Skip to main content
skill CX Codex

formatting-insight-axes — Claude Code skill: PostHog y-axis units

Picks the right y-axis unit when you create or update a PostHog insight: seconds, milliseconds, percentages, currency. Stops the agent from adding formulas just to convert units.

Install into Claude Code · Skills CLI (Vercel) All methods and platforms ↓
npx skills add PostHog/skills --skill formatting-insight-axes -a claude-code
Open on GitHub

What formatting-insight-axes does

The skill tells the agent which y-axis format to set when it creates or updates an insight through posthog:insight-create and posthog:insight-update. The two insight kinds configure it in different places: TrendsQuery uses trendsFilter.aggregationAxisFormat, while SQL insights (DataVisualizationNode) set it per column in chartSettings.yAxis[].settings.formatting.

The point is to kill manual unit math. Instead of formula: "A / 60" plus a "mins" postfix, the skill sets duration and PostHog picks a friendly unit per value: 90s renders as 1m 30s, 5400s as 1h 30m. Formats include numeric, duration, duration_ms, percentage, percentage_scaled, currency and short, with aggregationAxisPrefix, aggregationAxisPostfix and decimalPlaces alongside.

Currency needs care. currency renders in the project's base currency, so for values pinned to USD the skill advises aggregationAxisPrefix: "$" with decimalPlaces: 2 — otherwise a EUR-base project labels dollar values with €. Skip a "%" postfix: the percentage formats append the sign themselves and you get 50%%. In SQL insights style is only none, number, short or percent, so duration and currency go through prefix/suffix or the SQL itself.

What it helps with

  • show session length in readable units without a conversion formula
  • chart p95 page load latency in milliseconds
  • label an axis in the project currency or pin a fixed symbol
  • render a 0–1 ratio as a percentage
  • compact large counts into 1.2K and 3.4M

Example prompts for the agent

  • Build an insight on $pageleave with avg $session_duration and set the axis format to duration
  • Graph checkout_completed over checkout_started with formula A / B and percentage_scaled formatting
  • In the SQL insight, format the conversion_rate column as percent with one decimal place

How to install formatting-insight-axes

1Skills CLI (Vercel)

npx skills add PostHog/skills --skill formatting-insight-axes -a claude-code

2Manually: put the files in place

~/.claude/skills/formatting-insight-axes/SKILL.md

Copy the whole skill folder; for one project use .claude/skills/formatting-insight-axes/

Step by step, with commands for each platform: How to install skills in Claude Code: five ways

Questions about formatting-insight-axes

How do I install formatting-insight-axes in Claude?

Run npx skills add PostHog/skills --skill formatting-insight-axes -a claude-code. The skill lands in ~/.claude/skills/formatting-insight-axes/SKILL.md.

What does formatting-insight-axes do?

It picks the y-axis format for PostHog insights: duration, duration_ms, percentage, percentage_scaled, currency, short. That removes formulas added only to convert units.

How is currency different from aggregationAxisPrefix?

currency renders in the project's base currency, while aggregationAxisPrefix pins a symbol to the data regardless of project settings. For USD values on a project with another base currency, use the second.

Source text

SKILL.md · MIT
---
name: formatting-insight-axes
description: >
  Pick the right y-axis unit when creating or updating an insight via
  `posthog:insight-create` or `posthog:insight-update` — both TrendsQuery
  (`trendsFilter.aggregationAxisFormat`) and SQL insights
  (`DataVisualizationNode`, `chartSettings.yAxis[].settings.formatting`).
  Use when the agent is about to add a `formula` purely to convert units
  (e.g. dividing seconds by 60 to display minutes), when a `math_property`
  or SQL column is a duration, currency, ratio, or large count, or whenever
  the user mentions "format the y-axis", "duration", "seconds", "minutes",
  "hours", "milliseconds", "ms", "percentage", "%%", "currency", "decimals",
  "axis label", or "axis unit" in the context of a graph insight.
---

# Formatting insight axes

PostHog renders insights with a built-in axis formatter. Use it instead of
contorting the query or a literal prefix/postfix to fake units.

