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## Summary 7 improvements, 1 bug fix. ## Improvements - `trigger init` now sets up your AI coding assistant as part of project setup: pick the MCP server, the agent skills, or both, then scaffold with the CLI or hand off to your assistant. Adds a new `getting-started` agent skill that teaches assistants how to bootstrap Trigger.dev (install the SDK, write `trigger.config.ts`, create a first task, run `trigger dev`), so the AI-driven setup path works end to end. It ships in the CLI alongside the existing skills, version-matched to your SDK. ([#3872](https://github.com/triggerdotdev/trigger.dev/pull/3872)) - `dev` and `deploy` now fail with a clear error when two tasks are defined with the same id, including across different task types (e.g. a scheduled task and a regular task sharing an id). Previously the second definition silently overwrote the first, so one of the tasks would vanish with no warning. Task ids are detected as duplicates during indexing (naming each offending id and the files it was found in), and the same rule is enforced server-side when the background worker is registered. ([#3865](https://github.com/triggerdotdev/trigger.dev/pull/3865)) - `trigger skills` installs Trigger.dev agent skills into your coding agent so it knows how to write tasks, schedules, realtime, and chat.agent code. The skills ship with the CLI and are copied into each tool's native skills directory (Claude Code, Cursor, GitHub Copilot, and Codex / AGENTS.md), and `trigger dev` offers to install them on first run. ([#3868](https://github.com/triggerdotdev/trigger.dev/pull/3868)) - Reliability fixes for `chat.agent`. A user message sent while the agent is streaming is no longer delivered twice (which could run a duplicate turn), input appends now carry an idempotency key so a retried send can't duplicate a message, stopping a generation clears the streaming state so a page reload doesn't replay the stopped turn, and runs can now carry the full set of dashboard tags instead of being silently truncated. `onTurnComplete` now fires on errored turns (with the thrown error attached) and the failed turn's user message is persisted so it isn't lost on the next run. Custom agents and manual `chat.writeTurnComplete` callers now trim the output stream, sending a custom action no longer leaves a second stream reader running, and a long-lived `watch` subscription no longer grows its dedupe set without bound. ([#3891](https://github.com/triggerdotdev/trigger.dev/pull/3891)) - Continuation chat boots no longer stall for around 10 seconds before the first turn. The `session.in` resume cursor is now found with a non-blocking records read instead of draining an SSE long-poll (which always waited out its full 5 second inactivity window, twice per boot), the boot reads run concurrently, and chat snapshots carry the cursor so subsequent boots skip the scan entirely. ([#3907](https://github.com/triggerdotdev/trigger.dev/pull/3907)) - Record client-side dequeue API latency in the supervisor consumer pool as a Prometheus histogram (`queue_consumer_pool_dequeue_duration_seconds`, labelled by `outcome`: success/empty/error). ([#3887](https://github.com/triggerdotdev/trigger.dev/pull/3887)) - Add `GetProjectEnvironmentsResponseBody` and `ProjectEnvironment` schemas for the new `GET /api/v1/projects/{projectRef}/environments` endpoint, which lists the parent environments (dev, staging, preview, prod) a personal access token can access for a project. Dev is scoped to the token owner and branch (preview child) environments are excluded. ([#3880](https://github.com/triggerdotdev/trigger.dev/pull/3880)) ## Bug fixes - Fix two `chat.createSession()` bugs: stopping a generation no longer wedges the run (the turn loop raced a `totalUsage` promise that never settles after a stop-abort), and continuation runs now wait for the next message instead of invoking the model with an empty prompt. ([#3920](https://github.com/triggerdotdev/trigger.dev/pull/3920)) <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.6 ### Patch Changes - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.6` ## trigger.dev@4.5.0-rc.6 ### Patch Changes - `trigger init` now sets up your AI coding assistant as part of project setup: pick the MCP server, the agent skills, or both, then scaffold with the CLI or hand off to your assistant. Adds a new `getting-started` agent skill that teaches assistants how to bootstrap Trigger.dev (install the SDK, write `trigger.config.ts`, create a first task, run `trigger dev`), so the AI-driven setup path works end to end. It ships in the CLI alongside the existing skills, version-matched to your SDK. ([#3872](https://github.com/triggerdotdev/trigger.dev/pull/3872)) - `dev` and `deploy` now fail with a clear error when two tasks are defined with the same id, including across different task types (e.g. a scheduled task and a regular task sharing an id). Previously the second definition silently overwrote the first, so one of the tasks would vanish with no warning. Task ids are detected as duplicates during indexing (naming each offending id and the files it was found in), and the same rule is enforced server-side when the background worker is registered. ([#3865](https://github.com/triggerdotdev/trigger.dev/pull/3865)) - `trigger skills` installs Trigger.dev agent skills into your coding agent so it knows how to write tasks, schedules, realtime, and chat.agent code. The skills ship with the CLI and are copied into each tool's native skills directory (Claude Code, Cursor, GitHub Copilot, and Codex / AGENTS.md), and `trigger dev` offers to install them on first run. ([#3868](https://github.com/triggerdotdev/trigger.dev/pull/3868)) ```bash trigger skills --target claude-code ``` Replaces the previous `install-rules` command, which stays as an alias. - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.6` - `@trigger.dev/build@4.5.0-rc.6` - `@trigger.dev/schema-to-json@4.5.0-rc.6` ## @trigger.dev/core@4.5.0-rc.6 ### Patch Changes - Reliability fixes for `chat.agent`. A user message sent while the agent is streaming is no longer delivered twice (which could run a duplicate turn), input appends now carry an idempotency key so a retried send can't duplicate a message, stopping a generation clears the streaming state so a page reload doesn't replay the stopped turn, and runs can now carry the full set of dashboard tags instead of being silently truncated. `onTurnComplete` now fires on errored turns (with the thrown error attached) and the failed turn's user message is persisted so it isn't lost on the next run. Custom agents and manual `chat.writeTurnComplete` callers now trim the output stream, sending a custom action no longer leaves a second stream reader running, and a long-lived `watch` subscription no longer grows its dedupe set without bound. ([#3891](https://github.com/triggerdotdev/trigger.dev/pull/3891)) - Continuation chat boots no longer stall for around 10 seconds before the first turn. The `session.in` resume cursor is now found with a non-blocking records read instead of draining an SSE long-poll (which always waited out its full 5 second inactivity window, twice per boot), the boot reads run concurrently, and chat snapshots carry the cursor so subsequent boots skip the scan entirely. ([#3907](https://github.com/triggerdotdev/trigger.dev/pull/3907)) - Record client-side dequeue API latency in the supervisor consumer pool as a Prometheus histogram (`queue_consumer_pool_dequeue_duration_seconds`, labelled by `outcome`: success/empty/error). ([#3887](https://github.com/triggerdotdev/trigger.dev/pull/3887)) - `dev` and `deploy` now fail with a clear error when two tasks are defined with the same id, including across different task types (e.g. a scheduled task and a regular task sharing an id). Previously the second definition silently overwrote the first, so one of the tasks would vanish with no warning. Task ids are detected as duplicates during indexing (naming each offending id and the files it was found in), and the same rule is enforced server-side when the background worker is registered. ([#3865](https://github.com/triggerdotdev/trigger.dev/pull/3865)) - Add `GetProjectEnvironmentsResponseBody` and `ProjectEnvironment` schemas for the new `GET /api/v1/projects/{projectRef}/environments` endpoint, which lists the parent environments (dev, staging, preview, prod) a personal access token can access for a project. Dev is scoped to the token owner and branch (preview child) environments are excluded. ([#3880](https://github.com/triggerdotdev/trigger.dev/pull/3880)) ## @trigger.dev/python@4.5.0-rc.6 ### Patch Changes - Updated dependencies: - `@trigger.dev/sdk@4.5.0-rc.6` - `@trigger.dev/core@4.5.0-rc.6` - `@trigger.dev/build@4.5.0-rc.6` ## @trigger.dev/react-hooks@4.5.0-rc.6 ### Patch Changes - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.6` ## @trigger.dev/redis-worker@4.5.0-rc.6 ### Patch Changes - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.6` ## @trigger.dev/rsc@4.5.0-rc.6 ### Patch Changes - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.6` ## @trigger.dev/schema-to-json@4.5.0-rc.6 ### Patch Changes - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.6` ## @trigger.dev/sdk@4.5.0-rc.6 ### Patch Changes - Reliability fixes for `chat.agent`. A user message sent while the agent is streaming is no longer delivered twice (which could run a duplicate turn), input appends now carry an idempotency key so a retried send can't duplicate a message, stopping a generation clears the streaming state so a page reload doesn't replay the stopped turn, and runs can now carry the full set of dashboard tags instead of being silently truncated. `onTurnComplete` now fires on errored turns (with the thrown error attached) and the failed turn's user message is persisted so it isn't lost on the next run. Custom agents and manual `chat.writeTurnComplete` callers now trim the output stream, sending a custom action no longer leaves a second stream reader running, and a long-lived `watch` subscription no longer grows its dedupe set without bound. ([#3891](https://github.com/triggerdotdev/trigger.dev/pull/3891)) - Continuation chat boots no longer stall for around 10 seconds before the first turn. The `session.in` resume cursor is now found with a non-blocking records read instead of draining an SSE long-poll (which always waited out its full 5 second inactivity window, twice per boot), the boot reads run concurrently, and chat snapshots carry the cursor so subsequent boots skip the scan entirely. ([#3907](https://github.com/triggerdotdev/trigger.dev/pull/3907)) - Fix `chat.headStart` when `hydrateMessages` is registered. The warm route's step-1 partial now reaches the agent's accumulator on the hydrate path, so `onTurnComplete` carries the full first turn (the head-start user message included), tool-call handovers resume from step 2 instead of re-running step 1, and the assistant `messageId` stays stable across the handover. ([#3907](https://github.com/triggerdotdev/trigger.dev/pull/3907)) - Preserve reasoning parts across the `chat.headStart` handover. Extended-thinking models' step-1 reasoning now lands in the durable session history (and `onTurnComplete`) under the same assistant `messageId`, with provider metadata intact so Anthropic thinking signatures survive replays. ([#3907](https://github.com/triggerdotdev/trigger.dev/pull/3907)) - Fix two `chat.createSession()` bugs: stopping a generation no longer wedges the run (the turn loop raced a `totalUsage` promise that never settles after a stop-abort), and continuation runs now wait for the next message instead of invoking the model with an empty prompt. ([#3920](https://github.com/triggerdotdev/trigger.dev/pull/3920)) - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.6` ## @trigger.dev/plugins@4.5.0-rc.6 ### Patch Changes - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.6` </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.