Agent skill

Pp Trigger Dev

by mvanhorn in mvanhorn/printing-press-library

Every Trigger.dev management endpoint, plus offline FTS over runs, span-cost rollups, and zombie-schedule detection no other tool gives you.

Apache-2.0Auto-check: notes

Install Pp Trigger Dev

skills CLI
$ npx skills add mvanhorn/printing-press-library --skill pp-trigger-dev -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install mvanhorn/printing-press-library pp-trigger-dev --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/mvanhorn/printing-press-library.git skills-src && mkdir -p .claude/skills && cp -r skills-src/cli-skills/pp-trigger-dev .claude/skills/pp-trigger-dev && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
pp-trigger-dev
GitHub stars
2.1k
Token cost
~4k tokens
SKILL.md length
1,693 words
Files
1
Skills in repo
505
Repo updated
First seen
Licence
Apache-2.0

At a glance

Every Trigger.dev management endpoint, plus offline FTS over runs, span-cost rollups, and zombie-schedule detection no other tool gives you.

  • Works in 3 steps: Install via the Printing Press… → Verify: trigger-dev-pp-cli --version → Ensure the reported install directory is…
  • Phrases: trigger.dev failed runs
  • SKILL.md covers Prerequisites: Install the CLI, When to Use This CLI, Unique Capabilities and Command Reference, plus 10 more sections
  • Calls go, claude and npx; needs TRIGGER_SECRET_KEY

What it does

Pp Trigger Dev is an agent skill from mvanhorn/printing-press-library. Every Trigger.dev management endpoint, plus offline FTS over runs, span-cost rollups, and zombie-schedule detection no other tool gives you. Trigger phrases: trigger.dev failed runs, trigger.dev cost rollup, trigger.dev schedule health, audit trigger.dev env vars, watch trigger.dev failures, use trigger-dev, run trigger-dev.

Its SKILL.md is about 4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: Official library of CLIs generated by the CLI Printing Press. Endorsed, tested, and community-contributed. The licence is Apache-2.0.

When your agent uses it

  • Phrases: trigger.dev failed runs
  • Trigger.dev cost rollup
  • Trigger.dev schedule health
  • Audit trigger.dev env vars

Example prompts

  • “/pp-trigger-dev”

Requirements

  • Node.js
  • A credential in TRIGGER_SECRET_KEY
  • Pre-approved tools (allowed-tools): Read, Bash

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

  1. Install via the Printing Press installer. It defaults binaries to $HOME/.local/bin on macOS/Linux and…
  2. Verify: trigger-dev-pp-cli --version
  3. Ensure the reported install directory is on $PATH for the agent/runtime that will invoke this skill.

What it can do on your machine

Read from SKILL.md and the folder at commit 0fdcc7a. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Bash

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • go
    • claude
    • npx

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use npx, which can reach the network depending on how they are called.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • TRIGGER_SECRET_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Pp Trigger Dev loads about 4k tokens when it runs. Until then it costs about 89 tokens; SKILL.md has 1,693 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~89
When it runs · the whole SKILL.md, loaded when a task matches
~4k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: Read, Bash

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from mvanhorn/printing-press-library at commit 0fdcc7a, republished under its Apache-2.0 licence (© mvanhorn). 1,693 words, ~4,012 tokens.

Download SKILL.mdSave it as .claude/skills/pp-trigger-dev/SKILL.md (or your agent's skills folder).
name
pp-trigger-dev
description
Every Trigger.dev management endpoint, plus offline FTS over runs, span-cost rollups, and zombie-schedule detection no other tool gives you. Trigger phrases: `trigger.dev failed runs`, `trigger.dev cost rollup`, `trigger.dev schedule health`, `audit trigger.dev env vars`, `watch trigger.dev failures`, `use trigger-dev`, `run trigger-dev`.
allowed-tools
Read, Bash
author
Trevin Chow
license
Apache-2.0
argument-hint
<command> [args] | install cli|mcp
<!-- GENERATED FILE — DO NOT EDIT.
     This file is a verbatim mirror of library/developer-tools/trigger-dev/SKILL.md,
     regenerated post-merge by tools/generate-skills/. Hand-edits here are
     silently overwritten on the next regen. Edit the library/ source instead.
     See the repository agent guide, section "Generated artifacts: registry.json, cli-skills/". -->

Trigger.dev — Printing Press CLI

Prerequisites: Install the CLI

This skill drives the trigger-dev-pp-cli binary. You must verify the CLI is installed before invoking any command from this skill. If it is missing, install it first:

  1. Install via the Printing Press installer. It defaults binaries to $HOME/.local/bin on macOS/Linux and %LOCALAPPDATA%\Programs\PrintingPress\bin on Windows:
    bash
    npx -y @mvanhorn/printing-press-library install trigger-dev --cli-only
  2. Verify: trigger-dev-pp-cli --version
  3. Ensure the reported install directory is on $PATH for the agent/runtime that will invoke this skill.

