softspark/ai-toolkit - 3페이지

evaluate

Evaluates RAG retrieval and LLM-as-judge metrics (faithfulness, relevancy, context precision). Triggers: measure RAG quality, knowledge gap, RAG eval, golden dataset.

원문 언어: 영어

evolve

Analyzes agent/skill failures, drafts prompt/permission fixes. Triggers: improve agent, refine skill, system prompt, optimize agent.

원문 언어: 영어

flutter-patterns

Flutter/Dart: widgets, state mgmt (Riverpod/Bloc), navigation, platform channels. Triggers: Flutter, Dart, widget, Riverpod, Bloc, pubspec, hot reload.

원문 언어: 영어

git-mastery

Advanced Git: rebase, bisect, reflog, cherry-pick, worktrees, LFS. Triggers: rebase, bisect, cherry-pick, reflog, force push, merge conflict, worktree.

원문 언어: 영어

golang-rules

Go coding rules: style, patterns, security, testing. Triggers: .go, go.mod, go.sum, Gin, Echo, Gorilla, testing, gofmt.

원문 언어: 영어

grill-me

Stress-tests a plan via Socratic questioning down each decision branch. Triggers: stress-test, grill me, validate assumptions, challenge plan, socratic review.

원문 언어: 영어

java-patterns

Java: Spring Boot, CompletableFuture, records, sealed types, JPA/Hibernate, virtual threads. Triggers: Java, Spring, JPA, Hibernate, Maven, Gradle, virtual thread, sealed class.

원문 언어: 영어

java-rules

Java coding rules: style, patterns, security, testing. Triggers: .java, pom.xml, build.gradle, Spring, Spring Boot, JPA, Hibernate, JUnit, Maven, Gradle.

원문 언어: 영어

kotlin-patterns

Kotlin: coroutines, Flow, sealed/data classes, null safety, Ktor, Compose, KMP. Triggers: Kotlin, coroutine, Flow, suspend, Ktor, Jetpack Compose, KMP, kotlinx.

원문 언어: 영어

kotlin-rules

Kotlin coding rules: style, patterns, security, testing. Triggers: .kt, .kts, build.gradle.kts, Ktor, Jetpack Compose, coroutines, kotlinx.

원문 언어: 영어

medplum-rules

Medplum (FHIR healthcare) coding rules: style, patterns, security, testing. Triggers: medplum.config.mts, medplum.config.ts, FHIR, Medplum, Bot, Subscription, Questionnaire.

원문 언어: 영어

migration-patterns

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

원문 언어: 영어

night-watch

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

원문 언어: 영어

observability-patterns

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

원문 언어: 영어

onboard

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

원문 언어: 영어

panic

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

원문 언어: 영어

performance-profiling

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

원문 언어: 영어

php-rules

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

원문 언어: 영어

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.

원문 언어: 영어

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.

원문 언어: 영어

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.

원문 언어: 영어

python-rules

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

원문 언어: 영어

qa-session

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

원문 언어: 영어

rag-patterns

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

원문 언어: 영어

repeat

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

원문 언어: 영어

ruby-patterns

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

원문 언어: 영어

ruby-rules

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

원문 언어: 영어

rust-patterns

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

원문 언어: 영어

rust-rules

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

원문 언어: 영어

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.

원문 언어: 영어

swift-rules

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

원문 언어: 영어

tdd

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

원문 언어: 영어

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.

원문 언어: 영어

typescript-patterns

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

원문 언어: 영어

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.

원문 언어: 영어

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.

원문 언어: 영어

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.

원문 언어: 영어

mem-search

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

원문 언어: 영어