softspark/ai-toolkit - Seite 3

migration-patterns

Zero-downtime DB migrations: expand-contract, double-write, backfill, blue-green. Triggers: migration, schema change, backfill, ALTER TABLE, online DDL.

Quellsprache: Englisch

night-watch

Autonomous maintenance (dep updates, dead code, small refactors) in isolated branch, off-hours. Triggers: night watch, autonomous maintenance, dep updates.

Quellsprache: Englisch

observability-patterns

Observability: structured logs, metrics (RED/USE), tracing, SLO/SLI. Triggers: logging, metrics, Prometheus, Grafana, OpenTelemetry, trace, monitoring.

Quellsprache: Englisch

onboard

Sets up ai-toolkit in a project: symlinks, CLAUDE.md, intent interview. Triggers: onboard, setup project, install ai-toolkit, migrate project.

Quellsprache: Englisch

orchestrate

Coordinates multiple specialized agents in parallel. Triggers: orchestrate, multi-agent, parallel agents, coordinate agents.

Quellsprache: Englisch

panic

Emergency kill switch — halts all agents via lockfile gate. Triggers: panic, stop everything, kill switch, halt agents, agents looping.

Quellsprache: Englisch

performance-profiling

Performance: golden signals, p50/p95/p99, flame graphs, load testing. Triggers: performance, slow, latency, p99, flame graph, bottleneck, memory leak.

Quellsprache: Englisch

php-rules

PHP coding rules: style, patterns, security, testing. Triggers: .php, composer.json, Laravel, Symfony, PHPUnit, PSR-12, Composer.

Quellsprache: Englisch

prd-to-issues

Splits a PRD into vertical-slice GitHub issues with HITL/AFK tagging and dependencies. Triggers: PRD to issues, create tickets, break down PRD, work items.

Quellsprache: Englisch

prd-to-plan

Converts PRD into phased plan via tracer-bullet vertical slices. Triggers: PRD to plan, break down PRD, implementation plan, tracer bullets, phased plan.

Quellsprache: Englisch

predict

Analyzes diffs for regression risk and blast radius, generates risk-scored impact report. Triggers: PR review, code change risk, breaking change, blast radius, regression check.

Quellsprache: Englisch

python-rules

Python coding rules: style, patterns, security, testing. Triggers: .py, .pyi, pyproject.toml, requirements.txt, Pipfile, FastAPI, Django, Flask, pytest, SQLAlchemy, ruff, mypy.

Quellsprache: Englisch

qa-session

Interactive QA: user reports bugs conversationally, agent files GitHub issues. Triggers: QA session, report bug, file issue, conversational QA, bug intake.

Quellsprache: Englisch

rag-patterns

RAG: embeddings, chunking, hybrid search (BM25+vector), reranking, CRAG, multi-hop. Triggers: RAG, embedding, pgvector, Qdrant, Pinecone, Weaviate, reranker, semantic search.

Quellsprache: Englisch

repeat

Runs prompt/slash command on recurring interval until done or limit. Triggers: repeat, recurring task, poll status, run every N minutes, interval.

Quellsprache: Englisch

ruby-patterns

Ruby/Rails: blocks, metaprogramming, ActiveRecord, Sidekiq, RSpec, Sorbet, Hanami. Triggers: Ruby, Rails, ActiveRecord, Sidekiq, RSpec, Gemfile, bundler, Hanami, Sorbet.

Quellsprache: Englisch

ruby-rules

Ruby coding rules: style, patterns, security, testing. Triggers: .rb, Gemfile, .gemspec, Rails, ActiveRecord, Sidekiq, RSpec, Sorbet, rubocop.

Quellsprache: Englisch

rust-patterns

Rust: ownership, lifetimes, async (Tokio), Result/anyhow/thiserror, traits, unsafe. Triggers: Rust, borrow checker, lifetime, Tokio, cargo, trait, impl, Result, unsafe, clippy.

Quellsprache: Englisch

rust-rules

Rust coding rules: style, patterns, security, testing. Triggers: .rs, Cargo.toml, Cargo.lock, Tokio, Axum, Serde, clippy, cargo test.

Quellsprache: Englisch

subagent-development

Executes plans via fresh subagents per task with two-stage review (spec → quality). Triggers: subagent execution, execute plan, fresh agent per task, spec compliance review.

Quellsprache: Englisch

swift-patterns

Swift/iOS: SwiftUI, Combine, async/await, actors, SPM, Core Data, UIKit interop. Triggers: Swift, SwiftUI, Combine, iOS, Xcode, actor, Core Data, @MainActor, @State.

Quellsprache: Englisch

swift-rules

Swift coding rules: style, patterns, security, testing. Triggers: .swift, Package.swift, .xcodeproj, SwiftUI, Combine, async/await, XCTest.

Quellsprache: Englisch

tdd

TDD with red-green-refactor loop and vertical slices. Triggers: TDD, test-first, red-green-refactor, test driving development.

Quellsprache: Englisch

testing-patterns

Testing strategy: pyramid, AAA, mocks/fakes/stubs, flaky tests, coverage. Triggers: test, fixture, mock, stub, e2e, TDD, Playwright, Cypress, flaky, coverage, property-based.

Quellsprache: Englisch

triage-issue

Bug triage: explores codebase for root cause, files GitHub issue with TDD fix plan. Triggers: triage, investigate bug, fix plan, root cause, file issue, bug report.

Quellsprache: Englisch

typescript-patterns

TypeScript types: generics, discriminated unions, Zod, satisfies, branded types. Triggers: TypeScript, TS, generics, Zod, satisfies, strict mode.

Quellsprache: Englisch

typescript-rules

TypeScript/JavaScript coding rules: style, patterns, security, testing. Triggers: .ts, .tsx, .js, .jsx, package.json, tsconfig.json, React, Next.js, Vue, Vite, Vitest, Jest, ESLint.

Quellsprache: Englisch

ubiquitous-language

Extracts DDD ubiquitous language glossary, flags ambiguities, saves to UBIQUITOUS_LANGUAGE.md. Triggers: define domain terms, build glossary, harden terminology, DDD, domain model.

Quellsprache: Englisch

workflow

Starts and manages autonomous agent workflows. Triggers: workflow, start workflow, autonomous agents, agent pipeline.

Quellsprache: Englisch

introspect

Agent self-debugging and recovery. Use when stuck in loops, making repeated errors, or quality degrades. Triggers: introspect, self-debug, stuck, loop, why failing.

Quellsprache: Englisch

mem-search

Search past coding sessions using natural language. Finds relevant observations, decisions, and context from previous work.

Quellsprache: Englisch