Build, debug, modernize, or review ASP.NET Core applications with correct hosting, middleware, security, configuration, logging, and deployment patterns on current .NET.

Use when creating a new pinu-bot character or doing a major character redesign. Covers neutral-first design, shared API mapping, emotion-family construction, visual harness review, and finish criteria for cross-state cohesion. Do not use for small one-off expression tweaks.

React Three Fiber (R3F) and Poimandres ecosystem best practices. Use when writing, reviewing, or optimizing R3F code. Triggers on tasks involving @react-three/fiber, @react-three/drei, zustand, @react-three/postprocessing, @react-three/rapier, or leva.

Review a GitHub pull request for this repository when the user starts the prompt with `$pr-review` followed by a PR number, such as `$pr-review 105`. Conduct a real PR review focused primarily on backend correctness, API/schema consistency, persistence/runtime safety, and frontend interoperability with the backend. Submit the final review on GitHub as either approval or changes requested.

Ensure every run ends with persisted artifacts and an updated run outputs ledger.

Three.js performance optimization and best practices guidelines. Use when writing, reviewing, or optimizing Three.js code. Triggers on tasks involving 3D scenes, WebGL/WebGPU rendering, geometries, materials, textures, lighting, shaders, or TSL.

Apply clean code practices for readability, naming, cohesion, maintainability, and low-risk refactoring.

Perform high-rigor structural and aesthetic audits with findings-first output, actionable remediation, and governance-aware preconditions.

python-expert

Expert brand strategist and guardian specializing in brand identity development, consistency maintenance, and strategic brand positioning. Use when Codex needs this specialist perspective, workflow, or review style for related tasks in the current project.

Publica conteúdo no Instagram via Instagram Graph API (Meta) — suporta posts de imagem, carrosséis e reels. Usa ImgBB para hospedagem gratuita de imagens.

Extend, edit, validate, and review shipped Grafana dashboards for BioETL. Use when tasks touch `grafana/dashboards/*.json`, dashboard navigation, panel queries, variables, units, thresholds, Loki/Tempo drilldowns, or operator-facing dashboard UX. Treat repo dashboard JSON as source of truth and update docs when shipped dashboard behavior changes.

OpenClaw 하네스 — Plan→Work→Review 에이전트 오케스트레이션 + 모델 라우팅 + 채널 브릿지. Claude Code 하네스 생태계 분석 기반. GLM/GPT/Claude 모델 지원. GLM-5.1 포함. 한국어 감지→GLM 자동 라우팅. sessions_spawn으로 에이전트별 모델 별도 지정. 브릿지로 실시간 채널 알림.

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Run, debug, maintain, or extend ExaAiAgent for AI-assisted penetration testing, attack-surface mapping, repo/code security review, and multi-agent offensive-security workflows. Use when an AI agent needs onboarding instructions for operating ExaAiAgent, when a user wants to launch scans from CLI/TUI, when ExaAiAgent itself needs maintenance, or when another agent should use ExaAiAgent with any LiteLLM-supported provider (OpenAI, Anthropic, OpenRouter, Ollama, Gemini-compatible endpoints, and other LiteLLM-backed providers).

ShanghaiTech graduate thesis formatting, structure checking, and LaTeX implementation with shtthesis. Use when creating, linting, fixing, or migrating a ShanghaiTech thesis or dissertation, especially for LaTeX projects that need compliant covers, abstracts, table of contents, chapter structure, references, appendices, blind-review builds, or print-ready output.

A full pipeline that systematizes an organization's strategy framework through OKR design, BSC mapping, SWOT analysis, vision & mission statement, and strategy execution roadmap. Use this skill for 'build a strategy framework,' 'design OKRs,' 'BSC analysis,' 'SWOT analysis,' 'write vision and mission,' 'strategy roadmap,' 'strategy formulation,' 'mid-to-long-term strategy,' 'business strategy framework,' and 'strategy system design' — across the full spectrum of organizational strategy development. It also supports supplementing and validating existing OKRs or SWOT analyses. Note: Financial statement preparation, ERP system implementation, performance review execution, and real-time KPI dashboard development are outside the scope of this skill.

Ship the current branch into `develop` with the full GitHub flow: verify repo state, run the right tests, commit if needed, push, create or reuse a PR, request Codex review, address findings until clean, and merge when safe. Use when the user asks to merge the current branch into `develop`, create a PR and let Codex review it, or finish a reviewed PR merge automatically.

Compile quoted evidence and page snapshots from standards-core output into a reviewer-ready binder. Exports to Markdown, PDF, or DOCX with page-level anchors, standard groupings, and professional formatting for EdReports-style curriculum reviews.

Coding factory — transforms a spec into a reviewed PR via BUILD → INSPECT pipeline with adversarial review. Use when you need to implement a spec end-to-end with independent code review, or when the user invokes /factory run <spec-path>.

Use to package upsell, cross-sell, and advocacy motions tied to customer

MiniMax MCP server integration with token-efficient AI delegation. Use for web search, image analysis, MCP server integration in terminal/desktop Claude, and Claude-MiniMax collaboration patterns. Provides working scripts and slash commands.

Execute BioETL hierarchical code review orchestration (L1/L2/L3) across sectors S1-S8 with delegated sub-reviews, scoring, and consolidated reporting in reports/review/FINAL-REVIEW.md. Use when a full-project audit or broad multi-layer review is requested.

