async iterable/readable stream
for await (const chunk of streamingResult) {
logger.debug("convert-url-to-markdown", {
url: payload.url,
chunk,
});
}
},
});
Running Inline Python Code
import { task } from "@trigger.dev/sdk/v3";
import { python } from "@trigger.dev/python";
export const myTask = task({
id: "to_datetime-task",
run: async () => {
const result = await python.runInline(`
import pandas as pd
pd.to_datetime("${+new Date() / 1000}")
`);
return result.stdout;
},
});
Running Lower-Level Commands
import { task } from "@trigger.dev/sdk/v3";
import { python } from "@trigger.dev/python";
export const pythonVersionTask = task({
id: "python-version-task",
run: async () => {
const result = await python.run(["--version"]);
return result.stdout; // Expected output: Python 3.12.8
},
});
Limitations
- This is a partial implementation and does not provide full Python support as an execution runtime for tasks.
- Manual intervention may be required for installing and configuring binary dependencies in development environments.
Additional Information
For more detailed documentation, visit the official docs at Trigger.dev Documentation.