Create a GitHub Pull Request to merge the current branch into main with a well-structured title and description using GitHub CLI. Use when the user asks to create a PR, open a pull request, submit a merge request, or send changes for review.

METAINFORMANT rules for directory examples/multiomics. Use when editing, adding tests, or reviewing code under this path. Read the linked AGENTS.md first; use uv only, write outputs to output/, no mocks.

Deploy Supabase Edge Functions. Use when deploying process-task or other functions, when Docker mount fails, or when updating edge function code.

Read and update docs/PROJECT_STATUS.md; schema and conventions for planning and recording outcomes.

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office

Preflight check — verifies the user's environment has everything Bodega needs (Node, package manager, Vercel CLI, gh CLI, Next.js if adapting). Reports clearly what's missing and how to fix it. Auto-invoked at the start of setup; can also be run standalone.

Security and compliance for MCPAtlas: threat model, RBAC, audit, supply chain, input validation, plugin sandbox. Use when implementing auth, hardening, or reviewing security-sensitive code.

azure-auth

Rosetta ad-hoc adaptive meta-workflow that constructs, tracks, reviews, and executes a tailored execution plan per user request. Use when no other specific workflow matches the request.

Run the validation pipeline and produce a short markdown report.

Run Frontend/UI QA: Storybook coverage and visual checks, responsive behaviour, component consistency. Use when the user runs a full QA, /qa-frontend, or asks for frontend-only QA. Output structured findings in the QA report format.

Internationalization (i18n) and Localization (L10n) best practices.

Implements Geoffrey Huntley's Ralph Wiggum autonomous iteration technique for managing LLM context. Use when working on long-running tasks, when context is getting polluted, or when you need autonomous development with deliberate context rotation. Treats LLM context like memory - rotates to fresh context before pollution builds up, with state persisting in files and git.

Create Model Context Protocol (MCP) servers that expose tools, resources, and prompts to Claude. Use when building custom integrations, APIs, data sources, or any server that Claude should interact with via the MCP protocol. Supports both TypeScript and Python implementations.

Run all linting, type checking, tests, Markdown lint, and documentation build for the project. Check for errors and warnings, then fix any problems found. Use when the user asks to run checks, verify the build, run CI locally, or fix lint/type/test errors.

*nd*You** (the lead) do the commits. Do not dispatch sub-agents to commit.

Guidance for `effect/Console` focused on APIs like dir, log, and info. Load after `effect-skill-router` when this module is the primary owner.

Guidance for `effect/Boolean` focused on APIs like isBoolean, or, and and. Load after `effect-skill-router` when this module is the primary owner.

Comprehensive guide for Manim Community - Python framework for creating mathematical animations and educational videos with programmatic control

Cache expensive file processing results using SHA-256 content hashes — path-independent, auto-invalidating, with service layer separation.

Explain how a file, folder, or feature works

Create or update product briefs through guided or autonomous discovery. Use when the user requests to create or update a Product Brief.

Evaluate design from a UX perspective, assessing visual hierarchy, information architecture, emotional resonance, cognitive load, and overall quality with quantitative scoring, persona-based testing, and actionable feedback. Use when the user asks to review, critique, evaluate, or give feedback on a design or component.

Process, convert, OCR, extract, redact, sign, and fill documents using the Nutrient DWS API. Works with PDFs, DOCX, XLSX, PPTX, HTML, and images.

Add or insert a new numbered pipeline step in the p2cs_project, following the standardized Step/DataFile/explore notebook patterns and safely renumbering subsequent steps (code, data, figures, tests, config, dependencies, and imports) when inserting in the middle of the pipeline. Use when creating a new step_* directory, inserting a step between existing ones, or updating step numbers across the project.

DART CI/CD troubleshooting - GitHub Actions, cache debugging, platform-specific failures

Expert guidance for building and editing n8n workflows with Synta MCP tools. Use for creating new workflows, modifying existing workflows, template discovery, node configuration, validation, and connection management in n8n.

Intelligent code cleanup with mainline detection, stale artifact discovery, and safe execution. Supports targeted cleanup and confirmation.