Use when you need adversarial review of any artifact — design docs, implementation plans, code, PRs, or documentation. Iterates until clean or stagnation.

Reviews a task using the TRIPLE protocol, as the review agent.

Expert code reviewer with deep knowledge of software engineering best practices, design patterns, and code quality standards. Use this skill when reviewing code changes, pull requests, or conducting code quality assessments.

contract-management-ops

Qwen CLI integration for Alibaba's Qwen AI models. Use for code generation, review, and autonomous coding tasks with Qwen Coder.

When designing backend system architecture, choosing between API styles, or making database scaling decisions. When reviewing backend code for production readiness, performance bottlenecks, or architectural anti-patterns. Also when planning authentication architecture or error handling strategy across service boundaries. For code quality patterns use clean-code instead. For database-specific queries use database instead. For security reviews use security-best-practices instead. For containerization use docker-expert instead. For NestJS-specific work use nestjs-expert instead. For debugging errors use error-resolver instead.

INVOKE THIS SKILL when creating, managing, or using annotation configs on Arize (categorical, continuous, freeform), or applying human annotations to project spans via the Python SDK. Configs are the label schema for human feedback on spans and other surfaces in the Arize UI. Triggers: annotation config, label schema, human feedback schema, bulk annotate spans, update_annotations.

'PostgreSQL-specific code review assistant focusing on PostgreSQL best practices, anti-patterns, and unique quality standards. Covers JSONB operations, array usage, custom types, schema design, function optimization, and PostgreSQL-exclusive security features like Row Level Security (RLS).'

'Universal SQL code review assistant that performs comprehensive security, maintainability, and code quality analysis across all SQL databases (MySQL, PostgreSQL, SQL Server, Oracle). Focuses on SQL injection prevention, access control, code standards, and anti-pattern detection. Complements SQL optimization prompt for complete development coverage.'

'Generate Python SDK setup + CRUD + bulk + paging snippets using official patterns.'

'Three-layer verification pipeline for AI output. Extracts verifiable claims, finds supporting or contradicting sources via web search, runs adversarial review for hallucination patterns, and produces a structured verification report with source links for human review.'

'Creates structured bug reports for defects found during Oracle-to-PostgreSQL migration. Use when documenting behavioral differences between Oracle and PostgreSQL as actionable bug reports with severity, root cause, and remediation steps.'

'Identifies Oracle-to-PostgreSQL migration risks by cross-referencing code against known behavioral differences (empty strings, refcursors, type coercion, sorting, timestamps, concurrent transactions, etc.). Use when planning a database migration, reviewing migration artifacts, or validating that integration tests cover Oracle/PostgreSQL differences.'

Debug LLM applications using the Phoenix CLI. Fetch traces, analyze errors, review experiments, inspect datasets, and query the GraphQL API. Use when debugging AI/LLM applications, analyzing trace data, working with Phoenix observability, or investigating LLM performance issues.

'Scaffold a complete Power Apps Code App project with PAC CLI setup, SDK integration, and connector configuration'

'Comprehensive Power BI data model design review prompt for evaluating model architecture, relationships, and optimization opportunities.'

'Prompt for creating detailed feature implementation plans, following Epoch monorepo structure.'

'Apex code quality guardrails for Salesforce development. Enforces bulk-safety rules (no SOQL/DML in loops), sharing model requirements, CRUD/FLS security, SOQL injection prevention, PNB test coverage (Positive / Negative / Bulk), and modern Apex idioms. Use this skill when reviewing or generating Apex classes, trigger handlers, batch jobs, or test classes to catch governor limit risks, security gaps, and quality issues before deployment.'

'Quality standards for Salesforce Lightning Web Components (LWC), Aura components, and Visualforce pages. Covers SLDS 2 compliance, accessibility (WCAG 2.1 AA), data access pattern selection, component communication rules, XSS prevention, CSRF enforcement, FLS/CRUD in AuraEnabled methods, view state management, and Jest test requirements. Use this skill when building or reviewing any Salesforce UI component to enforce platform-specific security and quality standards.'

'Salesforce Flow architecture decisions, flow type selection, bulk safety validation, and fault handling standards. Use this skill when designing or reviewing Record-Triggered, Screen, Autolaunched, Scheduled, or Platform Event flows to ensure correct type selection, no DML/Get Records in loops, proper fault connectors on all data-changing elements, and appropriate automation density checks before deployment.'

'Serves as a reviewer of the codebase with instructions on looking for Apple App Store optimizations or rejection reasons.'

'Autonomous iterative experimentation loop for any programming task. Guides the user through defining goals, measurable metrics, and scope constraints, then runs an autonomous loop of code changes, testing, measuring, and keeping/discarding results. Inspired by Karpathy''s autoresearch. USE FOR: autonomous improvement, iterative optimization, experiment loop, auto research, performance tuning, automated experimentation, hill climbing, try things automatically, optimize code, run experiments, autonomous coding loop. DO NOT USE FOR: one-shot tasks, simple bug fixes, code review, or tasks without a measurable metric.'

Manage Azure DevOps resources via CLI including projects, repos, pipelines, builds, pull requests, work items, artifacts, and service endpoints. Use when working with Azure DevOps, az commands, devops automation, CI/CD, or when user mentions Azure DevOps CLI.

'Audits Python + BigQuery pipelines for cost safety, idempotency, and production readiness. Returns a structured report with exact patch locations.'