motherduck-build-dashboard

Opinionated AI agent skills for building applications with MotherDuck

Instalación
CLI
npx skills add https://github.com/motherduckdb/agent-skills --skill motherduck-build-dashboard

Instala esta habilidad con la CLI y comienza a usar el flujo de trabajo SKILL.md en tu espacio de trabajo.

Última actualización 6/20/2026

MotherDuck Skills MotherDuck Skills Plugin

To work in MotherDuck an agent needs to choose the right connection path, inspect the live workspace, write DuckDB SQL instead of PostgreSQL-shaped SQL, understand Dives and sharing, and keep production analytics patterns safe.

MotherDuck Skills package opinionated defaults to answer these and more questions in the best way possible and package this as an installable skill catalog for coding agents.

Install the plugin

One Catalog, Three Layers

Utility Skills

Use these when the agent needs exact MotherDuck mechanics: connect, explore, query, use the REST API, or check DuckDB SQL behavior.

  • motherduck-connect
  • motherduck-explore
  • motherduck-query
  • motherduck-duckdb-sql
  • motherduck-rest-api

Workflow Skills

Use these when the work has multiple steps and MotherDuck-specific tradeoffs.

  • motherduck-load-data
  • motherduck-model-data
  • motherduck-share-data
  • motherduck-create-dive
  • motherduck-ducklake
  • motherduck-security-governance
  • motherduck-pricing-roi

Use-Case Skills

Use these when the agent is designing or shipping a product surface, rollout, migration, or partner implementation.

  • motherduck-build-cfa-app
  • motherduck-build-dashboard
  • motherduck-build-data-pipeline
  • motherduck-migrate-to-motherduck
  • motherduck-enable-self-serve-analytics
  • motherduck-partner-delivery

Install in 60 Seconds

Prerequisites

Before you install, make sure you have:

  • Git available on your PATH.
  • Node.js 18+ if you use the Skills CLI or host plugin tooling.

For live MotherDuck work, authenticate through your normal path: MOTHERDUCK_TOKEN, the Postgres endpoint credentials, a native md: DuckDB connection, or MotherDuck MCP. Do not paste tokens into prompts or skill files.

Install Matrix

Use this table when you want the fastest copy-paste install route for a specific harness.

Harness Install
GitHub Copilot CLI /plugin marketplace add motherduckdb/agent-skills then /plugin install motherduck-skills@motherduck-skills
Claude Code /plugin marketplace add motherduckdb/agent-skills then /plugin install motherduck-skills@motherduck-skills
Codex codex plugin marketplace add motherduckdb/agent-skills, then install MotherDuck Skills from /plugins
Cursor npx -y skills add motherduckdb/agent-skills --agent cursor --skill '*' --yes --global
Gemini CLI gemini extensions install https://github.com/motherduckdb/agent-skills --consent

Skills CLI

This is the most portable path for Cursor, VS Code/GitHub Copilot, Codex, Claude Code, custom agents, and project-level installs.

For the shared Skills CLI route:

npx -y skills add motherduckdb/agent-skills --skill '*' --yes --global

We deafult to global (--global) install, so the skills are available across all projects, and across all agents (--all)

Check what got installed:

npx -y skills ls -g
npx -y skills ls -g -a cursor
npx -y skills ls -g -a github-copilot

GitHub Copilot CLI

Use the plugin path when you want the full MotherDuck bundle available inside Copilot CLI.

Inside a Copilot CLI session, add the marketplace the first time:

/plugin marketplace add motherduckdb/agent-skills

Install the plugin:

/plugin install motherduck-skills@motherduck-skills

Update later:

/plugin update motherduck-skills@motherduck-skills

This repository exposes the Copilot-compatible marketplace through .claude-plugin/marketplace.json; Copilot CLI also looks in .claude-plugin/ for plugin marketplaces.

For VS Code agent mode or Copilot cloud agent skills, use a skills install rather than the Copilot CLI plugin install:

npx -y skills add motherduckdb/agent-skills --agent github-copilot --skill '*' --yes --global

GitHub CLI also has a native gh skill flow. It is useful when you want to inspect and install one skill at a time:

gh skill preview motherduckdb/agent-skills motherduck-connect
gh skill install motherduckdb/agent-skills motherduck-connect --agent github-copilot --scope user

To browse the catalog interactively:

gh skill install motherduckdb/agent-skills

GitHub's gh skill support is in public preview, so prefer the Skills CLI for a repeatable "install everything" command.