If the npx install fails (no Node, offline, etc.), fall back to a direct Go install (requires Go 1.26.6 or newer):

bash
go install github.com/mvanhorn/printing-press-library/library/developer-tools/trigger-dev/cmd/trigger-dev-pp-cli@latest

If --version reports "command not found" after install, the runtime cannot see the binary directory on $PATH. Do not proceed with skill commands until verification succeeds.

When to Use This CLI

Reach for this CLI when an agent task needs to operate Trigger.dev programmatically: triaging failed runs, auditing schedule health, diffing env vars across environments, computing LLM costs across runs, or watching for new failures. It complements the official trigger.dev CLI (which focuses on dev-time deploy/init/dev) by exposing the management API surface as scriptable, agent-native commands with offline FTS and typed exit codes.

Unique Capabilities

These capabilities aren't available in any other tool for this API.

Real-time terminal alerting
  • runs watch — Watches runs for new failures and interrupts your terminal the moment one happens — desktop notification, sound, and a non-zero exit so it composes with shell loops.

    Reach for this when an agent or oncall engineer needs to react to failures the second they appear, instead of polling the dashboard or waiting for an email.

    bash
    trigger-dev-pp-cli runs watch --task daily-digest --notify --sound
Local state that compounds
  • schedules stale — Lists schedules that stopped firing or whose recent runs have a low success rate — the zombie cron audit no other tool gives you.

    Reach for this after an env var rotation, a Postgres URL change, or any silent-config event that might have killed crons without anyone noticing.

    bash
    trigger-dev-pp-cli schedules stale --days 7 --min-success-rate 0.5 --agent
  • runs span-cost — Walks recent runs, surfaces the most expensive LLM spans grouped by model and task, with token totals and dollar cost — the report your finance lead actually wants.

    Reach for this when an AI-product engineer or agent needs to pinpoint which model + task pair is eating the LLM budget, before the next billing cycle closes.

    bash
    trigger-dev-pp-cli runs span-cost --since 7d --by model,task --top 20 --agent --select spans.model,spans.task_identifier,spans.total_cost_cents
  • failures top — Top recurring (task, error-signature) pairs over a time window — mechanical group-by, no LLM, no NLP.

    Reach for this in an incident loop when an agent needs to find the dominant failure signature instead of reading 200 stack traces by hand.

    bash
    trigger-dev-pp-cli failures top --since 7d --top 20 --agent --select patterns.task_identifier,patterns.error_signature,patterns.count,patterns.last_occurred_at
  • runs find — FTS5 grep over the synced runs table — error messages, tags, metadata, task identifiers — ranked by recency.

    Reach for this when an agent has a fragment of an error message and needs the matching runs without typing TRQL.

    bash
    trigger-dev-pp-cli runs find "payload too large" --status FAILED --since 30d --agent
Operator hygiene
  • envvars diff — Side-by-side diff of environment variables between two environments — keys missing, keys extra, values that differ (masked).

    Reach for this when an agent is debugging "works in staging, fails in prod" — the answer is almost always an env var, and diff makes the answer one command away.

    bash
    trigger-dev-pp-cli envvars diff --from prod --to staging --project proj_abc --agent
Agent ergonomics
  • runs get — runs get returns typed exit codes: 0=COMPLETED, 20=FAILED, 21=CRASHED, 22=SYSTEM_FAILURE, 23=CANCELED, 3=not-found, 4=auth-error. Cobra annotation pp:typed-exit-codes makes verify and agents read the contract directly.

    Reach for this when an agent is writing a shell loop over many runs and wants to branch on success/failure without parsing JSON.

    bash
    trigger-dev-pp-cli runs get run_abc123 --json && echo COMPLETED || echo "$?"

