Axiom Data

CharlesWiltgen/Axiom/axiom-cursor/skills/axiom-data

作者 CharlesWiltgen82c7feafae634a79b4336b3381289441886c122c无许可证1.1K 个星标收录于 2026年10月9日更新于 2026年10月9日仓库今天更新

Use when working with ANY data persistence, database, storage, CloudKit, migration, or serialization in an Apple app. Covers SwiftData, Core Data, GRDB, SQLite, Realm, CloudKit sync, file storage, Codable, migrations.

AI 生成的概览

面向 Apple 平台数据持久化的路由技能,涵盖 SwiftData、Core Data、GRDB、SQLite、CloudKit、存储与迁移。

功能
这是一个仅含说明的路由技能,把 Apple 应用中的数据与持久化问题指向对应的参考文档,例如 SwiftData、Core Data、GRDB、SQLiteData、CloudKit 同步、文件存储、Codable 与架构迁移。它还会指向针对 Core Data、Codable、iCloud、存储、数据库架构、GRDB 性能和 SwiftData 的专用审计子代理。它产出的是路由结论与审计建议,而不是代码或文件。
适用场景
适用于处理 Apple 应用中任何数据持久化、数据库、存储、CloudKit 同步、迁移或序列化任务时。也用于在多种持久化方案之间做选择,以及对现有数据代码发起安全性或性能审计。
运行要求
不含脚本,仅为说明。需要代理环境能够读取所引用的技能文件,并在执行审计时能够访问指定的子代理或审计命令。

Data & Persistence

You MUST use this skill for ANY data persistence, database, storage, CloudKit, or serialization work.

Cursor Subagent Routing

Delegate to the appropriate Cursor subagent when this router calls for a specialized auditor.

When to Use

Use this skill when working with:

  • Databases (SwiftData, Core Data, GRDB, SQLiteData)
  • Schema migrations
  • CloudKit sync
  • File storage (iCloud Drive, local storage)
  • Data serialization (Codable, JSON)
  • Storage strategy decisions
  • Keychain / secure credential storage
  • Encryption, signing, key management (CryptoKit)

Quick Reference

Symptom / TaskReference
SwiftData @Model, @Query, ModelContext, sectioned queries / ResultsObserver / @Attribute(.codable) / dynamic compound predicates (OS27)See skills/swiftdata.md
SwiftData schema migration, VersionedSchemaSee skills/swiftdata-migration.md
SwiftData migration crashes, data lossSee skills/swiftdata-migration-diag.md
Migrating from Realm to SwiftDataSee skills/realm-migration-ref.md
SwiftData vs SQLiteData decisionSee skills/sqlitedata-migration.md
GRDB queries, upsert, ValueObservation, DatabaseMigrator, encryptionSee skills/grdb.md
GRDB performance, indexes, EXPLAIN QUERY PLAN, cursors, observation not firingSee skills/grdb-performance.md
Full-text search (FTS5) in GRDB or SQLiteDataSee skills/sqlite-fts-ref.md
Storing or querying JSON inside a SQLite column (JSON1, JSONB)See skills/sql-json-ref.md
GRDB shared across app + widget/extension (App Group)See skills/grdb-app-groups.md
SQLiteData @Table, CRUD, SyncEngineSee skills/sqlitedata.md
SQLiteData advanced patterns, CTEs, viewsSee skills/sqlitedata-ref.md
@Shared / @SharedReader, appStorage or fileStorage persistence, custom SharedKey, isLoading / loadError on @FetchAllSee skills/swift-sharing.md
Core Data stack, relationships, concurrencySee skills/core-data.md
Core Data migration crashes, thread errorsSee skills/core-data-diag.md
ANY schema migration safetySee skills/database-migration.md
Codable, JSON encoding/decodingSee skills/codable.md
Cloud sync architecture, offline-firstSee skills/cloud-sync.md
CloudKit, CKSyncEngine, CKRecordSee skills/cloudkit-ref.md
iCloud Drive, ubiquitous containersSee skills/icloud-drive-ref.md
Cloud sync errors, conflict resolutionSee skills/cloud-sync-diag.md
Storage strategy, where to store dataSee skills/storage.md
Storage issues, files disappearedSee skills/storage-diag.md
Storage management, disk pressureSee skills/storage-management-ref.md
Keychain / secure credential storageSee axiom-security (skills/keychain.md)
Keychain errors (errSecDuplicateItem)See axiom-security (skills/keychain-diag.md)
Keychain API referenceSee axiom-security (skills/keychain-ref.md)
Encryption / signing / key managementSee axiom-security (skills/cryptokit.md)
CryptoKit API referenceSee axiom-security (skills/cryptokit-ref.md)
File protection, NSFileProtectionSee axiom-security (skills/file-protection-ref.md)
tvOS data persistence (no guaranteed-persistent local storage)See axiom-swift (skills/tvos.md)
tvOS + CloudKit SyncEngineSee skills/sqlitedata.md

