mcpbeat

Building A Dashboard

posthog/ai-plugin-building-a-dashboard

> Build a new dashboard, or update an existing one, from a set of insights — the same job the in-app assistant does with its upsert-dashboard tool, but over MCP. Use when a user asks to create a dashboard, put several metrics/charts together on one page, assemble a dashboard for a topic (product analytics, retention, revenue, activation, etc.), or add/remove/replace insights on a dashboard they already have. Covers deciding create vs update, reusing existing insights vs creating new ones, and using PostHog's vetted dashboard templates as reference for what a strong dashboard on a topic looks like.

970 tokens
context cost
the whole folder, loaded on every use
1
files
instructions only
1
copies elsewhere
how many repositories repackaged it
69
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/PostHog/ai-plugin --skill building-a-dashboard

The instruction itself

6 sections, as written by the author

Building a dashboard

A dashboard is a collection of insight tiles on one page. Your job is to figure out which insights belong on it,

reuse what already exists, create what's missing, and lay them out sensibly — not to blindly generate charts.

Create vs update

First work out whether you're creating a new dashboard or changing an existing one.

  • Search existing dashboards with dashboards-get-all (its search param does fuzzy name/description matching). If the

user is clearly describing something that already exists, they probably want an update.

  • Read a candidate with dashboard-get to see its current tiles before you change anything.
  • If the request is ambiguous — "get my financial metrics together" could mean build new or add to an existing one —

ask a short clarifying question rather than guessing.

Use templates as reference

PostHog ships vetted dashboard templates for common topics, and orgs can share their own. Consult them before you

build — they're a strong signal of which insights pair well on a topic.

  • dashboard-templates-list — browse templates (use search for a topic, scope to narrow to global / team /

organization). This returns names, descriptions, and tags only.

  • dashboard-templates-retrieve — open the closest template to see its tiles: which insights it groups together and

how each is queried.

Treat templates as examples, not a spec. Take inspiration from the insights and their groupings, but tailor every

insight to the user's own events, properties, and intent. Don't copy a template verbatim, and don't force a template

onto a request it doesn't fit — a good bespoke dashboard beats a mismatched template every time.

Select the insights

Prefer reusing existing insights over recreating them.

  • Search with insights-list and read promising ones with insight-get to check they match the user's intent and

actually have data. Full-text search misses things named differently, so list broadly before concluding an insight

doesn't exist.

  • For anything missing, create it with insight-create (see the product-analytics insight skills for query shape).
  • Keep the set minimal — only the insights the request needs. A focused dashboard is more useful than an exhaustive one.

Assemble the dashboard

  • New dashboard: dashboard-create with a short (3–7 word) name and a concise description, then add the insight tiles.
  • Existing dashboard: dashboard-update. Adding, replacing, or removing insights means sending the full intended set of

tiles — insights you omit are removed, so include the ones you want to keep.

  • Layout: by default preserve existing tile placement. Only reflow (dashboard-reorder-tiles) when the user explicitly

asks to rearrange, reorder, or move tiles.

  • Verify with dashboard-insights-run to confirm the tiles return data, then summarize what you built and invite the

user to refine it.

When not to use this

  • Saving a single insight — just create the insight; it doesn't need a dashboard.
  • Adding non-insight widget tiles (text cards, widgets) — see the widget tools (dashboard-widget-catalog-list,

dashboard-widgets-batch-add) instead.

Repackaged in 1 other repositories

same content, different owner
PostHog/posthog open on GitHub →

How to use it

Copy the folder

Take posthog/ai-plugin-building-a-dashboard from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.