Command Reference

batches — Manage batches

  • trigger-dev-pp-cli batches <batchId> — Retrieve a batch by its ID, including its status and the IDs of all runs in the batch.

deployments — Manage deployments

  • trigger-dev-pp-cli deployments get-latest-v1 — Retrieve information about the latest unmanaged deployment for the authenticated project.
  • trigger-dev-pp-cli deployments get-v1 — Retrieve information about a specific deployment by its ID.
  • trigger-dev-pp-cli deployments list-v1 — List deployments for the authenticated environment, ordered by most recent first.

projects — Manage projects

query — Manage query

  • trigger-dev-pp-cli query execute-v1 — Execute a TRQL (Trigger.dev Query Language) query against your run data. TRQL is a SQL-style query language that...
  • trigger-dev-pp-cli query get-schema-v1 — Get the schema for TRQL queries, including all available tables, their columns, data types, descriptions, and...
  • trigger-dev-pp-cli query list-dashboards-v1 — List available built-in dashboards with their widgets. Each dashboard contains pre-built TRQL queries for common...

queues — Manage queues

  • trigger-dev-pp-cli queues list-v1 — List all queues in your environment with pagination support.
  • trigger-dev-pp-cli queues retrieve-v1 — Get a queue by its ID, or by type and name.

runs — Manage runs

  • trigger-dev-pp-cli runs list-v1 — List runs in a specific environment. You can filter the runs by status, created at, task identifier, version, and more.
  • trigger-dev-pp-cli runs retrieve-v1 — Retrieve information about a run, including its status, payload, output, and attempts. If you authenticate with a...

schedules — Manage schedules

  • trigger-dev-pp-cli schedules create-v1 — Create a new IMPERATIVE schedule based on the specified options.
  • trigger-dev-pp-cli schedules delete-v1 — Delete a schedule by its ID. This will only work on IMPERATIVE schedules that were created in the dashboard or...
  • trigger-dev-pp-cli schedules get-v1 — Get a schedule by its ID.
  • trigger-dev-pp-cli schedules list-v1 — List all schedules. You can also paginate the results.
  • trigger-dev-pp-cli schedules update-v1 — Update a schedule by its ID. This will only work on IMPERATIVE schedules that were created in the dashboard or...

tasks — Manage tasks

  • trigger-dev-pp-cli tasks — Batch trigger tasks with up to 1,000 payloads with SDK 4.3.1+ (500 in prior versions).

timezones — Manage timezones

  • trigger-dev-pp-cli timezones — Get all supported timezones that schedule tasks support.

waitpoints — Manage waitpoints

  • trigger-dev-pp-cli waitpoints complete-token-callback-v1 — Completes a waitpoint token using the pre-signed callback URL returned in the url field when the token was...
  • trigger-dev-pp-cli waitpoints complete-token-v1 — Completes a waitpoint token, unblocking any run that is waiting for it via wait.forToken(). An optional data...
  • trigger-dev-pp-cli waitpoints create-token-v1 — Creates a new waitpoint token that can be used to pause a run until an external event completes it. The token...
  • trigger-dev-pp-cli waitpoints list-tokens-v1 — Returns a paginated list of waitpoint tokens for the current environment. Results are ordered by creation date,...
  • trigger-dev-pp-cli waitpoints retrieve-token-v1 — Retrieves a waitpoint token by its ID, including its current status and output if it has been completed.
Show full SKILL.md (732 more words)Show less
Finding the right command

When you know what you want to do but not which command does it, ask the CLI directly:

bash
trigger-dev-pp-cli which "<capability in your own words>"

which resolves a natural-language capability query to the best matching command from this CLI's curated feature index. Exit code 0 means at least one match; exit code 2 means no confident match — fall back to --help or use a narrower query.

Recipes

Triage today's failures
bash
trigger-dev-pp-cli sync --resources runs --since 1d && trigger-dev-pp-cli failures top --since 1d --top 10 --agent --select 'task,error_signature,count,last_seen'

Sync today's runs, then group by task and normalized error signature to surface the dominant failure patterns.

Watch a deploy window
bash
trigger-dev-pp-cli runs watch --task my-task --notify --sound

Stay in the terminal during a deploy — the command exits non-zero and beeps on the first new FAILED run.

Audit env-var drift across environments
bash
trigger-dev-pp-cli envvars diff --project proj_abc --from prod --to staging --agent

Compare two environments' variables; values are masked, drift flagged.

