softspark/ai-toolkit - Page 2

explore

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

fix

Applies targeted fix to known bug/lint error, verifies with same command that surfaced it. Triggers: fix, apply fix, fix bug, fix lint, targeted fix.

rollback

Rolls back git commit, DB migration, or deploy to known-good with safety + health checks. Triggers: rollback, revert deploy, revert migration, rollback commit, git revert.

a11y-validate

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

brainstorm

Pre-artifact conversation that prices the zero option and can end in 'do not build this'. Triggers: brainstorm, should we build, is this worth it, explore idea, thinking out loud, half-formed idea.

build

Builds project with auto-detected toolchain (npm, poetry, cargo, go, flutter, Docker). Triggers: build, compile, bundle, produce artifacts.

commit

Creates Conventional Commits with pre-commit validation. Triggers: commit, conventional commit, git commit, message.

health

Service/infra health via liveness/readiness checks, resource usage, quick diagnostics. Triggers: health check, services up, system status, infra health, degraded service.

lint

Runs linter+typechecker with auto-detected toolchain (ruff/mypy, eslint/tsc, phpstan, golangci-lint, clippy). Triggers: lint, typecheck, static analysis.

test

Runs project test suite with coverage, auto-detects framework (pytest, vitest, jest, flutter, go, cargo, phpunit). Triggers: run tests, test suite, coverage report.

write-a-prd

Creates PRD via interactive interview + codebase exploration + module design. Triggers: write PRD, product requirements, plan new feature, PRD interview.

plugin-creator

Creates opt-in plugin packs with manifests + module scaffolding for Claude/Codex. Triggers: new plugin, plugin pack, plugin scaffold.

deep-research

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,…

mcp-builder

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

mcp-patterns

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

research-mastery

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

instinct-review

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

skill-audit

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

ci-cd-patterns

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

csharp-patterns

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-devops

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

index

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

mem-search

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

persona

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

plan

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

refactor-plan

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

architecture-audit

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

architecture-decision

Architecture decisions in ADR/RFC/RFD format: context, constraints, options, recommendation. Triggers: ADR, RFC, RFD, trade-offs, design choice, pick between, evaluate approach.

biz-scan

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

briefing

Executive daily briefing aggregating reports from all agents into decision-focused summary. Triggers: briefing, daily summary, status across system, executive update.

chaos

Injects controlled faults for resilience testing on non-prod. Triggers: chaos, fault injection, latency injection, dependency kill, resilience test.

clean-code

Code quality: meaningful names, SRP, DRY, small functions, guard clauses, refactoring. Triggers: clean code, naming, code smell, SRP, DRY, long function, god class, dead code.

command-creator

Creates new Claude Code slash commands with frontmatter and validation. Triggers: new slash command, create command, command scaffold.

council

4-perspective decision evaluation for architecture choices. Triggers: council, evaluate decision, pros cons, multi-angle, alternatives.

cpp-rules

C++ coding rules: style, patterns, security, testing. Triggers: .cpp, .cc, .cxx, .hpp, .h, CMakeLists.txt, Makefile, GoogleTest, clang-tidy.

csharp-rules

C#/.NET coding rules: style, patterns, security, testing. Triggers: .cs, .csproj, .sln, ASP.NET, ASP.NET Core, EF Core, LINQ, NUnit, xUnit, dotnet.

dart-rules

Dart/Flutter coding rules: style, patterns, security, testing. Triggers: .dart, pubspec.yaml, Flutter, Riverpod, Bloc, widget, StatelessWidget, StatefulWidget.

database-patterns

DB schema design and query tuning: normalization, indexing, N+1, transactions, EXPLAIN. Triggers: schema, index, slow query, N+1, PostgreSQL, MySQL, EXPLAIN, deadlock, query plan.

design-an-interface

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

ecommerce-patterns

E-commerce: cart, checkout, payments (Stripe/Adyen), order state, inventory, promos, tax. Triggers: cart, checkout, SKU, payment, Stripe, Shopify, Medusa, Magento, coupon, refund.