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Swift Charts

CommunityPopular
dpearson2699
swift-charts

Implement, review, or improve data visualizations using Swift Charts. Use when building bar, line, area, point, pie, donut, or iOS 26 3D charts; when adding chart selection, scrolling, annotations, axes, scales, legends, or foregroundStyle grouping; when plotting functions with BarPlot, LinePlot, AreaPlot, PointPlot, Chart3D, or SurfacePlot; or when creating heat maps, Gantt charts, grouped bars, sparklines, threshold lines, or spatial visualizations.

Overview

Publisherdpearson2699
Repositoryswift-ios-skills
Skill nameswift-charts
Stars
1.2K
Forks
61
Bundled files
2
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 2 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by dpearson2699 on GitHub. Read the source before you install it.

Installation

Install the Swift Charts AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/dpearson2699/swift-ios-skills/tree/main/skills/swift-charts
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/dpearson2699/swift-ios-skills.git /tmp/swift-ios-skills
mkdir -p .claude/skills
cp -r /tmp/swift-ios-skills/skills/swift-charts .claude/skills/swift-charts
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Swift Charts in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Swift Charts on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Swift Charts is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Swift Charts

Build data visualizations with Swift Charts targeting iOS 26+. Compose marks inside Chart or Chart3D, configure axes and scales with view modifiers, and use vectorized plots or 3D plots when the data calls for them.

See references/charts-patterns.md for extended patterns, 3D charts, accessibility, and theming guidance.

Contents

Workflow

1. Build a new chart

  1. Define data as an Identifiable struct or use id: key path.
  2. Choose mark type(s): BarMark, LineMark, PointMark, AreaMark, RuleMark, RectangleMark, SectorMark, or SurfacePlot.
  3. Wrap 2D marks in Chart; use Chart3D only for real spatial or surface data.
  4. Encode visual channels: .foregroundStyle(by:), .symbol(by:), .lineStyle(by:).
  5. Configure axes with .chartXAxis / .chartYAxis.
  6. Set scale domains with .chartXScale(domain:) / .chartYScale(domain:).
  7. Add selection, scrolling, or annotations as needed.
  8. For 1000+ 2D data points, use vectorized plots (BarPlot, LinePlot, etc.).
  9. Render representative empty, typical, dense, large-text, high-contrast, and VoiceOver states; exercise selection and scrolling when present.
  10. If an encoding, axis, selection, or accessibility check fails, restore the data fixture, fix one layer, and rerun the same matrix before adding decoration.

2. Review existing chart code

Identify the data semantics before judging mark choice. Then trace every value through mark, scale, axis, style, selection, and accessibility output; run the same validation matrix used for new charts.

Chart Container

swift
Chart(sales) { item in
    BarMark(x: .value("Month", item.month), y: .value("Revenue", item.revenue))
}

Use the data-driven initializer for a single collection. Use the content closure for mixed marks or multiple series, and pass id: when elements are not Identifiable. Load references/charts-patterns.md for complete mixed-series, theming, accessibility, and 3D recipes.

Mark Types

BarMark (iOS 16+)

swift
// Vertical bar
BarMark(x: .value("Month", item.month), y: .value("Sales", item.sales))

// Stacked by category (automatic when same x maps to multiple bars)
BarMark(x: .value("Month", item.month), y: .value("Sales", item.sales))
    .foregroundStyle(by: .value("Product", item.product))

// Horizontal bar
BarMark(x: .value("Sales", item.sales), y: .value("Month", item.month))

// Interval bar (Gantt chart)
BarMark(
    xStart: .value("Start", item.start),
    xEnd: .value("End", item.end),
    y: .value("Task", item.task)
)

LineMark (iOS 16+)

swift
// Single line
LineMark(x: .value("Date", item.date), y: .value("Price", item.price))

// Multi-series via foregroundStyle encoding
LineMark(x: .value("Date", item.date), y: .value("Temp", item.temp))
    .foregroundStyle(by: .value("City", item.city))
    .interpolationMethod(.catmullRom)

// Multi-series with explicit series parameter
LineMark(
    x: .value("Date", item.date),
    y: .value("Price", item.price),
    series: .value("Ticker", item.ticker)
)