The two insight kinds configure it in different places:

- **TrendsQuery** — `trendsFilter.aggregationAxisFormat` (this page, below)
- **SQL insights** (`DataVisualizationNode`) — per-column
  `settings.formatting` (see [SQL insights](#sql-insights-datavisualizationnode))

## The anti-pattern

If you are reaching for any of these, stop and pick a format below first:

- `formula: "A / 60"` with `aggregationAxisPostfix: " mins"` — manual seconds -> minutes
- `formula: "A / 1000"` with `aggregationAxisPostfix: " s"` — manual ms -> seconds
- `formula: "A * 100"` with `aggregationAxisPostfix: "%"` — manual ratio -> percent
- `aggregationAxisPostfix: "ms"` / `"s"` / `"min"` / `"hr"` on raw values

These freeze the unit at one scale. The built-in formatter picks a friendly
unit per value (1.5s, 2m 12s, 1h 4m) and keeps the underlying series numerically
correct for further math, breakdowns, and alerts.

## Available formats

Set `trendsFilter.aggregationAxisFormat` on the TrendsQuery:

| Value               | Use when the series is...                | Renders as                  |
| ------------------- | ---------------------------------------- | --------------------------- |
| `numeric` (default) | a plain count                            | `1,234`                     |
| `duration`          | **seconds** (any scale)                  | `45s`, `2m 12s`, `1h 4m`    |
| `duration_ms`       | **milliseconds**                         | `850ms`, `1.5s`, `1m 4s`    |
| `percentage`        | already 0-100                            | `47.3%`                     |
| `percentage_scaled` | a ratio 0-1                              | `47.3%`                     |
| `currency`          | money in the **project's base currency** | `$1,234.56` (or local code) |
| `short`             | large counts you want compacted          | `1.2K`, `3.4M`              |

Companion fields on `trendsFilter`:

- `aggregationAxisPrefix` — literal prefix (e.g. `"$"`) when you need a symbol
  pinned to a specific currency or unit, regardless of project settings
- `aggregationAxisPostfix` — literal suffix; reserve for genuine units the
  format can't express (e.g. `" req"`, `" events"`), never for `"mins"` /
  `"s"` / `"%"` — the percentage formats already append the `%` sign, so a
  `"%"` postfix renders `50%%`
- `decimalPlaces` — cap decimals (1 or 2 is usually right for currency / ratios)

### Currency — pick `format` or `prefix` carefully

`aggregationAxisFormat: "currency"` renders with the **project's base currency**
(set in project settings, defaults to USD). Use it when the underlying values
are in that same currency — e.g. revenue events that PostHog auto-converts to
the project's base currency.

If the values are pinned to a specific currency regardless of project (e.g.
`$ai_total_cost_usd` is always USD, even on a EUR-base project), use
`aggregationAxisPrefix: "$"` + `decimalPlaces: 2` so the symbol matches the
data. Using `format: "currency"` here would render USD values with `€` on a
EUR project.

## When the series is in seconds

If the series is in seconds (latency, session length, time-to-first-event,
processing time, page load, etc.), silently default to
`aggregationAxisFormat: "duration"`. Do not stop to ask — the formatter is
non-destructive (the underlying values stay in seconds either way, only the
labels change), so picking it is always at least as good as raw seconds.

Only confirm with the user when they have **explicitly** named a fixed unit
they want pinned ("show this in minutes", "graph the average in hours"):

> "I can pin the y-axis to minutes by dividing the series by 60, or use
> PostHog's `duration` formatter which auto-picks seconds / minutes / hours
> per value — `90s` renders as `1m 30s` and `5400s` as `1h 30m`. Which would
> you prefer?"

In one-shot MCP contexts where no user is in the loop, just pick `duration`
and move on.

## Examples

### Latency — duration in milliseconds

```json
{
  "kind": "TrendsQuery",
  "series": [
    {
      "kind": "EventsNode",
      "event": "$pageview",
      "math": "p95",
      "math_property": "$performance_page_loaded"
    }
  ],
  "trendsFilter": {
    "aggregationAxisFormat": "duration_ms"
  }
}
```

### Average session length — duration in seconds

```json
{
  "kind": "TrendsQuery",
  "series": [
    {
      "kind": "EventsNode",
      "event": "$pageleave",
      "math": "avg",
      "math_property": "$session_duration"
    }
  ],
  "trendsFilter": {
    "aggregationAxisFormat": "duration"
  }
}
```

### Revenue — currency in the project's base currency

```json
{
  "trendsFilter": {
    "aggregationAxisFormat": "currency",
    "decimalPlaces": 2
  }
}
```

