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Axiom Data

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CharlesWiltgen
axiom-data

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.

Overview

PublisherCharlesWiltgen
RepositoryAxiom
Skill nameaxiom-data
Stars
1.2K
Forks
86
Bundled files
25
LicenseMIT
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.

  • 25 bundled files

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

  • Open source

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

Installation

Install the Axiom Data 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/CharlesWiltgen/Axiom/tree/main/axiom-codex/skills/axiom-data
  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/CharlesWiltgen/Axiom.git /tmp/Axiom
mkdir -p .claude/skills
cp -r /tmp/Axiom/axiom-codex/skills/axiom-data .claude/skills/axiom-data
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Axiom Data 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 Axiom Data 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 Axiom Data 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.

Data & Persistence

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

Auditors are skills here. Where this router says "Launch some-auditor agent", invoke the matching Codex skill instead — same procedure, no Claude Code agent required.

Available: axiom-audit-codable, axiom-audit-core-data, axiom-audit-database-schema, axiom-audit-grdb-performance, axiom-audit-icloud, axiom-audit-storage, axiom-audit-swiftdata.

The ones that shell out — builds, tests, simulators, crash symbolication — need shell access to run.

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 → axiom-audit-core-data (safety violations, architectural gaps — migration options, thread-confinement, N+1 queries, merge policies, context isolation) Codable audit → 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 → 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 → 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 → 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 → 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 → 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)

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 Axiom Data AI skill do?

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.

Why use Axiom Data on TypingMind?

Because you install it once and use it with any model. Axiom Data 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 Axiom Data in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/CharlesWiltgen/Axiom/tree/main/axiom-codex/skills/axiom-data. 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 Axiom Data?

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 Axiom Data?

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

Is the Axiom Data AI skill free?

Yes. It is published on GitHub by CharlesWiltgen under the MIT license. 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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