When you need to work with a specific Flowbite component:

Capture a user's idea and write a single markdown file in `design/ideas/` using the required format: Idea summary, research, and a sketch in a code block.

Design and resolve RFC documents through evidence-gated multi-round workflow. Use when planning large architectural/program-level changes in docs/rfcs, enforcing goal/scope/direction clarity, explicit first-principles/long-term/original-fit proposal lenses with rationale, draft-to-formal progression, and resolve-time synchronization with task/backlog outcomes before issue closure.

Development workflow guide. Covers build, test, lint, format commands, package structure, Git hooks, TDD methodology, and coding conventions. Use when setting up dev environment, running tests, or following project conventions.

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References Serverless OpenClaw cost optimization guidelines. Validates that no resources exceeding the cost target ($1/month) are created during implementation. Use when writing CDK stacks or making infrastructure changes.

Shows project progress, phase completion status, test coverage, and deployment info. Use when checking what has been implemented, what remains, or current operational state.

Deploys Serverless OpenClaw CDK stacks to AWS. Handles SecretsStack parameter injection, full/individual stack deployment, and Docker image push.

Update branch memory files after completing work. Saves session history, key learnings, and collaboration observations to .trinity/ files.

Plan work using Mighty (mt) by creating/updating specs and recording decisions, then spawning/structuring implementation tasks. Use when asked to plan/outline/break down a change, draft a spec (feature/rule/invariant/bug), record an ADR-style decision, or turn a fuzzy request into a structured Mighty spec tree with linked tasks.

Retrieve Linear task context via Linear MCP for implementation work. Use when the developer needs requirements, scope, or acceptance criteria from a ticket.

**The Goal:** AI-ready documentation. When documentation is clear enough, code generation becomes automatic.

FFI cross-language interop expert covering C/C++ bindings, bindgen, cbindgen, PyO3, JNI, memory layout, data conversion, and safe FFI patterns.

Rust web development expert covering HTTP frameworks (axum, actix), REST API design, handler patterns, state management, middleware, database integration, and domain-driven architecture.

Pin and self-referential types expert covering Pin, Unpin, Future, async state machines, pinning projection, and memory stability guarantees.

策略引擎、权限决策、RBAC、策略模式、责任链--- # Rust XACML - 策略引擎技能 > 本技能提供策略决策引擎的通用解决方案，包括 RBAC、责任链、策略模式等。 ## 核心概念 ### 1. 策略引擎架构 ``` 策略决策流程 ┌─────────────────────────────────────────────────────────────┐ │ 请求上下文 │ │ (主体、资源、操作、环境) │ └────────────────────────┬────────────────────────────────────┘ ▼ ┌─────────────────────────────────────────────────────────────┐ │ 策略决策点 (PDP) │ │ ├── 策略加载 │ │ ├── 策略评估 │ │ └── 决策组合 │ └────────────────────────┬────────────────────────────────────┘ ▼ ┌─────────────────────────────────────────────────────────────┐ │ 决策结果 │ │ (Permit / Deny / NotApplicable / Indeterminate) │ └─────────────────────────────────────────────────────────────┘ ``` ### 2. 决策类型 | 结果 | 含义 | 处理 | |-----|------|-----| | **Permit** | 允许访问 | 执行操作 | | **Deny** | 拒绝访问 | 返回 403 | | **NotApplicable** | 无匹配策略 | 使用默认规则 | | **Indeterminate** | 评估错误 | 返回 500 |

Macro and procedural metaprogramming expert covering macro_rules!, derive macros, proc-macros, compile-time computation, and code generation patterns.

Textum PRD→Scaffold→Story workflow for Codex with low-noise outputs and gate checks.

Create simple, performant Three.js web apps/scenes (JS/TS, ES modules): scene/camera/renderer setup, lighting, geometries, materials, animation loop, resizing, OrbitControls, GLTF/GLB loading, and practical performance guardrails.

Rust coding conventions expert covering naming, formatting, comments, clippy, rustfmt, lints, code style, best practices, and idiomatic patterns.

Unsafe code and FFI expert covering raw pointers (*mut, *const), FFI patterns, transmute, union, #[repr(C)], SAFETY comments, soundness rules, and undefined behavior prevention.