ai-toolkit-rules
Mandatory engineering, security, testing, git, performance, quality, and response rules.…
Starts and manages autonomous agent workflows. Triggers: workflow, start workflow, autonomous agents, agent pipeline.
$ npx -y skills add softspark/ai-toolkit --skill workflow --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/workflowContext preview
The summary Claude sees to decide when to auto-load this skill.
Starts and manages autonomous agent workflows. Triggers: workflow, start workflow, autonomous agents, agent pipeline.
name: workflow description: "Starts and manages autonomous agent workflows. Triggers: workflow, start workflow, autonomous agents, agent pipeline." user-invocable: true effort: max argument-hint: "[type] [task description]" context: fork agent: orchestrator model: opus allowed-tools: Bash, Read, Write, Edit, Glob, Grep, Agent, TeamCreate, TeamDelete, SendMessage, TaskCreate, TaskList, TaskUpdate, TaskGet, TaskOutput, TaskStop
$ARGUMENTS
For `autonomous-development`, or an explicit request to carry a brief, spec, issue or existing PR through implementation, review, QA and required CI, invoke `/autonomous-dev` with the original task. It owns the run, durable state and completion gate; do not also start the generic workflow below or initialize a second run. Preserve existing approvals and inherited model/permission settings. Use `/autonomous-dev resume <run-id>` for an interrupted run and `/autonomous-dev status <run-id>` for read-only progress.
Is production DOWN? → incident-response Performance degraded >50%? → performance-optimization Bug spanning multiple layers? → debugging Warning / trend? → proactive-troubleshooting Planned infra change? → infrastructure-change Planned app deploy? → application-deploy New feature (full stack)? → feature-development New feature (backend only)? → backend-feature New feature (frontend only)? → frontend-feature New API endpoint? → api-design Schema / migration change? → database-evolution Boost test coverage? → test-coverage Security assessment? → security-audit Exploring unfamiliar codebase? → codebase-onboarding Technical research / spike? → spike Autonomous task-to-PR delivery? → autonomous-development (autonomous-dev)
Cannot proceed without:
Deliverables: [what outputs are expected] Verification: [how to verify — tests, metrics, commands] Definition of done: [quality bar]
Present to user and wait for approval.
Launch agents **in parallel where independent, sequentially where dependent**. Use the `Agent` tool — never do the work inline.
---
**`debugging`**
# Sequential diagnosis: Agent(subagent_type="debugger", prompt="Diagnose issue, 5 Whys, propose solution options. READ-ONLY.") Agent(subagent_type="explorer-agent", prompt="Trace call path across layers. READ-ONLY.") # Parallel fix: Agent(subagent_type="backend-specialist", prompt="Implement fix. Own files: src/") Agent(subagent_type="test-engineer", prompt="Write regression test. Own files: tests/") # Sequential: Agent(subagent_type="documenter", prompt="Document in kb/troubleshooting/ if recurring.")
**`incident-response`**
Agent(subagent_type="incident-responder", prompt="Triage, root cause, immediate mitigation. READ-ONLY.") # After triage: Agent(subagent_type="backend-specialist", prompt="Apply fix. Own files: src/") Agent(subagent_type="documenter", prompt="Write postmortem (MANDATORY). Own files: kb/")
**`performance-optimization`**
Agent(subagent_type="performance-optimizer", prompt="Profile, identify bottlenecks, propose fixes. READ-ONLY.") Agent(subagent_type="backend-specialist", prompt="Implement optimizations. Own files: src/") Agent(subagent_type="test-engineer", prompt="Benchmark before/after. Own files: tests/benchmarks/") Agent(subagent_type="documenter", prompt="Document baseline and results. Own files: kb/")
**`infrastructure-change`**
Agent(subagent_type="infrastructure-architect", prompt="Design change, create architecture note. Own files: docs/") Agent(subagent_type="devops-implementer", prompt="Implement infra changes. Own files: docker/, .github/, infra/") Agent(subagent_type="security-auditor", prompt="Review for security issues. READ-ONLY.") Agent(subagent_type="test-engineer", prompt="Smoke tests and health checks. Own files: tests/") Agent(subagent_type="documenter", prompt="Runbook + deployment docs. Own files: kb/")
**`application-deploy`**
Agent(subagent_type="devops-implementer", prompt="Execute deployment. Own files: .github/, scripts/") Agent(subagent_type="test-engineer", prompt="Post-deploy smoke tests.") Agent(subagent_type="documenter", prompt="Release notes. Own files: kb/")
**`proactive-troubleshooting`**
Agent(subagent_type="debugger", prompt="Investigate warning/trend, assess risk. READ-ONLY.") Agent(subagent_type="performance-optimizer", prompt="Check performance metrics. READ-ONLY.") Agent(subagent_type="backend-specialist", prompt="Apply preventive fix if needed. Own files: src/") Agent(subagent_type="documenter", prompt="Update monitoring/alerting docs. Own files: kb/")
---
**`feature-development`** — full stack feature, plan → implement → test → ship
# Sequential planning: Agent(subagent_type="project-planner", prompt="Requirements, acceptance criteria, task breakdown. Own files: docs/") Agent(subagent_type="explorer-agent", prompt="Find integration points in codebase. READ-ONLY.") # Parallel implementation: Agent(subagent_type="backend-specialist", prompt="API routes, business logic, data layer. Own files: src/api/, src/services/") Agent(subagent_type="frontend-specialist", prompt="UI components, state management. Own files: src/components/, src/pages/") Agent(subagent_type="database-architect", prompt="Schema changes + migrations if needed. Own files: migrations/") # Parallel validation: Agent(subagent_type="test-engineer", prompt="Unit + integration tests. Own files: tests/") Agen
AI coding toolkit with machine-enforced safety, 116 skills, 44 agents, lifecycle hooks, persona presets, opt-in plugin packs, and benchmark tooling.
Repo: softspark/ai-toolkit
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