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Agent Skill · 研究检索

axiom-grdb(公理 GRDB)

axiom-grdb 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

axiom-grdb 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为需要联网;许可证为 MIT,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 23,647。

总安装 4,214周安装 181GitHub Stars 873下载 1,477核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
MIT

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:axiom-grdb(公理 GRDB)
来源仓库:https://github.com/charleswiltgen/axiom
仓库路径:skills/axiom-grdb
安装命令:
npx skills add https://github.com/charleswiltgen/axiom --skill axiom-grdb
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。不同来源提供的安装方式可能略有差异;本站展示可直接复制的安装命令,安装前请核对来源页面。

skills.shnpx skills
npx skills add https://github.com/charleswiltgen/axiom --skill axiom-grdb

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。提供 GRDB.swift 框架的完整参考,支持 SQLite 类型安全查询、迁移和响应式观察,适用于复杂 SQL 操作。

通过 GitHub 仓库安装,使用 npx skills add 命令添加指定技能,需结合原始 README 进一步确认具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写操作。axiom-grdb 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

来源仓库内路径:skills/axiom-grdb

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/charleswiltgen/axiom --skill axiom-grdb;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要需要联网,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

axiom-grdb 怎么安装?

在终端执行 npx skills add https://github.com/charleswiltgen/axiom --skill axiom-grdb。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

axiom-grdb 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

axiom-grdb 需要什么权限?

权限级别是需要联网。该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

axiom-grdb 是免费的吗?

来源标注的许可证是 MIT。本站不代收任何费用,也不托管安装包;能否商用、要不要署名,以许可证原文为准。

axiom-grdb 用的人多吗?

公开数据是累计安装 4,214 次,近一周安装 181 次,下载 1,477 次,GitHub 873 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

axiom-grdb 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 3 个目录同时收录,说明这个 Skill 流传比较广。
  • 许可证明确为 MIT,商用和分发边界好判断。
  • 第三方扫描已通过,常见的高风险行为没有命中。

先想清楚的地方

  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。
  • 需要许可证清楚、并且有第三方扫描结果的团队项目。

不太适合

  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
axiom-grdb

公理 GRDB · 本页

4,214873需要联网MIT通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

GRDB

Overview

Direct SQLite access using GRDB.swift — a toolkit for SQLite databases with type-safe queries, migrations, and reactive observation.

Core principle Type-safe Swift wrapper around raw SQL with full SQLite power when you need it.

Requires iOS 13+, Swift 5.7+ License MIT (free and open source)

When to Use GRDB

Use raw GRDB when you need
  • ✅ Complex SQL joins across 4+ tables
  • ✅ Window functions (ROW_NUMBER, RANK, LAG/LEAD)
  • ✅ Reactive queries with ValueObservation
  • ✅ Full control over SQL for performance
  • ✅ Advanced migration logic beyond schema changes

Note: SQLiteData now supports GROUP BY (.group(by:)) and HAVING (.having()) via the query builder — see the axiom-sqlitedata-ref skill.

Use SQLiteData instead when
  • Type-safe @Table models are sufficient
  • CloudKit sync needed
  • Prefer declarative queries over SQL
Use SwiftData when
  • Simple CRUD with native Apple integration
  • Don't need raw SQL control

For migrations See the axiom-database-migration skill for safe schema evolution patterns.

Example Prompts

These are real questions developers ask that this skill is designed to answer:

1. "I need to query messages with their authors and count of reactions in one query. How do I write the JOIN?"

→ The skill shows complex JOIN queries with multiple tables and aggregations

2. "I want to observe a filtered list and update the UI whenever notes with a specific tag change."

→ The skill covers ValueObservation patterns for reactive query updates

3. "I'm importing thousands of chat records and need custom migration logic. How do I use DatabaseMigrator?"

→ The skill explains migration registration, data transforms, and safe rollback patterns

4. "My query is slow (takes 10+ seconds). How do I profile and optimize it?"

→ The skill covers EXPLAIN QUERY PLAN, database.trace for profiling, and index creation

5. "I need to fetch tasks grouped by due date with completion counts, ordered by priority. Raw SQL seems easier than type-safe queries."