PointMark (iOS 16+)

swift
PointMark(x: .value("Height", item.height), y: .value("Weight", item.weight))
    .foregroundStyle(by: .value("Species", item.species))
    .symbol(by: .value("Species", item.species))
    .symbolSize(100)

AreaMark (iOS 16+)

swift
// Stacked area
AreaMark(x: .value("Date", item.date), y: .value("Sales", item.sales))
    .foregroundStyle(by: .value("Category", item.category))

// Range band
AreaMark(
    x: .value("Date", item.date),
    yStart: .value("Min", item.min),
    yEnd: .value("Max", item.max)
)
.opacity(0.3)

RuleMark (iOS 16+)

swift
RuleMark(y: .value("Target", 9000))
    .foregroundStyle(.red)
    .lineStyle(StrokeStyle(dash: [5, 3]))
    .annotation(position: .top, alignment: .leading) {
        Text("Target").font(.caption).foregroundStyle(.red)
    }

RectangleMark (iOS 16+)

swift
RectangleMark(x: .value("Hour", item.hour), y: .value("Day", item.day))
    .foregroundStyle(by: .value("Intensity", item.intensity))

SectorMark (iOS 17+)

Use SectorMark for strictly positive values; filter, aggregate, or explain zero/negative values outside the pie or donut.

swift
// Pie chart
Chart(data, id: \.name) { item in
    SectorMark(angle: .value("Sales", item.sales))
        .foregroundStyle(by: .value("Category", item.name))
}

// Donut chart
Chart(data, id: \.name) { item in
    SectorMark(
        angle: .value("Sales", item.sales),
        innerRadius: .ratio(0.618),
        outerRadius: .inset(10),
        angularInset: 1
    )
    .cornerRadius(4)
    .foregroundStyle(by: .value("Category", item.name))
}

Axis Customization

swift
// Hide axes
.chartXAxis(.hidden)
.chartYAxis(.hidden)

// Custom axis content
.chartXAxis {
    AxisMarks(values: .stride(by: .month)) { value in
        AxisGridLine()
        AxisTick()
        AxisValueLabel(format: .dateTime.month(.abbreviated))
    }
}

// Multiple AxisMarks compositions (different intervals for grid vs. labels)
.chartXAxis {
    AxisMarks(values: .stride(by: .day)) { _ in AxisGridLine() }
    AxisMarks(values: .stride(by: .week)) { _ in
        AxisTick()
        AxisValueLabel(format: .dateTime.week())
    }
}

// Axis labels (titles)
.chartXAxisLabel("Time", position: .bottom, alignment: .center)
.chartYAxisLabel("Revenue ($)", position: .leading, alignment: .center)

Scale Configuration

swift
.chartYScale(domain: 0...100)                          // Explicit numeric domain
.chartYScale(domain: .automatic(includesZero: true))   // Include zero
.chartYScale(domain: 1...10000, type: .log)            // Logarithmic scale
.chartXScale(domain: ["Mon", "Tue", "Wed", "Thu"])     // Categorical ordering

Foreground Style and Encoding

swift
BarMark(...).foregroundStyle(.blue)                                    // Static color
BarMark(...).foregroundStyle(by: .value("Category", item.category))   // Data encoding
AreaMark(...).foregroundStyle(                                         // Gradient
    .linearGradient(colors: [.blue, .cyan], startPoint: .bottom, endPoint: .top)
)

Selection (iOS 17+)

swift
@State private var selectedDate: Date?
@State private var selectedRange: ClosedRange<Date>?
@State private var selectedAngle: Double?