Find runs that hit a specific error
bash
trigger-dev-pp-cli runs find "connection timeout" --since 7d --status FAILED --agent --select 'id,taskIdentifier,error.message,createdAt'

substring grep over the local store with --select narrowing the agent context to the fields that matter.

Run a curated TRQL recipe
bash
trigger-dev-pp-cli query run cost-by-model-7d --param env=prod --agent

Execute a curated TRQL query without authoring SQL. Recipes cover failure-rate, cost, and latency by common dimensions.

Auth Setup

Authentication uses a Trigger.dev secret key in the Authorization: Bearer header. Set TRIGGER_SECRET_KEY to your environment's key — tr_dev_… for development, tr_prod_… for production, tr_pat_… for personal access tokens. Each key is environment-scoped: a dev key cannot manage prod runs.

Run trigger-dev-pp-cli doctor to verify setup.

Agent Mode

Add --agent to any command. Expands to: --json --compact --no-input --no-color --yes.

  • Pipeable — JSON on stdout, errors on stderr

  • Filterable — --select keeps a subset of fields. Dotted paths descend into nested structures; arrays traverse element-wise. Critical for keeping context small on verbose APIs:

    bash
    trigger-dev-pp-cli batches mock-value --agent --select id,name,status
  • Previewable — --dry-run shows the request without sending

  • Offline-friendly — sync/search commands can use the local SQLite store when available

  • Non-interactive — never prompts, every input is a flag

  • Explicit retries — use --idempotent only when an already-existing create should count as success, and --ignore-missing only when a missing delete target should count as success

Response envelope

Commands that read from the local store or the API wrap output in a provenance envelope:

json
{
  "meta": {"source": "live" | "local", "synced_at": "...", "reason": "..."},
  "results": <data>
}

Parse .results for data and .meta.source to know whether it's live or local. A human-readable N results (live) summary is printed to stderr only when stdout is a terminal — piped/agent consumers get pure JSON on stdout.

Agent Feedback

When you (or the agent) notice something off about this CLI, record it:

trigger-dev-pp-cli feedback "the --since flag is inclusive but docs say exclusive"
trigger-dev-pp-cli feedback --stdin < notes.txt
trigger-dev-pp-cli feedback list --json --limit 10

Entries are stored locally at ~/.trigger-dev-pp-cli/feedback.jsonl. They are never POSTed unless TRIGGER_DEV_FEEDBACK_ENDPOINT is set AND either --send is passed or TRIGGER_DEV_FEEDBACK_AUTO_SEND=true. Default behavior is local-only.

Write what surprised you, not a bug report. Short, specific, one line: that is the part that compounds.

Output Delivery

Every command accepts --deliver <sink>. The output goes to the named sink in addition to (or instead of) stdout, so agents can route command results without hand-piping. Three sinks are supported:

SinkEffect
stdoutDefault; write to stdout only
file:<path>Atomically write output to <path> (tmp + rename)
webhook:<url>POST the output body to the URL (application/json or application/x-ndjson when --compact)

Unknown schemes are refused with a structured error naming the supported set. Webhook failures return non-zero and log the URL + HTTP status on stderr.

Named Profiles

A profile is a saved set of flag values, reused across invocations. Use it when a scheduled agent calls the same command every run with the same configuration - HeyGen's "Beacon" pattern.

trigger-dev-pp-cli profile save briefing --json
trigger-dev-pp-cli --profile briefing batches mock-value
trigger-dev-pp-cli profile list --json
trigger-dev-pp-cli profile show briefing
trigger-dev-pp-cli profile delete briefing --yes

Explicit flags always win over profile values; profile values win over defaults. agent-context lists all available profiles under available_profiles so introspecting agents discover them at runtime.

Exit Codes

CodeMeaning
0Success
2Usage error (wrong arguments)
3Resource not found
4Authentication required
5API error (upstream issue)
7Rate limited (wait and retry)
10Config error

Argument Parsing

Parse $ARGUMENTS:

  1. Empty, help, or --help → show trigger-dev-pp-cli --help output
  2. Starts with install → ends with mcp → MCP installation; otherwise → see Prerequisites above
  3. Anything else → Direct Use (execute as CLI command with --agent)

MCP Server Installation

  1. Install the MCP server:
    bash
    go install github.com/mvanhorn/printing-press-library/library/developer-tools/trigger-dev/cmd/trigger-dev-pp-mcp@latest
  2. Register with Claude Code:
    bash
    claude mcp add trigger-dev-pp-mcp -- trigger-dev-pp-mcp
  3. Verify: claude mcp list

Direct Use

  1. Check if installed: which trigger-dev-pp-cli If not found, offer to install (see Prerequisites at the top of this skill).
  2. Match the user query to the best command from the Unique Capabilities and Command Reference above.
  3. Execute with the --agent flag:
    bash
    trigger-dev-pp-cli <command> [subcommand] [args] --agent
  4. If ambiguous, drill into subcommand help: trigger-dev-pp-cli <command> --help.

