swift-charts

dpearson2699/swift-ios-skills · updated Apr 8, 2026

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$npx skills add https://github.com/dpearson2699/swift-ios-skills --skill swift-charts
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summary

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skill.md

Swift Charts

Build data visualizations with Swift Charts targeting iOS 26+. Compose marks inside a Chart container, configure axes and scales with view modifiers, and use vectorized plots for large datasets.

See references/charts-patterns.md for extended patterns, 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, or SectorMark.
  3. Wrap marks in a Chart container.
  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+ data points, use vectorized plots (BarPlot, LinePlot, etc.).

2. Review existing chart code

Run through the Review Checklist at the end of this file.

Chart Container

// Data-driven init (single-series)
Chart(sales) { item in
    BarMark(x: .value("Month", item.month), y: .value("Revenue", item.revenue))
}

// Content closure init (multi-series, mixed marks)
Chart {
    ForEach(seriesA) { item in
        LineMark(x: .value("Date", item.date), y: .value("Value", item.value))
            .foregroundStyle(.blue)
    }
    RuleMark(y: .value("Target", 500))
        .foregroundStyle(.red)
}

// Custom ID key path
Chart(data, id: \.category) { item in
    BarMark(x: .value("Category", item.category), y: .value("Count", item.count))
}

Mark Types

BarMark (iOS 16+)

// 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+)

// 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+)

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+)

// 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: .v
how to use swift-charts

How to use swift-charts on Cursor

AI-first code editor with Composer

1

Prerequisites

Before installing skills in Cursor, ensure your development environment meets these requirements:

  • Cursor installed and configured on your development machine
  • Node.js version 16.0+ with npm package manager (verify with node --version)
  • Active project directory or workspace where you want to add swift-charts
2

Execute installation command

Execute the skills CLI command in your project's root directory to begin installation:

$npx skills add https://github.com/dpearson2699/swift-ios-skills --skill swift-charts

The skills CLI fetches swift-charts from GitHub repository dpearson2699/swift-ios-skills and configures it for Cursor.

3

Select Cursor when prompted

The CLI will show a list of available agents. Use arrow keys to navigate and space to select Cursor:

◆ Which agents do you want to install to?
│ ── Universal (.agents/skills) ── always included ────
│ • Amp
│ • Antigravity
│ • Cline
│ • Codex
│ ●Cursor(selected)
│ • Cursor
│ • Windsurf
4

Verify installation

Confirm successful installation by checking the skill directory location:

.cursor/skills/swift-charts

Reload or restart Cursor to activate swift-charts. Access the skill through slash commands (e.g., /swift-charts) or your agent's skill management interface.

Security & Verification Notice

We perform automated surface-level scans (Gen AI Scanner, Socket, Snyk) during installation. These checks detect common vulnerabilities but do not guarantee complete security. Always review skill source code and verify the publisher's reputation before production use.

Skills execute code in your development environment. Always verify the publisher's identity, review recent commits, and test in isolated environments before production deployment.

List & Monetize Your Skill

Submit your Claude Code skill and start earning

GET_STARTED →

Use Cases

User Story & Requirements Generation

Create detailed user stories, acceptance criteria, and feature specs

Example

Generate user stories for 'password reset feature' with acceptance criteria, edge cases, and test scenarios

Reduce spec writing time by 50%, ensure comprehensive coverage

Competitive Analysis

Research competitors, compare features, identify gaps

Example

Analyze 5 competitor products, create feature comparison matrix, suggest differentiation opportunities

Complete competitive research in 2 hours instead of 2 days

Roadmap Prioritization

Evaluate features using frameworks (RICE, ICE, Kano) and create prioritized backlogs

Example

Score 20 feature ideas using RICE framework, generate prioritized roadmap with rationale

Make data-driven prioritization decisions faster

Stakeholder Communication

Draft PRDs, status updates, and stakeholder presentations

Example

Create executive summary of Q3 roadmap, monthly progress report, feature launch announcement

