dlt-hub

Debug a failed or misbehaving dltHub Platform deployment. Use when a runtime job fails, produces unexpected results, or the user wants to check job status and logs.

Deploy dlt pipelines to dltHub Platform. Use when the user says "deploy to dltHub", "launch on dltHub", "run on dltHub", "schedule pipeline", or wants to deploy a pipeline or notebook to dltHub.

Write a dltHub background agent: an AGENT.md that runs unattended on the platform, on a schedule, after a job fails, or when someone starts it from the web UI. Use when the user wants work to happen on its own after an event ('whenever a job fails, diagnose…

The entry point for building anything with dlthub: route the user to the right workflow toolkit and install it on demand. MUST use when the user asks 'what can you do', 'what can I build', 'what are toolkits', 'how do I build a pipeline', 'I want to pull data…

Create trigger evaluation setup for a toolkit skill. Use when the user wants to test whether a skill's description triggers correctly, set up eval workspaces, or generate trigger test queries for a skill. Use when user says 'create eval', 'test triggers',…

Rename a skill, command, rule, or agent within a toolkit and update all references. Use when the user wants to rename a plugin component.

Run trigger evaluation for a skill and analyze results. Use when the user wants to run evals, check trigger accuracy, analyze clashes, or improve a skill description based on eval results. Use when user says 'run eval', 'test triggers', 'check skill…

Validate toolkit components and project docs — check external doc URLs, cross-references between skills/commands/rules, and verify README.md and CLAUDE.md are in sync with actual toolkit state. Use when the user asks to validate, review, or check toolkit…

Triage, plan, and implement a fix or feature for a GitHub issue end-to-end

Review and rewrite the prose a branch adds — docstrings, comments, user-facing messages, docs — against dlt's fixed vocabulary and Simplified Technical English. Invoke as /review-vocabulary.

Carries a marker token. Load it when asked to report the markers of your skills.

Carries a marker token. Load it when asked to report the markers of your skills.

Debug a failing deployment.

Use when reading, editing, or creating files in dlt/_workspace/helpers/dashboard/ or tests/workspace/helpers/dashboard/ or tests/e2e/

Create or reuse a git worktree for a pull request or branch so reviews and work happen in isolation

Create a git worktree with a new branch for implementing a fix or feature for a GitHub issue

The entry point for building anything with dlthub. Use this skill to route the user to the right workflow toolkit and install it on demand. MUST use when the user asks 'what can you do', 'what can I build', 'what are toolkits', 'how do I build a pipeline', 'I…

ALWAYS read and follow this skill before acting. setup

ALWAYS read and follow this skill before acting. One-shot workflow

Project-wide rules for the dlthub-start repo. ALWAYS read before modifying any file in this codebase.

How to write comments and docstrings in the dlthub-start CLI (src/create_dlthub_workspace/**). Use when adding/editing a comment or docstring, or reviewing a diff for comment quality.

Use when working with Lightdash YAML files, dbt models with Lightdash metadata, the lightdash CLI (deploy, upload, download, preview, lint, warehouse-catalog, sql, set-warehouse, apps create/preview/validate), or managing charts, dashboards, spaces and…

The entry point for building anything with dlthub. Use this skill to route the user to the right workflow toolkit and install it on demand. MUST use when the user asks 'what can you do', 'what can I build', 'what are toolkits', 'how do I build a pipeline', 'I…

Adjust a working dlt pipeline for production — remove dev limits, verify pagination (including stuck or looping paginators), configure incremental loading, expand date ranges, and handle rate-limit/429 errors with retries, backoff, and request timeouts. Use…

Deploy dlt pipelines to dltHub Platform. Use when the user says "deploy to dltHub", "launch on dltHub", "run on dltHub", "schedule pipeline", or wants to deploy a pipeline or notebook to dltHub.

Onboard a design partner to the dltHub background agents private preview. MUST use when the user asks 'how do I get started', 'set me up', 'what is this repo', 'what am I supposed to do', 'what are the steps', 'how do I deploy this', or opens this workspace…

Debug a failed or misbehaving dltHub Platform deployment. Use when a runtime job fails, produces unexpected results, or the user wants to check job status and logs.

Audit a verified source against the current state of its upstream API/SDK, find breakages and outdated patterns, and propose (or implement) a fix plan with credential-free unit tests. Use when users report a source is outdated or broken, or for periodic…

Guide for contributing to the verified-sources repository

Make a dlt pipeline faster or lighter on memory. Use when the user says a pipeline is slow, takes too long, runs out of memory, uses too much RAM, or wants to optimize, speed up, parallelize, or increase throughput. Covers source-agnostic levers (parallelism,…

Adjust a working dlt SQL database pipeline for production — remove dev limits, add incremental loading, configure merge keys. Use when the user wants to remove .add_limit(), load the full table, or set up incremental loading on a cursor column. For…