© mvanhorn, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in cli-skills/pp-trigger-dev of mvanhorn/printing-press-library.

Open the folder on GitHubat commit 0fdcc7a

Compare with similar skills

Pp Trigger Dev next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Pp Trigger Dev compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Pp Trigger Dev this skillmvanhorn/printing-press-library2.1k—~4kAutomated safety check: NotesApache-2.0
Auditing EndpointsPostHog/posthog40k—~2.9kAutomated safety check: PassCustom licence
Creating An EndpointPostHog/posthog40k—~2.9kAutomated safety check: WarnCustom licence
Fastapi Endpointdavila7/claude-code-templates32k—~3.9kAutomated safety check: PassMIT
Pua Offlinetanweai/pua20k—~143Automated safety check: PassMIT
Exploring Endpoint Execution LogsPostHog/posthog40k—~1.7kAutomated safety check: PassCustom licence

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Questions about Pp Trigger Dev

What does Pp Trigger Dev do?

Every Trigger.dev management endpoint, plus offline FTS over runs, span-cost rollups, and zombie-schedule detection no other tool gives you. Pp Trigger Dev is an agent skill from mvanhorn/printing-press-library.dev management endpoint, plus offline FTS over runs, span-cost rollups, and zombie-schedule detection no other tool gives you.

When should I use Pp Trigger Dev?

Pp Trigger Dev fits situations like: phrases: trigger.dev failed runs; trigger.dev cost rollup; trigger.dev schedule health; audit trigger.dev env vars.

How do I install Pp Trigger Dev in Claude Code?

Run `npx skills add mvanhorn/printing-press-library --skill pp-trigger-dev -a claude-code`. Or copy the skill folder (cli-skills/pp-trigger-dev in mvanhorn/printing-press-library) into .claude/skills/pp-trigger-dev in your project. Claude Code loads it when a task matches its description.

How do I install Pp Trigger Dev in Codex?

Run `npx skills add mvanhorn/printing-press-library --skill pp-trigger-dev -a codex`. Or copy the skill folder (cli-skills/pp-trigger-dev in mvanhorn/printing-press-library) into .agents/skills/pp-trigger-dev in your project. Codex loads it when a task matches its description.

Can I use Pp Trigger Dev in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add mvanhorn/printing-press-library --skill pp-trigger-dev -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pp-trigger-dev, .gemini/skills/pp-trigger-dev, .github/skills/pp-trigger-dev and .opencode/skills/pp-trigger-dev in your project.

What does Pp Trigger Dev need to run?

Going by SKILL.md and its folder, Pp Trigger Dev needs the command-line tools its instructions call (go, claude and npx) and credentials named TRIGGER_SECRET_KEY. Our summary lists: Node.js; A credential in TRIGGER_SECRET_KEY. Its frontmatter pre-approves these tools: Read, Bash.

Does Pp Trigger Dev access the network?

SKILL.md contains no URLs. Its commands use npx, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Pp Trigger Dev safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Pp Trigger Dev use?

Pp Trigger Dev is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Pp Trigger Dev use?

About 4k tokens (SKILL.md is roughly 16k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Pp Trigger Dev?

Skills that share tags, products or a category with Pp Trigger Dev: Auditing Endpoints (PostHog/posthog, 40k stars), Creating An Endpoint (PostHog/posthog, 40k stars), Fastapi Endpoint (davila7/claude-code-templates, 32k stars) and Pua Offline (tanweai/pua, 20k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Pp Trigger Dev?

mvanhorn (a GitHub user) maintains it in mvanhorn/printing-press-library, which has 2,053 GitHub stars. The repository holds 505 skills in this directory. The repository was last updated on October 7, 2026.

Source: mvanhorn/printing-press-library on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.