→ The skill demonstrates when GRDB's raw SQL is clearer than type-safe wrappers


Database Setup

DatabaseQueue (Single Connection)

import GRDB

// File-based database
let dbPath = NSSearchPathForDirectoriesInDomains(.documentDirectory, .userDomainMask, true)[0]
let dbQueue = try DatabaseQueue(path: "\(dbPath)/db.sqlite")

// In-memory database (tests)
let dbQueue = try DatabaseQueue()

DatabasePool (Connection Pool)

// For apps with heavy concurrent access
let dbPool = try DatabasePool(path: dbPath)

Use Queue for Most apps (simpler, sufficient) Use Pool for Heavy concurrent writes from multiple threads

Record Types

Using Codable

struct Track: Codable {
    var id: String
    var title: String
    var artist: String
    var duration: TimeInterval
}

// Fetch
let tracks = try dbQueue.read { db in
    try Track.fetchAll(db, sql: "SELECT * FROM tracks")
}

// Insert
try dbQueue.write { db in
    try track.insert(db)  // Codable conformance provides insert
}

FetchableRecord (Read-Only)

struct TrackInfo: FetchableRecord {
    var title: String
    var artist: String
    var albumTitle: String

    init(row: Row) {
        title = row["title"]
        artist = row["artist"]
        albumTitle = row["album_title"]
    }
}

let results = try dbQueue.read { db in
    try TrackInfo.fetchAll(db, sql: """
        SELECT tracks.title, tracks.artist, albums.title as album_title
        FROM tracks
        JOIN albums ON tracks.albumId = albums.id
        """)
}

PersistableRecord (Write)

struct Track: Codable, PersistableRecord {
    var id: String
    var title: String

    // Customize table name
    static let databaseTableName = "tracks"
}

try dbQueue.write { db in
    var track = Track(id: "1", title: "Song")
    try track.insert(db)

    track.title = "Updated"
    try track.update(db)

    try track.delete(db)
}

Raw SQL Queries

Reading Data

// Fetch all rows
let rows = try dbQueue.read { db in
    try Row.fetchAll(db, sql: "SELECT * FROM tracks WHERE genre = ?", arguments: ["Rock"])
}

// Fetch single value
let count = try dbQueue.read { db in
    try Int.fetchOne(db, sql: "SELECT COUNT(*) FROM tracks")
}

// Fetch into Codable
let tracks = try dbQueue.read { db in
    try Track.fetchAll(db, sql: "SELECT * FROM tracks ORDER BY title")
}

Writing Data

try dbQueue.write { db in
    try db.execute(sql: """
        INSERT INTO tracks (id, title, artist, duration)
        VALUES (?, ?, ?, ?)
        """, arguments: ["1", "Song", "Artist", 240])
}

Transactions

try dbQueue.write { db in
    // Automatic transaction - all or nothing
    for track in tracks {
        try track.insert(db)
    }
    // Commits automatically on success, rolls back on error
}

Type-Safe Query Interface

Filtering

let request = Track
    .filter(Column("genre") == "Rock")
    .filter(Column("duration") > 180)

let tracks = try dbQueue.read { db in
    try request.fetchAll(db)
}

Sorting

let request = Track
    .order(Column("title").asc)
    .limit(10)

Joins

struct TrackWithAlbum: FetchableRecord {
    var trackTitle: String
    var albumTitle: String
}

let request = Track
    .joining(required: Track.belongsTo(Album.self))
    .select(Column("title").forKey("trackTitle"), Column("album_title").forKey("albumTitle"))

let results = try dbQueue.read { db in
    try TrackWithAlbum.fetchAll(db, request)
}

Complex Joins

let sql = """
    SELECT
        tracks.title as track_title,
        albums.title as album_title,
        artists.name as artist_name,
        COUNT(plays.id) as play_count
    FROM tracks
    JOIN albums ON tracks.albumId = albums.id
    JOIN artists ON albums.artistId = artists.id
    LEFT JOIN plays ON plays.trackId = tracks.id
    WHERE artists.genre = ?
    GROUP BY tracks.id
    HAVING play_count > 10
    ORDER BY play_count DESC
    LIMIT 50
    """

struct TrackStats: FetchableRecord {
    var trackTitle: String
    var albumTitle: String
    var artistName: String
    var playCount: Int

    init(row: Row) {
        trackTitle = row["track_title"]
        albumTitle = row["album_title"]
        artistName = row["artist_name"]
        playCount = row["play_count"]
    }
}

let stats = try dbQueue.read { db in
    try TrackStats.fetchAll(db, sql: sql, arguments: ["Rock"])
}

ValueObservation (Reactive Queries)

Basic Observation

import GRDB
import Combine

let observation = ValueObservation.tracking { db in
    try Track.fetchAll(db)
}

// Start observing with Combine
let cancellable = observation.publisher(in: dbQueue)
    .sink(
        receiveCompletion: { _ in },
        receiveValue: { tracks in
            print("Tracks updated: \(tracks.count)")
        }
    )

SwiftUI Integration

import GRDB
import GRDBQuery  // https://github.com/groue/GRDBQuery

@Query(Tracks())
var tracks: [Track]

struct Tracks: Queryable {
    static var defaultValue: [Track] { [] }

    func publisher(in dbQueue: DatabaseQueue) -> AnyPublisher<[Track], Error> {
        ValueObservation
            .tracking { db in try Track.fetchAll(db) }
            .publisher(in: dbQueue)
            .eraseToAnyPublisher()
    }
}

See GRDBQuery documentation for SwiftUI reactive bindings.

