axiom-sqlitedata-migration

charleswiltgen/axiom · updated Apr 8, 2026

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$npx skills add https://github.com/charleswiltgen/axiom --skill axiom-sqlitedata-migration
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summary

SwiftData (Before)

skill.md

Migrating from SwiftData to SQLiteData

When to Switch

┌─────────────────────────────────────────────────────────┐
│ Should I switch from SwiftData to SQLiteData?           │
├─────────────────────────────────────────────────────────┤
│                                                         │
│  Performance problems with 10k+ records?                │
│    YES → SQLiteData (10-50x faster for large datasets)  │
│                                                         │
│  Need CloudKit record SHARING (not just sync)?          │
│    YES → SQLiteData (SwiftData cannot share records)    │
│                                                         │
│  Complex queries across multiple tables?                │
│    YES → SQLiteData + raw GRDB when needed              │
│                                                         │
│  Need Sendable models for Swift 6 concurrency?          │
│    YES → SQLiteData (value types, not classes)          │
│                                                         │
│  Testing @Model classes is painful?                     │
│    YES → SQLiteData (pure structs, easy to mock)        │
│                                                         │
│  Happy with SwiftData for simple CRUD?                  │
│    YES → Stay with SwiftData (simpler for basic apps)   │
│                                                         │
└─────────────────────────────────────────────────────────┘

Pattern Equivalents

SwiftData SQLiteData
@Model class Item @Table nonisolated struct Item
@Attribute(.unique) @Column(primaryKey: true) or SQL UNIQUE
@Relationship var tags: [Tag] var tagIDs: [Tag.ID] + join query
@Query var items: [Item] @FetchAll var items: [Item]
@Query(sort: \.title) @FetchAll(Item.order(by: \.title))
@Query(filter: #Predicate { $0.isActive }) @FetchAll(Item.where(\.isActive))
@Environment(\.modelContext) @Dependency(\.defaultDatabase)
context.insert(item) Item.insert { Item.Draft(...) }.execute(db)
context.delete(item) Item.find(id).delete().execute(db)
try context.save() Automatic in database.write { } block
ModelContainer(for:) prepareDependencies { $0.defaultDatabase = }

Code Example

SwiftData (Before)

import SwiftData

@Model
class Task {
    var id: UUID
    var title: String
    var isCompleted: Bool
    var project: Project?

    init(title: String) {
        self.id = UUID()
        self.title = title
        self.isCompleted = false
    }
}

struct TaskListView: View {
    @Environment(\.modelContext) private var context
    @Query(sort: \.title) private var tasks: [Task]

    var body: some View {
        List(tasks) { task in
            Text(task.title)
        }
    }

    func addTask(_ title: String) {
        let task = Task(title: title)
        context.insert(task)
    }

    func deleteTask(_ task: Task) {
        context.delete(task)
    }
}

SQLiteData (After)

import SQLiteData

@Table
nonisolated struct Task: Identifiable {
    let id: UUID
    var title = ""
    var isCompleted = false
    var projectID: Project.ID?
}

struct TaskListView: View {
    @Dependency(\.defaultDatabase) var database
    @FetchAll(Task.order(by: \.title)) var tasks

    var body: some View {
        List(tasks) { task in
            Text(task.title)
        }
    }

    func addTask(_ title: String) {
        try database.write { db in
            try Task.insert {
                Task.Draft(title: title)
            }
            .execute(db)
        }
    }

    func deleteTask(_ task: Task) {
        try database.write { db in
            try Task.find(task.id).delete().execute(db)
        }
    }
}

Key differences:

  • classstruct with nonisolated
  • @Model@Table
  • @Query@FetchAll
  • @Environment(\.modelContext)@Dependency(\.defaultDatabase)
  • Implicit save → Explicit database.write { } block
  • Direct init → .Draft type for inserts
  • @Relationship → Explicit foreign key + join

CloudKit Sharing (SwiftData Can't Do This)

SwiftData supports CloudKit sync but NOT sharing. SQLiteData is the only Apple-native option for record sharing.

// 1. Setup SyncEngine with sharing
prepareDependencies {
    $0.defaultDatabase = try! appDatabase()
    $0.defaultSyncEngine = try SyncEngine(
        for: $0.defaultDatabase,
        tables: Task.self, Project.self
    )
}

// 2. Share a record
@Dependency(\.defaultSyncEngine) var syncEngine
@State var sharedRecord: SharedRecord?

func shareProject(_ project: Project) async throws {
    sharedRecord = try await syncEngine.share(record: project) { share in
        share[CKShare.SystemFieldKey.title] = "Join my project!"
    }
}

// 3. Present native sharing UI
.sheet(item: $sharedRecord) { record in
    CloudSharingView(sharedRecord: record)
}

Sharing enables: Collaborative lists, shared workspaces, family sharing, team features.


Performance Comparison

Operation SwiftData SQLiteData Improvement
Insert 50k records ~4 minutes ~45 seconds 5x
Query 10k with predicate ~2 seconds ~50ms 40x
Memory (10k objects) ~80MB ~20MB 4x smaller
Cold launch (large DB) ~3 seconds ~200ms 15x

Benchmarks approximate, vary by device and data shape.


Migrating Existing User Data

Critical: Schema migration alone loses all user data. You must export from SwiftData and import into SQLiteData.

// 1. Read all records from SwiftData's backing store
func migrateExistingData(from modelContext: ModelContext, to database: any DatabaseWriter) throws {
    // Fetch all SwiftData records
    
how to use axiom-sqlitedata-migration

How to use axiom-sqlitedata-migration 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 axiom-sqlitedata-migration
2

Execute installation command

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

$npx skills add https://github.com/charleswiltgen/axiom --skill axiom-sqlitedata-migration

The skills CLI fetches axiom-sqlitedata-migration from GitHub repository charleswiltgen/axiom 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/axiom-sqlitedata-migration

Reload or restart Cursor to activate axiom-sqlitedata-migration. Access the skill through slash commands (e.g., /axiom-sqlitedata-migration) 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)
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general reviews

Ratings

4.871 reviews
  • Hana Rao· Dec 28, 2024

    Registry listing for axiom-sqlitedata-migration matched our evaluation — installs cleanly and behaves as described in the markdown.

  • James Ndlovu· Dec 28, 2024

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

  • Neel Mensah· Dec 20, 2024

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

  • Ira Wang· Dec 20, 2024

    axiom-sqlitedata-migration fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Hana Gupta· Dec 16, 2024

    Registry listing for axiom-sqlitedata-migration matched our evaluation — installs cleanly and behaves as described in the markdown.

  • James Gonzalez· Dec 12, 2024

    We added axiom-sqlitedata-migration from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.

  • James Ramirez· Dec 4, 2024

    axiom-sqlitedata-migration reduced setup friction for our internal harness; good balance of opinion and flexibility.

  • Yash Thakker· Nov 23, 2024

    We added axiom-sqlitedata-migration from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.

  • James Abbas· Nov 23, 2024

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

  • Arya Iyer· Nov 19, 2024

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

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