// Point selection
Chart(data) { item in
    LineMark(x: .value("Date", item.date), y: .value("Value", item.value))
}
.chartXSelection(value: $selectedDate)

// Range selection
.chartXSelection(range: $selectedRange)

// Angular selection binds the plottable angle value; derive the category from ranges.
.chartAngleSelection(value: $selectedAngle)

Scrollable Charts (iOS 17+)

swift
Chart(dailyData) { item in
    BarMark(x: .value("Date", item.date, unit: .day), y: .value("Steps", item.steps))
}
.chartScrollableAxes(.horizontal)
.chartXVisibleDomain(length: 3600 * 24 * 7) // 7 days visible
.chartScrollPosition(initialX: latestDate)
.chartScrollTargetBehavior(
    .valueAligned(matching: DateComponents(hour: 0), majorAlignment: .page)
)

Annotations

swift
BarMark(x: .value("Month", item.month), y: .value("Sales", item.sales))
    .annotation(position: .top, alignment: .center, spacing: 4) {
        Text("\(item.sales, format: .number)").font(.caption2)
    }

// Overflow resolution
.annotation(
    position: .top,
    overflowResolution: .init(x: .fit(to: .chart), y: .padScale)
) { Text("Label") }

Legend

swift
.chartLegend(.hidden)                                           // Hide
.chartLegend(position: .bottom, alignment: .center, spacing: 10) // Position
.chartLegend(position: .bottom) {                                // Custom
    HStack {
        ForEach(categories, id: \.self) { cat in
            Label(cat, systemImage: "circle.fill").font(.caption)
        }
    }
}

Vectorized Plots (iOS 18+)

Use for large datasets (1000+ points). Accept entire collections or functions.

swift
// Data-driven
Chart {
    BarPlot(sales, x: .value("Month", \.month), y: .value("Revenue", \.revenue))
        .foregroundStyle(\.barColor)
}

// Function plotting: y = f(x)
Chart {
    LinePlot(x: "x", y: "y", domain: -5...5) { x in sin(x) }
}

// Parametric: (x, y) = f(t)
Chart {
    LinePlot(x: "x", y: "y", t: "t", domain: 0...(2 * .pi)) { t in
        (x: cos(t), y: sin(t))
    }
}

Apply KeyPath-based modifiers before simple-value modifiers:

swift
BarPlot(data, x: .value("X", \.x), y: .value("Y", \.y))
    .foregroundStyle(\.color)    // KeyPath first
    .opacity(0.8)                // Value modifier second

3D Charts (iOS 26+)

Use Chart3D for spatial data or bivariate surfaces, not as a decorative replacement for ordinary 2D categorical or time-series charts. Chart3D accepts SurfacePlot plus 3D initializers of PointMark, RuleMark, and RectangleMark.

swift
@State private var pose: Chart3DPose = .default

Chart3D {
    SurfacePlot(x: "x", y: "y", z: "z") { x, z in
        sin(2 * x) * cos(2 * z)
    }
    .foregroundStyle(.heightBased)
}
.chartXScale(domain: -2...2)
.chartYScale(domain: -1...1)
.chartZScale(domain: -2...2)
.chart3DPose($pose)

Common Mistakes

1. Missing series parameter for multi-line charts

swift
// WRONG -- all points connect into one line
Chart {
    ForEach(allCities) { item in
        LineMark(x: .value("Date", item.date), y: .value("Temp", item.temp))
    }
}

// CORRECT -- separate lines per city
Chart {
    ForEach(allCities) { item in
        LineMark(x: .value("Date", item.date), y: .value("Temp", item.temp))
            .foregroundStyle(by: .value("City", item.city))
    }
}

2. Too many SectorMark slices

swift
// WRONG -- 20 tiny sectors are unreadable
Chart(twentyCategories, id: \.name) { item in
    SectorMark(angle: .value("Value", item.value))
}

// CORRECT -- group into top 5 + "Other"
Chart(groupedData, id: \.name) { item in
    SectorMark(angle: .value("Value", item.value))
        .foregroundStyle(by: .value("Category", item.name))
}

3. Missing scale domain when zero-baseline matters

swift
// WRONG -- axis starts at ~95; small changes look dramatic
Chart(data) {
    LineMark(x: .value("Day", $0.day), y: .value("Score", $0.score))
}

// CORRECT -- explicit domain for honest representation
Chart(data) {
    LineMark(x: .value("Day", $0.day), y: .value("Score", $0.score))
}
.chartYScale(domain: 0...100)