Filtered Observation

func observeGenre(_ genre: String) -> ValueObservation<[Track]> {
    ValueObservation.tracking { db in
        try Track
            .filter(Column("genre") == genre)
            .fetchAll(db)
    }
}

let cancellable = observeGenre("Rock")
    .publisher(in: dbQueue)
    .sink { tracks in
        print("Rock tracks: \(tracks.count)")
    }

Migrations

DatabaseMigrator

var migrator = DatabaseMigrator()

// Migration 1: Create tables
migrator.registerMigration("v1") { db in
    try db.create(table: "tracks") { t in
        t.column("id", .text).primaryKey()
        t.column("title", .text).notNull()
        t.column("artist", .text).notNull()
        t.column("duration", .real).notNull()
    }
}

// Migration 2: Add column
migrator.registerMigration("v2_add_genre") { db in
    try db.alter(table: "tracks") { t in
        t.add(column: "genre", .text)
    }
}

// Migration 3: Add index
migrator.registerMigration("v3_add_indexes") { db in
    try db.create(index: "idx_genre", on: "tracks", columns: ["genre"])
}

// Run migrations
try migrator.migrate(dbQueue)

For migration safety patterns See the axiom-database-migration skill.

Migration with Data Transform

migrator.registerMigration("v4_normalize_artists") { db in
    // 1. Create new table
    try db.create(table: "artists") { t in
        t.column("id", .text).primaryKey()
        t.column("name", .text).notNull()
    }

    // 2. Extract unique artists
    try db.execute(sql: """
        INSERT INTO artists (id, name)
        SELECT DISTINCT
            lower(replace(artist, ' ', '_')) as id,
            artist as name
        FROM tracks
        """)

    // 3. Add foreign key to tracks
    try db.alter(table: "tracks") { t in
        t.add(column: "artistId", .text)
            .references("artists", onDelete: .cascade)
    }

    // 4. Populate foreign keys
    try db.execute(sql: """
        UPDATE tracks
        SET artistId = (
            SELECT id FROM artists
            WHERE artists.name = tracks.artist
        )
        """)
}

Performance Patterns

Batch Writes

try dbQueue.write { db in
    for batch in tracks.chunked(into: 500) {
        for track in batch {
            try track.insert(db)
        }
    }
}

Prepared Statements

try dbQueue.write { db in
    let statement = try db.makeStatement(sql: """
        INSERT INTO tracks (id, title, artist, duration)
        VALUES (?, ?, ?, ?)
        """)

    for track in tracks {
        try statement.execute(arguments: [track.id, track.title, track.artist, track.duration])
    }
}

Indexes

try db.create(index: "idx_tracks_artist", on: "tracks", columns: ["artist"])
try db.create(index: "idx_tracks_genre_duration", on: "tracks", columns: ["genre", "duration"])

// Unique index
try db.create(index: "idx_tracks_unique_title", on: "tracks", columns: ["title"], unique: true)

Query Planning

// Analyze query performance
let explanation = try dbQueue.read { db in
    try String.fetchOne(db, sql: "EXPLAIN QUERY PLAN SELECT * FROM tracks WHERE artist = ?", arguments: ["Artist"])
}
print(explanation)

Dropping Down from SQLiteData

When using SQLiteData but need GRDB for specific operations:

import SQLiteData
import GRDB

@Dependency(\.database) var database  // SQLiteData Database

// Access underlying GRDB DatabaseQueue
try await database.database.write { db in
    // Full GRDB power here
    try db.execute(sql: "CREATE INDEX idx_genre ON tracks(genre)")
}
Common scenarios
  • Complex JOIN queries
  • Custom migrations
  • Bulk SQL operations
  • ValueObservation setup

Quick Reference

Common Operations

// Read single value
let count = try db.fetchOne(Int.self, sql: "SELECT COUNT(*) FROM tracks")

// Read all rows
let rows = try Row.fetchAll(db, sql: "SELECT * FROM tracks WHERE genre = ?", arguments: ["Rock"])

// Write
try db.execute(sql: "INSERT INTO tracks VALUES (?, ?, ?)", arguments: [id, title, artist])

// Transaction
try dbQueue.write { db in
    // All or nothing
}

// Observe changes
ValueObservation.tracking { db in
    try Track.fetchAll(db)
}.publisher(in: dbQueue)

Resources

GitHub: groue/GRDB.swift, groue/GRDBQuery

Docs: sqlite.org/docs.html

Skills: axiom-database-migration, axiom-sqlitedata, axiom-swiftdata

Production Performance: Query Optimization Under Pressure

Red Flags — When GRDB Queries Slow Down

If you see ANY of these symptoms:

