Write internal communications using company formats. Use when writing status reports, leadership updates, company newsletters, FAQs, incident reports, project updates, or any internal communications.

Review requirements or plan documents using parallel persona agents that surface role-specific issues. Use when a requirements document or plan document exists and the user wants to improve it.

Usar antes de modificar código existente para entender el contexto. Activar cuando el usuario quiera entender el código, saber cómo funciona esto, explorar un repositorio, prepararse antes de modificar, analizar la estructura del proyecto o familiarizarse con una base de código nueva.

Analyze MaxText training job performance using tgs_tagger, TraceLens, and IRLens. Use when the user asks to analyze a training run, profile traces, HLO IR, TGS metrics, GPU utilization, or mentions tag_tgs, TraceLens, IRLens, xplane, or performance analysis.

Configures TrueFoundry AI Gateway for unified OpenAI-compatible LLM access. Covers auth (PAT/VAT), model routing, rate limiting, and budget controls.

Changelog Automation workflow skill. Use this skill when the user needs Automate changelog generation from commits, PRs, and releases following Keep a Changelog format. Use when setting up release workflows, generating release notes, or standardizing commit conventions and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

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Generate a comprehensive, user-editable schema reference file for the data warehouse.

Formal Proof Visualization and Verification for Lean 4

Reviews working copy changes and drafts a concise 1-line commit message. Use when the user wants a commit message or asks to describe/commit changes.

Use when the user asks to run Codex CLI (codex exec, codex resume) or references OpenAI Codex for code analysis, refactoring, or automated editing

Comprehensive best practices guide for building CLI applications in Rust using clap. Contains 42 rules across 8 categories, prioritized by impact to guide CLI design, argument parsing, and testing.

Use persistent markdown files for complex task execution. Creates task_plan.md, findings.md, and progress.md. Use when starting multi-step tasks, research projects, or any task requiring >5 tool calls. Solves the EXECUTION problem - staying focused during long-running tasks.

Guidance for using the .NET Aspire CLI to create, initialize, run, update, publish, deploy, and manage Aspire AppHost projects. Use when selecting or explaining Aspire CLI commands, flags, or workflows (new/init/run/add/update/publish/deploy/do/exec/config/cache/mcp), or when upgrading to Aspire 13.1 CLI behaviors. MCP commands (aspire mcp init) are included when explicitly requested.

Improve a specific repo's corpus conformance by fixing its top diverging cops in parallel using worktree-isolated teammates.

Git Commit Command

Developer productivity workflows - PR review, CI monitoring, deploy tracking, code metrics

Generate AI videos, images, and audio with Runway API. Use when generating video from images, text-to-video, video-to-video, character performance, text-to-image, text-to-speech, sound effects, or voice processing with Runway.

Manage stories on Shortcut.com kanban boards. Use when creating, updating, or listing tasks/stories on Shortcut project management boards. Supports creating stories with descriptions and types (feature/bug/chore), updating story status, and listing active/completed stories. Includes full checklist task management and comment support.

Generate PRODUCT_SPEC.md through guided Q&A. Use as the first step when starting a new greenfield project.

Etalon memory architecture with Knowledge Graph (PARA), session isolation, memory decay, and QMD hybrid search

COBOL for mainframe and legacy business systems. Use for .cob files.

Composite: security audit -> production upgrade -> self-evaluation. Use when user says 'audit', 'check the codebase', 'find and fix issues', or 'is this production-ready'.

Quickly scaffold production-ready FastAPI endpoints for client workflows. Use when building new APIs for QuickBooks, ShipStation, or webhook integrations.

This skill should be used when the user is writing code with mixed casing conventions, choosing casing for identifiers, enforcing casing consistency across a codebase, or when camelCase and snake_case appear in the same file. Covers per-context casing rules, acronym handling, and the absolute prohibition of mixed conventions.