Save 3-5 hours/week on communication overhead

Implementation Guide

Prerequisites

  • Claude Desktop or compatible AI client
  • Access to product documentation and roadmap tools (Jira, Notion, etc.)
  • Understanding of product management frameworks (RICE, Jobs-to-be-Done, etc.)
  • Stakeholder contact information and communication channels

Time Estimate

30-60 minutes to see productivity improvements

Installation Steps

  1. 1.Install product management skill
  2. 2.Start with user story generation for known feature
  3. 3.Progress to competitive analysis: research 2-3 competitors
  4. 4.Use for roadmap prioritization: apply RICE/ICE scoring
  5. 5.Draft stakeholder communications and refine based on feedback
  6. 6.Build template library for recurring PM tasks
  7. 7.Share effective prompts with product team

Common Pitfalls

  • Not validating competitive research—verify facts before sharing
  • Accepting user stories without involving engineering team
  • Over-relying on frameworks without qualitative judgment
  • Not customizing outputs to company culture and communication style
  • Skipping stakeholder validation of generated requirements

Best Practices

✓ Do

  • +Validate research and competitive analysis with real data
  • +Collaborate with engineering when generating technical requirements
  • +Customize frameworks and templates to your company context
  • +Use skill for first drafts, refine with stakeholder input
  • +Document successful prompt patterns for PM tasks
  • +Combine AI efficiency with human judgment and intuition

✗ Don't

  • Don't publish competitive analysis without fact-checking
  • Don't finalize user stories without engineering review
  • Don't make prioritization decisions solely on AI scoring
  • Don't skip customer validation of generated requirements
  • Don't ignore company-specific context and culture

💡 Pro Tips

  • Provide context: company goals, constraints, customer feedback
  • Ask for alternatives: 'Show 3 ways to prioritize this roadmap'
  • Request stakeholder-specific formatting: 'Executive summary vs. engineering spec'
  • Use skill for 70% generation + 30% customization to company needs

When to Use This

✓ Use When

Use for user story writing, competitive research, roadmap prioritization, stakeholder communication, and PRD drafting. Best for reducing repetitive documentation and research work.

✗ Avoid When

Avoid for strategic product vision (requires deep customer empathy), pricing decisions (needs market and financial expertise), or when face-to-face customer discovery is more valuable than speed.

Learning Path

  1. 1Basic: user stories, feature specs, status updates
  2. 2Intermediate: competitive analysis, prioritization frameworks, PRDs
  3. 3Advanced: product strategy, go-to-market planning, OKR setting
  4. 4Expert: product vision, market positioning, business model innovation

Discussion

Product Hunt–style comments (not star reviews)
  • No comments yet — start the thread.
general reviews

Ratings

4.633 reviews
  • Zaid Ghosh· Dec 24, 2024

    Keeps context tight: swift-charts is the kind of skill you can hand to a new teammate without a long onboarding doc.

  • Mateo Sharma· Dec 24, 2024

    We added swift-charts from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.

  • Ama Verma· Dec 20, 2024

    swift-charts is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.

  • Rahul Santra· Nov 23, 2024

    Keeps context tight: swift-charts is the kind of skill you can hand to a new teammate without a long onboarding doc.

  • Diya Tandon· Nov 15, 2024

    Registry listing for swift-charts matched our evaluation — installs cleanly and behaves as described in the markdown.

  • Min Abebe· Nov 15, 2024

    swift-charts fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Yash Thakker· Nov 11, 2024

    Solid pick for teams standardizing on skills: swift-charts is focused, and the summary matches what you get after install.

  • Pratham Ware· Oct 14, 2024

    I recommend swift-charts for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.

  • Diya Gupta· Oct 6, 2024

    Useful defaults in swift-charts — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • Jin Bansal· Oct 6, 2024

    swift-charts has been reliable in day-to-day use. Documentation quality is above average for community skills.

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