Automated Scanning

Core Data audit → Delegate to the core-data-auditor subagent or /axiom-audit core-data (safety violations, architectural gaps — migration options, thread-confinement, N+1 queries, merge policies, context isolation) Codable audit → Delegate to the codable-auditor subagent or /axiom-audit codable (safety violations, semantic gaps — try? swallowing errors, JSONSerialization, date handling, silent field drops, wrapper-hidden fallbacks, cross-file strategy drift, enum future-case crashes) iCloud audit → Delegate to the icloud-auditor subagent or /axiom-audit icloud (entitlement checks, file coordination, incomplete CKError matrix coverage, missing account-change observation, polling vs CKSubscriptions, SwiftData + CloudKit unsupported features, compound risks like uncoordinated I/O across extensions) Storage audit → Delegate to the storage-auditor subagent or /axiom-audit storage (wrong file locations, missing backup exclusions, sensitive data on disk vs Keychain, missing App Group containers, unbounded cache growth, orphan files, compound risks like user data in tmp/ + critical content) Database schema audit → Delegate to the database-schema-auditor subagent or /axiom-audit database-schema (unsafe ALTER TABLE, DROP operations, missing idempotency, FK constraints declared but not enforced, incomplete upgrade paths, compound risks like INSERT OR REPLACE on FK-referenced tables) GRDB performance audit → Delegate to the grdb-performance-auditor subagent or /axiom-audit grdb-performance (raw SQL string interpolation, missing FK indexes in raw SQL, missing PRAGMA optimize for raw-GRDB apps, journal mode mismatch for app-group DBs, missing observesSuspensionNotifications for shared DBs, prefix-redundant indexes in raw SQL, legacy Record subclass, INSERT OR REPLACE misused as upsert, observation on WITHOUT ROWID tables, WITHOUT ROWID upsert bugs) SwiftData audit → Delegate to the swiftdata-auditor subagent or /axiom-audit swiftdata (struct models, missing schema registration, array relationships without defaults, background context misuse, N+1 patterns, stale predicates, CloudKit conformance gaps, compound risks like struct model + array relationship)

Decision Tree

  1. SwiftData? → skills/swiftdata.md, skills/swiftdata-migration.md
  2. Core Data? → skills/core-data.md, skills/core-data-diag.md
  3. GRDB? → skills/grdb.md 3a. GRDB perf, slow query, schema design for perf? → skills/grdb-performance.md 3b. FTS5 (full-text search, any layer)? → skills/sqlite-fts-ref.md 3c. DB shared across app + extension/widget/Live Activity? → skills/grdb-app-groups.md
  4. SQLiteData? → skills/sqlitedata.md, skills/sqlitedata-ref.md 4a. @Shared/@SharedReader, or the loading/error state behind @FetchAll? → skills/swift-sharing.md
  5. ANY schema migration? → skills/database-migration.md (ALWAYS — prevents data loss)
  6. Realm migration? → skills/realm-migration-ref.md
  7. SwiftData vs SQLiteData? → skills/sqlitedata-migration.md
  8. Cloud sync architecture? → skills/cloud-sync.md
  9. CloudKit? → skills/cloudkit-ref.md
  10. iCloud Drive? → skills/icloud-drive-ref.md
  11. Cloud sync errors? → skills/cloud-sync-diag.md
  12. Codable/JSON serialization? → skills/codable.md
  13. File storage strategy? → skills/storage.md, skills/storage-diag.md, skills/storage-management-ref.md
  14. File protection? → See axiom-security (skills/file-protection-ref.md)
  15. Keychain / storing tokens, passwords, secrets securely? → See axiom-security (skills/keychain.md), See axiom-security (skills/keychain-diag.md), See axiom-security (skills/keychain-ref.md)
  16. SecItem errors (errSecDuplicateItem, errSecItemNotFound, errSecInteractionNotAllowed)? → See axiom-security (skills/keychain-diag.md)
  17. Encryption, signing, Secure Enclave, CryptoKit? → See axiom-security (skills/cryptokit.md), See axiom-security (skills/cryptokit-ref.md)
  18. Quantum-secure cryptography, HPKE, ML-KEM? → See axiom-security (skills/cryptokit.md)
  19. Want Core Data safety scan? → core-data-auditor (Agent)
  20. Want Codable anti-pattern scan? → codable-auditor (Agent)
  21. Want iCloud sync audit? → icloud-auditor (Agent)
  22. Want storage location audit? → storage-auditor (Agent)
  23. Want database schema/migration safety scan? → database-schema-auditor (Agent) 23a. Want GRDB performance/app-group scan? → grdb-performance-auditor (Agent)
  24. Want SwiftData code audit? → swiftdata-auditor (Agent)
  25. tvOS data persistence? → See axiom-swift (skills/tvos.md) (CRITICAL: every local directory is purgeable between launches, so iCloud is the source of truth) + skills/sqlitedata.md (CloudKit SyncEngine)
  26. SwiftData @MainActor / background context threading? → /skill axiom-concurrency
  27. Structured data generation with Foundation Models? → /skill axiom-ai
Sync patterns
  • HealthKit anchored/observer queries as a generalizable change-tracking pattern → See axiom-health (skills/sync-and-background.md)