### Fixed-currency value (e.g. LLM cost in USD) — pin the symbol

```json
{
  "trendsFilter": {
    "aggregationAxisPrefix": "$",
    "decimalPlaces": 2
  }
}
```

### Conversion rate — percentage from a 0-1 formula

```json
{
  "kind": "TrendsQuery",
  "series": [
    {
      "kind": "EventsNode",
      "event": "checkout_completed",
      "math": "dau"
    },
    {
      "kind": "EventsNode",
      "event": "checkout_started",
      "math": "dau"
    }
  ],
  "trendsFilter": {
    "formula": "A / B",
    "aggregationAxisFormat": "percentage_scaled",
    "decimalPlaces": 1
  }
}
```

## SQL insights (DataVisualizationNode)

SQL insights have no `trendsFilter`.
Formatting is per column, on `chartSettings.yAxis[].settings.formatting` for a chart and top-level `tableSettings.columns[].settings.formatting` for a table.

```json
{
  "kind": "DataVisualizationNode",
  "source": { "kind": "HogQLQuery", "query": "SELECT week, conversion_rate FROM ..." },
  "display": "ActionsLineGraph",
  "chartSettings": {
    "xAxis": { "column": "week" },
    "yAxis": [
      {
        "column": "conversion_rate",
        "settings": { "formatting": { "style": "percent", "decimalPlaces": 1 } }
      }
    ]
  }
}
```

`style` is `none`, `number`, `short`, or `percent` — no `duration` or `currency`.
Express those with `prefix` / `suffix`, or in the SQL itself.

`percent` both appends the `%` sign and multiplies the value by 100 (like the trends `percentage_scaled` format; there is no unscaled variant).
So feed it a 0-1 ratio and leave `suffix` unset — pick one shape, never a mix:

| SQL returns                       | `formatting`                                             | Renders |
| --------------------------------- | -------------------------------------------------------- | ------- |
| a 0-1 ratio (`a / b`)             | `{"style": "percent", "decimalPlaces": 1}`               | `47.3%` |
| 0-100 (`round(100.0 * a / b, 1)`) | `{"style": "number", "suffix": "%", "decimalPlaces": 1}` | `47.3%` |

A mix renders broken: `style: "percent"` plus a `"%"` suffix gives `47.3%%`, and `percent` on an already-scaled 0-100 column gives `4730%`.
Prefer the ratio form — it keeps the `100.0 *` out of the query, so the stored column stays a plain ratio for anything else that reads it.

## Updating an existing insight

If an insight you are already editing uses one of these anti-patterns — a
trends `formula`/`postfix` pair, or a SQL column with both `style: "percent"`
and a `"%"` suffix — fix it in the same `posthog:insight-update` call: drop the
divide-by-N or `100.0 *` and the literal `%`, and let the format own the unit.
Values stay the same, only labels change. Do not scan unrelated insights — fix
only the ones you are already touching.

© PostHog · MIT · PostHog/skills

Similar skills

All skills for Data and databases →

From the same set21

exploring-live-traffic A skill that teaches the agent to read PostHog's Live tab: who is on the site right now, which bots are crawling, and where visitors go. CX Codex +1 378installs finding-replay-for-issue Picks the session recording that actually shows what the user did before an error, instead of guessing among hundreds of linked sessions. CX Codex +1 375installs suggesting-data-imports Spots which data PostHog doesn't collect and points you to the right warehouse source. Handy when a query fails on a missing table. CX Codex +1 372installs inbox-exploration A skill for PostHog Inbox: lists signal reports, drills into them, and turns a report into a task or PR. CX Codex +1 370installs authoring-log-alerts Walks an agent through picking services, baselining them over a week and drafting thresholds that fire 0–3 times per week in a PostHog project. CX Codex +1 356installs triaging-error-issues Turns "what's broken?" into a short ranked list of PostHog errors worth a human look: new ones, spikes, and issues hitting many users. Built for a daily or on-call review. CX Codex +1 329installs signals-scout-general A PostHog skill that hunts cross-product correlations and covers surfaces the per-product scouts skip. Files findings as inbox reports. CX Codex +1 314installs designing-email-templates Creates and edits PostHog email templates for workflows and campaigns through MCP. Use it to build editable email designs with Liquid personalization and preview the result. CX Codex +1 301installs

Project sponsors

Companies that keep this analytics open
Gold sponsor

Impressions, clicks and code copies — open statistics. We keep the numbers public for the same reason NeBlask itself is public. Become a sponsor