Copilot skill locations to know:

Scope Common locations
Project skills .github/skills, .claude/skills, .agents/skills
Personal skills ~/.copilot/skills, ~/.agents/skills

Claude Code

Add the marketplace the first time:

/plugin marketplace add motherduckdb/agent-skills

Install the plugin:

/plugin install motherduck-skills@motherduck-skills

Update later:

/plugin update motherduck-skills@motherduck-skills

For local plugin development and validation:

claude --plugin-dir ./plugins/motherduck-skills-claude

Codex

Add the marketplace:

codex plugin marketplace add motherduckdb/agent-skills

Then open /plugins in Codex and install MotherDuck Skills from the repo marketplace.

Enable or disable individual skills from /skills after the plugin is installed.

Cursor

Cursor supports plugins that can bundle skills, and this repo ships Cursor manifests at .cursor-plugin/plugin.json and .cursor-plugin/marketplace.json.

Until MotherDuck Skills has a published Cursor Marketplace listing, use the Skills CLI for local installs:

npx -y skills add motherduckdb/agent-skills --agent cursor --skill '*' --yes --global

For project-scoped installs, run the same command without --global from the repository where you want Cursor to use the skills:

npx -y skills add motherduckdb/agent-skills --agent cursor --skill '*' --yes

Check the install:

npx -y skills ls -g -a cursor

Restart Cursor or reload the window so it re-indexes installed skills. Then prompt with:

Use MotherDuck Skills to inspect my schema and recommend a dashboard starting point.

For plugin development or marketplace submission, keep .cursor-plugin/plugin.json, .cursor-plugin/marketplace.json, skills/, and assets/duck_skills.png together at the plugin root.

Gemini CLI

Install the extension from GitHub:

gemini extensions install https://github.com/motherduckdb/agent-skills --consent

For local development from a checkout:

gemini extensions link .

Manual Per-Skill Install

Copy the full skill directory, not only SKILL.md, so referenced references/, scripts/, and artifacts/ stay available.

mkdir -p ~/.agents/skills
cp -R skills/motherduck-connect ~/.agents/skills/motherduck-connect

Verify the Installation

After install, try three checks.

1. Verify Skill Routing

Ask:

Use MotherDuck Skills to choose the best connection path for this project.

You should get MotherDuck-specific connection guidance, including the Postgres endpoint and native DuckDB tradeoffs.

2. Verify SQL Defaults

Ask:

Write a MotherDuck query that joins two analytics tables and explain any DuckDB syntax assumptions.

You should see DuckDB SQL guidance, not PostgreSQL-only syntax.

3. Verify Live Discovery

If MotherDuck MCP or another live connection is available, ask:

Explore my MotherDuck workspace and summarize the databases, schemas, and likely dashboard starting points.

The agent should inspect real metadata before inventing examples.

Prompts to Try

  • Use MotherDuck Skills to connect this app to MotherDuck.
  • Explore my MotherDuck workspace and identify the best table for a dashboard.
  • Write a DuckDB SQL query for this KPI and validate the syntax.
  • Design a Dive-backed dashboard from these tables.
  • Plan a Snowflake-to-MotherDuck migration with validation and rollback steps.
  • Design a customer-facing analytics architecture on MotherDuck.
  • Decide whether this workload needs DuckLake or native MotherDuck storage.
  • Use the MotherDuck REST API guidance to manage service accounts and tokens safely.

Start Here by Task

For narrow technical work, start with motherduck-connect, then motherduck-explore, then motherduck-query. For end-to-end product work, start with the matching use-case skill and let it orchestrate the lower layers.

If you need to... Start with...
Connect an app or service to MotherDuck motherduck-connect
Inspect a live workspace or schema motherduck-explore
Write or debug analytics SQL motherduck-query
Check exact DuckDB syntax motherduck-duckdb-sql
Use the REST API for service accounts, tokens, Duckling config, active accounts, or Dive embed sessions motherduck-rest-api
Load files, cloud objects, HTTPS data, dataframes, or upstream systems motherduck-load-data
Model schemas, tables, views, or transformation layers motherduck-model-data
Publish, consume, or govern shares motherduck-share-data
Build, theme, preview, save, update, or embed a Dive motherduck-create-dive
Evaluate DuckLake motherduck-ducklake
Plan security, access, governance, or residency motherduck-security-governance
Frame workload cost drivers or ROI motherduck-pricing-roi
Build customer-facing analytics motherduck-build-cfa-app
Build a dashboard motherduck-build-dashboard
Design a data pipeline motherduck-build-data-pipeline
Plan a migration motherduck-migrate-to-motherduck
Roll out self-serve analytics motherduck-enable-self-serve-analytics
Deliver repeatable partner implementations motherduck-partner-delivery