  • ❌ Complex JOIN query takes 10+ seconds
  • ❌ ValueObservation runs on every single change (battery drain)
  • ❌ Can't explain why migration ran twice on old version
DO NOT
  1. Blindly add indexes (don't know which columns help)
  2. Move logic to Swift (premature escape from database)
  3. Over-engineer migrations (distrust the system)
DO
  1. Profile with database.trace
  2. Use EXPLAIN QUERY PLAN to understand execution
  3. Trust GRDB's migration versioning system

Profiling Complex Queries

When query is slow (10+ seconds)
var database = try DatabaseQueue(path: dbPath)

// Enable tracing to see SQL execution
database.trace { print($0) }

// Run the slow query
try database.read { db in
    let results = try Track.fetchAll(db)  // Watch output for execution time
}

// Use EXPLAIN QUERY PLAN to understand execution:
try database.read { db in
    let plan = try String(fetching: db, sql: "EXPLAIN QUERY PLAN SELECT ...")
    print(plan)
    // Look for SCAN (slow, full table) vs SEARCH (fast, indexed)
}
Add indexes strategically
// Add index on frequently queried column
try database.write { db in
    try db.execute(sql: "CREATE INDEX idx_plays_track_id ON plays(track_id)")
}
Time cost
  • Profile: 10 min (enable trace, run query, read output)
  • Understand: 5 min (interpret EXPLAIN QUERY PLAN)
  • Fix: 5 min (add index)
  • Total: 20 minutes (vs 30+ min blindly trying solutions)

ValueObservation Performance

When using reactive queries, know the costs
// Re-evaluates query on ANY write to database
ValueObservation.tracking { db in
    try Track.fetchAll(db)
}.start(in: database, onError: { }, onChange: { tracks in
    // Called for every change — CPU spike!
})
Optimization patterns
// Coalesce rapid updates (recommended)
ValueObservation.tracking { db in
    try Track.fetchAll(db)
}.removeDuplicates()  // Skip duplicate results
 .debounce(for: 0.5, scheduler: DispatchQueue.main)  // Batch updates
 .start(in: database, ...)
Decision framework
  • Small datasets (<1000 records): Use plain .tracking
  • Medium datasets (1-10k records): Add .removeDuplicates() + .debounce()
  • Large datasets (10k+ records): Use explicit table dependencies or predicates

Migration Versioning Guarantees

Trust GRDB's DatabaseMigrator - it prevents re-running migrations
var migrator = DatabaseMigrator()

migrator.registerMigration("v1_initial") { db in
    try db.execute(sql: "CREATE TABLE tracks (...)")
}

migrator.registerMigration("v2_add_plays") { db in
    try db.execute(sql: "CREATE TABLE plays (...)")
}

// GRDB guarantees:
// - Each migration runs exactly ONCE
// - In order (v1, then v2)
// - Safe to call migrate() multiple times
try migrator.migrate(dbQueue)
You don't need defensive SQL (IF NOT EXISTS)
  • GRDB tracks which migrations have run
  • Running migrate() twice only executes new ones
  • Over-engineering adds complexity without benefit
Trust it.

Common Mistakes

❌ Not using transactions for batch writes

for track in 50000Tracks {
    try dbQueue.write { db in try track.insert(db) }  // 50k transactions!
}

Fix Single transaction with batches

❌ Synchronous database access on main thread

let tracks = try dbQueue.read { db in try Track.fetchAll(db) }  // Blocks UI

Fix Use async/await or dispatch to background queue

❌ Forgetting to add indexes

// Slow query without index
try Track.filter(Column("genre") == "Rock").fetchAll(db)

Fix Create indexes on frequently queried columns

❌ N+1 queries

for track in tracks {
    let album = try Album.fetchOne(db, key: track.albumId)  // N queries!
}

Fix Use JOIN or batch fetch

tvOS

Local GRDB databases are not persistent on tvOS. The system deletes Caches (including Application Support) under storage pressure. A local-only GRDB database will lose all data between app launches.

If targeting tvOS, pair GRDB with CloudKit sync (via CKSyncEngine or SQLiteData's SyncEngine) so iCloud is the persistent store and the local database is a rebuildable cache. See axiom-tvos for full tvOS storage constraints.


Targets: iOS 13+, Swift 5.7+ Framework: GRDB.swift 6.0+ History: See git log for changes

平台分布

Claude Code

25.86%
按下载量换算382

Codex

24.71%
按下载量换算365

OpenCode

17.51%
按下载量换算259

Antigravity

12.17%
按下载量换算180

Cursor

7.08%
按下载量换算105

Gemini CLI

3.44%
按下载量换算51

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。

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