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.
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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.
First work out whether you're creating a new dashboard or changing an existing one.
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.dashboard-get to see its current tiles before you change anything.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.
Prefer reusing existing insights over recreating them.
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.insight-create (see the product-analytics insight skills for query shape).dashboard-create with a short (3–7 word) name and a concise description, then add the insight tiles.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.dashboard-reorder-tiles) when the user explicitly
asks to rearrange, reorder, or move tiles.dashboard-insights-run to confirm the tiles return data, then summarize what you built and invite the
user to refine it.dashboard-widget-catalog-list,
dashboard-widgets-batch-add) instead.managing-subscriptions — deliver the finished dashboard to email or Slack on a schedulecreating-ai-subscription — a recurring AI-written report, when prose beats a wall of charts6fca5f8
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