Fix a specific bug or problem in the codebase. Analyzes code to find and fix issues without creating plans. Use when user reports a bug, error, or something not working. Always suggests test coverage and adds logging.

Accept payments on any website using moneydevkit. Use when building a site that sells something, adding a checkout/paywall, or integrating payments into a Next.js or Replit app. Supports fixed pricing, pay-what-you-want, products, customers, and orders. Bitcoin Lightning under the hood — works globally, no bank account needed.

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Fastify is a high-performance Node.js web framework focused on speed

Refactoring technique to improve code readability by renaming methods to better reflect their purpose and functionality

Patrick Lencioni's organizational health framework based on four disciplines - building cohesive leadership, creating clarity, over-communicating, and reinforcing through systems

Audit Python codebases for security, performance, correctness, and architecture antipatterns. Run optional trusted runtime checks (syntax, tests, lint, typing) plus static rule scans, then output a 0-100 health score with actionable fixes. Use when users ask to inspect a Python project, run a Python health check, review backend code quality, or perform a pre-release audit.

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Use when implementing new Python code (follow TDD), designing test suites, reviewing test coverage, setting up pytest infrastructure, writing fixtures, mocking dependencies, or performing parametrized testing

Route tasks to the right specialist agents and skills.

Research OpenRouter API docs, available Grok model IDs, vision capability for the judge service, and integration patterns. Use when implementing openrouter_tool.py, when checking which Grok model supports vision/image input for judge_service.py, when OpenRouter returns unexpected errors, or when verifying model availability and context limits.

Configure Konflux for new Submariner version - creates overlays, tenant config, and RPAs for Y-stream releases.

Security news from tldrsec, no.security, Krebs, Schneier, and other sources. USE WHEN security news, security updates, what's new in security, breaches, security research, sec updates, tldrsec, Krebs, Schneier.

Safe refactoring workflow and common patterns. Invoke when extracting methods, renaming, moving code, or addressing code smells.

Disaggregate operations into primary and support activities when identifying competitive advantage sources

**DOCS FIRST, CODE SECOND**

Use when writing or refactoring tests – JUnit 4, Robolectric, androidTest, naming, MockWebServer, JaCoCo

Conducts FDA labeling compliance reviews for drugs, foods, dietary supplements, and medical devices. Analyzes principal display panels and information panels against FDCA, 21 CFR, and FDA guidance to identify misbranding risks, claims violations, and mandatory disclosure gaps. Use when reviewing product labels, auditing FDA compliance, assessing labeling risk, or preparing for FDA submission.

Apply final governance and release-gate checks to a judged change set by reading `handoff.json`, `verdict.json`, optional eval evidence, and emitting machine-readable `audit.json` with `gate` status. Use when implementation already has a judge verdict and a separate auditor must decide landability (`pass`, `fail`, or `needs-human`) without modifying source files.

Identify existing codebase patterns (naming conventions, architectural patterns, testing patterns) to maintain consistency. Use when generating code, reviewing changes, or understanding established practices. Ensures new code aligns with project conventions.

**Senior Product Manager, Enterprise Integrations**

Neta API 内容调研与推荐技能——提供关键词/标签/分类建议、分类路径验证以及多模式内容推荐流，支持从宽泛到精确的渐进式探索。当用户没有明确目标、想找创作题材或热门方向，或需要按关键词/分类做系统性内容筛选时使用本技能；不直接生成图片/视频/歌曲（由 neta-creative 负责），社区互动由 neta-community 负责。

Define explicit caching strategies for different data access patterns and consistency requirements

Choose the right serialization format for .NET applications. Prefer schema-based formats (Protobuf, MessagePack) over reflection-based (Newtonsoft.Json). Use System.Text.Json with AOT source generators for JSON scenarios.

Develop and debug Kurtosis Starlark packages. Create packages from scratch, understand the plan-based execution model, use print() debugging, handle future references, and test packages locally. Use when writing or troubleshooting .star files.