4. Static foregroundStyle overriding data encoding

swift
// WRONG -- static color overrides by-value encoding
BarMark(x: .value("X", item.x), y: .value("Y", item.y))
    .foregroundStyle(by: .value("Category", item.category))
    .foregroundStyle(.blue)

// CORRECT -- use only the data encoding
BarMark(x: .value("X", item.x), y: .value("Y", item.y))
    .foregroundStyle(by: .value("Category", item.category))

5. Individual marks for 10,000+ data points

swift
// WRONG -- creates 10,000 mark views; slow
Chart(largeDataset) { item in
    PointMark(x: .value("X", item.x), y: .value("Y", item.y))
}

// CORRECT -- vectorized plot (iOS 18+)
Chart {
    PointPlot(largeDataset, x: .value("X", \.x), y: .value("Y", \.y))
}

6. Fixed chart height breaking Dynamic Type

swift
// WRONG -- clips axis labels at large text sizes
Chart(data) { ... }
    .frame(height: 200)

// CORRECT -- adaptive sizing
Chart(data) { ... }
    .frame(minHeight: 200, maxHeight: 400)

7. KeyPath modifier after value modifier on vectorized plots

swift
// WRONG -- compiler error
BarPlot(data, x: .value("X", \.x), y: .value("Y", \.y))
    .opacity(0.8)
    .foregroundStyle(\.color)

// CORRECT -- KeyPath modifiers first
BarPlot(data, x: .value("X", \.x), y: .value("Y", \.y))
    .foregroundStyle(\.color)
    .opacity(0.8)

8. Missing accessibility labels

swift
// WRONG -- VoiceOver users get no context
Chart(data) {
    BarMark(x: .value("Month", $0.month), y: .value("Sales", $0.sales))
}

// CORRECT -- add per-mark accessibility
Chart(data) { item in
    BarMark(x: .value("Month", item.month), y: .value("Sales", item.sales))
        .accessibilityLabel("\(item.month)")
        .accessibilityValue("\(item.sales) units sold")
}

9. Treating angle selection as category selection

chartAngleSelection(value:) binds the selected plottable angle value. For pie and donut charts, map that numeric value through cumulative sector ranges before comparing it to a category label.

Review Checklist

  • Data model uses Identifiable or chart uses id: key path
  • Mark type matches goal (bar=comparison, line=trend, sector=proportion)
  • Multi-series lines use series: parameter or .foregroundStyle(by:)
  • Axes configured with appropriate labels, ticks, and grid lines
  • Scale domain set explicitly when zero-baseline matters
  • Pie/donut uses positive values, 5-7 sectors, and "Other" grouping
  • Selection binding type matches axis data type (Date? for date axis)
  • Pie/donut angle selection maps numeric angle values back to categories
  • Scrollable charts set .chartXVisibleDomain(length:) for viewport
  • Vectorized plots used for datasets exceeding 1000 points
  • KeyPath modifiers applied before value modifiers on vectorized plots
  • Chart3D used only for real 3D data or surfaces, with z scale and pose reviewed
  • Accessibility labels added to marks for VoiceOver
  • Chart tested with Dynamic Type and Dark Mode
  • Legend visible and positioned, or intentionally hidden
  • Ensure chart data model types are Sendable; update chart data on @MainActor

References

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Swift Charts AI skill do?

Implement, review, or improve data visualizations using Swift Charts. Use when building bar, line, area, point, pie, donut, or iOS 26 3D charts; when adding chart selection, scrolling, annotations, axes, scales, legends, or foregroundStyle grouping; when plotting functions with BarPlot, LinePlot, AreaPlot, PointPlot, Chart3D, or SurfacePlot; or when creating heat maps, Gantt charts, grouped bars, sparklines, threshold lines, or spatial visualizations.

Why use Swift Charts on TypingMind?

Because you install it once and use it with any model. Swift Charts is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Swift Charts in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/dpearson2699/swift-ios-skills/tree/main/skills/swift-charts. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Swift Charts?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Swift Charts?

As many as you like. As long as a model supports skills, you can use Swift Charts with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Swift Charts AI skill free?

It is published on GitHub by dpearson2699. Check the repository for licensing terms. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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