
作为代理工程师,采用评估优先执行、分解和成本感知模型路由进行操作。
自主Claude代码循环的模式与架构——从简单的顺序管道到基于RFC的多智能体有向无环图系统。
Interact with GitHub using the `gh` CLI. Use `gh issue`, `gh pr`, `gh run`, and `gh api` for issues, PRs, CI runs, and advanced queries.
使用Plankton进行编写时代码质量强制执行——通过钩子在每次文件编辑时自动格式化、代码检查和Claude驱动的修复。
Evidence-first code review for correctness bugs, AI-generated code smells, unsupported claims, unwired functionality, dependency hallucinations, and release-to-code mismatches.
Validate new and changed dependencies, imports, install commands, lockfile entries, and runtime tool assumptions for package hallucinations, slopsquatting, cross-ecosystem confusion, and version validity.
Inspect trust boundaries, validation, authn/authz, deserialization, command execution, path handling, secrets, and failure handling with an evidence-first security review.
Enable a high-quality swarm-like Claude Code workflow for the current session, and optionally execute a task immediately using that mode. Uses parallel subagents for breadth, independent reviewer validation for precision, and critic challenge for final confidence. Use when the user wants swarm-like behavior, higher review rigor, or maximum quality without sacrificing Claude Code speed.
Run a swarm-like PR review using parallel exploration, independent reviewer validation, and critic challenge. Use for deep pull request review with low false-positive tolerance.
Fetch GitHub issues, spawn sub-agents to implement fixes and open PRs, then monitor and address PR review comments. Usage: /gh-issues [owner/repo] [--label bug] [--limit 5] [--milestone v1.0] [--assignee @me] [--fork user/repo] [--watch] [--interval 5] [--reviews-only] [--cron] [--dry-run] [--model glm-5] [--notify-channel -1002381931352]
Orchestrate any code change from requirements to merge-ready PR — scope-calibrated from small fixes to full features. Composes /spec, /implement, /review, and /research with depth that scales to the task: lightweight spec and direct implementation for bug fixes and config changes, full rigor for features. Use for ALL implementation work regardless of perceived scope — the workflow adapts depth, never skips phases. Triggers: ship, ship it, feature development, implement end to end, spec to PR, implement this, fix this, let's implement, let's go with that, build this, make the change, full stack implementation, autonomous development.
Disable swarm mode for the current Claude Code session and return to normal behavior.
Run Codex CLI, Claude Code, OpenCode, or Pi Coding Agent via background process for programmatic control.
Verify that README changes, release notes, changelog bullets, migration notes, PR descriptions, examples, and docstrings match what the code actually ships.
--- name: swarm-implement description: Execute complex implementation work with a swarm-like Claude Code workflow: parallel exploration, scoped planning, selective deep validation, and independent reviewer/critic checks where risk justifies them. Use for feature work, bug fixes, refactors, and multi-file changes. disable-model-invocation: true --- # /swarm-implement Use this skill for implementation work when you want Claude Code to behave like a fast, high-quality swarm rather than a single-t