Anti-Rationalization

ThoughtReality
"Just adding a column, no migration needed"Schema changes without migration crash users. database-migration prevents data loss.
"I'll handle the migration manually"Manual migrations miss edge cases. database-migration has the safe additive patterns and both migration paths to test.
"Simple query, I don't need the skill"Query patterns prevent N+1 and thread-safety issues. The skill has copy-paste solutions.
"CloudKit sync is straightforward"CloudKit has 15+ failure modes. cloud-sync-diag diagnoses them systematically.
"I know Codable well enough"Codable has silent data loss traps (try? swallows errors). codable skill prevents production bugs.
"@Shared is just @AppStorage with extra steps"Mutation goes through $shared.withLock; the plain setter is deprecated, and below Sharing 2.8 on Swift 6.3 it is a compile error wherever a SwiftUI binding is chained into shared state. swift-sharing has the migration.
"I'll use local storage on tvOS"No local directory on tvOS is guaranteed to survive between launches — the system purges them, Caches first. See axiom-swift (skills/tvos.md) for the iCloud-first pattern.
"UserDefaults is fine for this token"UserDefaults is unencrypted, backed up to iCloud, and visible to MDM profiles. One audit catches it. keychain stores tokens securely.
"I'll encrypt it myself with CommonCrypto"CryptoKit replaced CommonCrypto's buffer-management nightmares with one-line APIs. cryptokit prevents misuse.

Critical Pattern: Migrations

ALWAYS read skills/database-migration.md when adding/modifying database columns.

This prevents:

  • "FOREIGN KEY constraint failed" errors
  • "no such column" crashes
  • Data loss from unsafe migrations

Example Invocations

User: "I need to add a column to my SwiftData model" → Read: skills/database-migration.md (critical - prevents data loss)

User: "How do I query SwiftData with complex filters?" → Read: skills/swiftdata.md

User: "CloudKit sync isn't working" → Read: skills/cloud-sync-diag.md

User: "Should I use SwiftData or SQLiteData?" → Read: skills/sqlitedata-migration.md

User: "How do I persist a setting to UserDefaults and observe it everywhere?" → Read: skills/swift-sharing.md

User: "Why is my @FetchAll empty — is it loading or did it fail?" → Read: skills/swift-sharing.md

User: "Check my Core Data code for safety issues" → Launch: core-data-auditor agent

User: "Scan for Codable anti-patterns before release" → Launch: codable-auditor agent

User: "Audit my iCloud sync implementation" → Launch: icloud-auditor agent

User: "Check if my files are stored in the right locations" → Launch: storage-auditor agent

User: "Audit my database migrations for safety" → Launch: database-schema-auditor agent

User: "How do I make my GRDB queries faster?" → Read: skills/grdb-performance.md

User: "Add search to my GRDB-backed app" / "Add search to SQLiteData app" → Read: skills/sqlite-fts-ref.md

User: "My widget needs to read the same database as the app" → Read: skills/grdb-app-groups.md

User: "My widget shows stale data from the database" → Read: skills/grdb-app-groups.md

User: "Audit my GRDB code for performance issues" → Launch: grdb-performance-auditor agent

User: "Check my SwiftData models for issues" → Launch: swiftdata-auditor agent

User: "How do I persist data on tvOS?" → Invoke: See axiom-swift (skills/tvos.md) + Read: skills/sqlitedata.md

User: "My tvOS app loses data between launches" → Invoke: See axiom-swift (skills/tvos.md)

User: "How do I store an auth token securely?" → Invoke: See axiom-security (skills/keychain.md)

User: "errSecDuplicateItem but I checked and the item doesn't exist" → Invoke: See axiom-security (skills/keychain-diag.md)

User: "How do I encrypt data with AES in Swift?" → Invoke: See axiom-security (skills/cryptokit.md)

User: "I need to sign data with the Secure Enclave" → Invoke: See axiom-security (skills/cryptokit.md)

User: "What's ML-KEM and should I use it?" → Invoke: See axiom-security (skills/cryptokit.md)

来源与署名

来源:CharlesWiltgen/Axiom位于axiom-cursor/skills/axiom-data提交82c7fea

许可证: 无许可证

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