Skills Overview

Skill Layer Use it when
motherduck-connect Utility you need to choose the right connection path before writing code or SQL
motherduck-explore Utility you need to inspect real databases, schemas, tables, columns, views, or shares
motherduck-query Utility you need to write, validate, or optimize DuckDB SQL against MotherDuck
motherduck-duckdb-sql Utility you need DuckDB SQL syntax or MotherDuck-specific SQL constraints quickly
motherduck-rest-api Utility you need the REST API for service accounts, tokens, Duckling config, active accounts, or Dive embed sessions
motherduck-load-data Workflow you need to ingest files, cloud objects, HTTP data, dataframes, or upstream systems into MotherDuck
motherduck-model-data Workflow you need to design analytical schemas, tables, views, or transformation layers
motherduck-share-data Workflow you need to publish, consume, or govern MotherDuck shares safely
motherduck-create-dive Workflow you need to build, theme, preview, save, update, or embed a Dive
motherduck-ducklake Workflow you need to decide whether DuckLake is appropriate and how to apply it safely
motherduck-security-governance Workflow you need MotherDuck-specific guidance on security, access, governance, or residency
motherduck-pricing-roi Workflow you need to frame workload cost drivers, pricing posture, or ROI tradeoffs
motherduck-build-cfa-app Use-case you are building a customer-facing analytics product on MotherDuck
motherduck-build-dashboard Use-case you are building one coherent analytics dashboard backed by Dives and tables
motherduck-build-data-pipeline Use-case you are designing an ingestion-to-serving data pipeline on MotherDuck
motherduck-migrate-to-motherduck Use-case you are moving from Snowflake, Redshift, Postgres, or dbt-heavy stacks onto MotherDuck
motherduck-enable-self-serve-analytics Use-case you are rolling out internal self-serve analytics, sharing, and governed dashboards
motherduck-partner-delivery Use-case you are delivering repeatable multi-client MotherDuck implementations for customers or partners

Repository Layout

Path Purpose
skills/*/SKILL.md Source skill content and frontmatter
skills/*/references/ Longer playbooks and implementation guidance
skills/*/artifacts/ Small runnable examples
skills/catalog.json Machine-readable skill index and source-doc map
.claude-plugin/marketplace.json Claude Code and Copilot-compatible marketplace manifest
.codex-plugin/plugin.json Codex plugin manifest
.cursor-plugin/plugin.json Cursor plugin manifest
.cursor-plugin/marketplace.json Cursor marketplace manifest
gemini-extension.json Gemini CLI extension manifest
plugins/ Packaged plugin copies for supported hosts

Troubleshooting

The agent is not using MotherDuck skills

  • Confirm the skill or plugin installed in the host you are using.
  • Restart or reload the host so it re-indexes skills.
  • Mention MotherDuck explicitly in the prompt once: Use MotherDuck Skills....

Live workspace exploration does not work

  • Confirm your MotherDuck MCP server or database connection is configured.
  • Check that MOTHERDUCK_TOKEN or your Postgres endpoint credentials are available to the agent process.
  • Ask the agent to list its available MCP tools before starting live discovery.

The agent writes PostgreSQL-specific SQL

  • Ask it to use motherduck-duckdb-sql.
  • Prefer fully qualified names like "database"."schema"."table".
  • Keep PostgreSQL-driver guidance limited to connection interoperability; query syntax should stay DuckDB SQL.

Maintainer Checks

Run these after changing skills, catalogs, manifests, or README examples:

uv run scripts/validate_skills.py
claude plugin validate ./.claude-plugin/marketplace.json
claude plugin validate ./plugins/motherduck-skills-claude
uv run scripts/check_claude_plugin_sync.py
uv run scripts/check_codex_plugin_sync.py
uv run --with duckdb --with pyyaml python tests/validate_snippets.py

License

This project is licensed under the MIT License.