ai-toolkit

REST/GraphQL API design: naming, versioning, pagination, idempotency, OpenAPI. Triggers: API design, REST, GraphQL, OpenAPI, Swagger, idempotency, rate limit.

Direct technical voice for docs, README, user-facing text. Concise/strict modes. Triggers: documentation, README, content, output-mode, voice, prose style.

Multi-source web research methodology: retrieve-vs-answer gate, complexity-scaled search budget, query craft, primary-source preference, source-conflict skepticism, adversarial verification, attribution-without-reproduction. Triggers: deep research, multi-source, web research, synthesize sources, cross-reference, fact synthesis, source verification.

UI craftsmanship: animation rules, easing, micro-interactions, state polish. Triggers: animation, transition, ease-out, motion, micro-interaction, hover, loading state, UI polish.

Builds production MCP servers via 4-phase methodology: research, implement, test, evaluate. Triggers: build MCP, new MCP, MCP integration, MCP server scaffold.

MCP server design: tool schemas, resources, stdio/SSE, capability negotiation. Triggers: MCP, Model Context Protocol, JSON-RPC, stdio, SSE, Claude Desktop.

Hierarchical retrieval: KB → MCP/Context7 → web. Triggers: research, fact-check, verify, synthesize, cross-reference, multi-source, cite sources.

App security: OWASP, authN/authZ, input validation, secrets, TLS, CSRF/XSS/SQLi, JWT, CSP, LLM prompt injection. Triggers: security, OWASP, auth, JWT, CSRF, XSS, SQL injection, secrets, TLS, CSP, CORS, prompt injection, LLM output trust, tool permissions.

Forces verification commands before success claims. Evidence before assertions. Triggers: complete, fixed, passing, done, ready, verified.

Reviews/promotes/removes instincts from `.claude/instincts/*.md`. Triggers: instinct review, curate instincts, manage instincts, promote instinct.

Scans skills/agents for security risks: dangerous patterns, secrets, excessive perms. Triggers: skill audit, security scan, agent audit, dangerous pattern.

Create new Claude Code lifecycle hook (PreToolUse/PostToolUse/Stop/SessionStart) with bash + hooks.json. Triggers: create hook, lifecycle hook, PreToolUse, PostToolUse, hook event.

CI/CD: GitHub Actions, GitLab CI, Jenkins, caching, blue-green, canary. Triggers: CI, CD, pipeline, GitHub Actions, workflow YAML, release, canary, rollout.

Detect/generate/debug CI pipeline config (GitHub Actions, GitLab CI). Triggers: CI setup, build pipeline, GitHub Actions config, debug CI, GitLab CI.

C#/.NET: LINQ, async/await, DI, records, nullable refs, ASP.NET Core, EF Core, MediatR. Triggers: C#, .NET, dotnet, ASP.NET, EF Core, LINQ, record type, IServiceCollection.

Docker/K8s: Dockerfile, multi-stage, compose, manifests, Helm. Triggers: Docker, Dockerfile, container, Kubernetes, k8s, compose, Helm, pod.

SEO validator: meta/OG, Schema.org, hreflang, Core Web Vitals, crawlability. Triggers: SEO, meta tags, Schema.org, hreflang, LCP, INP, CLS, Core Web Vitals, sitemap, crawlability.

Systematic debugging via logs, health checks, hypothesis-driven investigation. Triggers: debug, error, trace root cause, fix bug, reproduce symptom, investigation.

Explains code/architecture with Mermaid diagrams and sequence flows. Triggers: what does X do, how does Y work, explain code, sequence diagram.

Explores codebase structure, stack, and architecture. Triggers: explore codebase, project structure, stack overview, architecture map.

Reindexes KB for semantic search via vector store (Qdrant). Triggers: reindex KB, rebuild index, vector reindex, refresh embeddings.

Searches past coding sessions for observations, decisions, context. Triggers: mem-search, recall session, past work, prior decisions, session history.

Switches engineering persona at runtime. Triggers: persona, switch role, backend-lead, frontend-lead, devops-eng, junior-dev.

Breaks features/goals into phased plans with task lists, agent assignments, dependencies. Triggers: plan feature, implementation roadmap, break down task, project phases.

Creates detailed refactor plan with tiny commits via interview, files as GitHub RFC. Triggers: refactor plan, refactoring RFC, incremental refactor, safe steps.

Runs tasks via Map-Reduce, Consensus, or Relay swarms. Triggers: swarm, map-reduce, consensus swarm, relay swarm, parallel agents.

Accessibility validator: WCAG 2.1 AA, EN 301 549, EAA. Triggers: a11y, accessibility, WCAG, EAA, ARIA, contrast, keyboard, screen reader.

App scaffolding: Next.js, Vite, Nuxt, Astro, FastAPI, Django, Laravel, RN, Flutter. Triggers: scaffold, bootstrap, new project, starter, dashboard, mobile app.

Audits codebase for architectural friction, shallow modules; proposes RFCs. Triggers: improve architecture, shallow modules, deepen modules, reduce coupling.

Scans codebase for revenue opportunities, KPIs, monetization gaps. Triggers: business metrics, KPI, analytics gaps, monetization, revenue.

Generates and compares parallel interface designs (Ousterhout 'Design It Twice'). Triggers: design API, interface options, compare modules, design it twice.

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

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

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

Run/create DB migrations (Alembic, Prisma, Laravel, Django, Flyway, Drizzle); checks backup. Triggers: apply migration, rollback, generate migration.

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

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

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

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

Creates new specialized agents with frontmatter, tools, delegation. Triggers: new agent, create agent, agent scaffold, specialized agent.