Complete workflow for creating pull requests following project standards.
Skills（SKILL.md）は、AIエージェント（Claude Code、Cursor、Codexなど）に特定の能力を追加するための設定ファイルです。
詳しく見る →Complete workflow for creating pull requests following project standards.
Optimize MongoDB client connection configuration (pools, timeouts, patterns) for any supported driver language. Use this skill when working/updating/reviewing on functions that instantiate or configure a MongoDB client (eg, when calling `connect()`), configuring connection pools, troubleshooting connection errors (ECONNREFUSED, timeouts, pool exhaustion), optimizing performance issues related to connections. This includes scenarios like building serverless functions with MongoDB, creating API endpoints that use MongoDB, optimizing high-traffic MongoDB applications, creating long-running tasks and concurrency, or debugging connection-related failures.
Use when the task involves reading, creating, or editing `.docx` documents, especially when formatting or layout fidelity matters; prefer `python-docx` plus the bundled `scripts/render_docx.py` for visual checks.
Use when tasks involve reading, creating, or reviewing PDF files where rendering and layout matter; prefer visual checks by rendering pages (Poppler) and use Python tools such as `reportlab`, `pdfplumber`, and `pypdf` for generation and extraction.
This skill should be used when writing, reviewing, or refactoring Python code. Covers code integration, idiomatic patterns, docstring formatting, anti-abstraction rules, and software engineering basics.
Write publication-ready ML/AI/Systems papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM, OSDI, NSDI, ASPLOS, SOSP. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready submissions. Includes LaTeX templates, reviewer guidelines, and citation verification workflows.
Multi-dimensional code assessment across security, quality, performance, and maintainability with confidence-gated reporting (>=80%) and Router Contract generation.
6-agent parallel code review orchestration covering architecture, security, performance, testing, quality, and documentation dimensions with weighted scoring.
6-phase iterative specification execution workflow covering implementation, testing, review, improvement, commit, and progress tracking with quality-gated convergence.
Multi-dimensional code review across correctness, security, performance, and maintainability with confidence-gated reporting and remediation loops.
Dynamic context injection, mode switching (dev/review/research), selective loading, and strategic compaction for token optimization.
Specification creation and management for the Pilot Shell methodology. Covers semantic search, clarifying questions, structured spec generation, and iterative refinement.
Final completion discipline including summary generation, plan document updates, and confirmation that all success criteria from the original plan are satisfied.
Disciplined execution of approved plans with step-by-step verification, phase checkpoints, failure investigation, and mandatory code/security reviews.
Verification-before-completion discipline ensuring all success criteria are met, tests pass, and reviews complete before declaring work done.
Establish project governing principles including dev guidelines, code quality standards, testing policies, UX requirements, performance benchmarks, and security constraints.
Expert integration with Slither static analyzer for smart contract vulnerability detection, code quality analysis, and security reporting. Supports all Slither detectors and custom analysis configurations.
Generate performance review documentation and facilitate evaluation processes
DMAIC methodology execution skill with tollgate reviews, documentation templates, and project tracking
Contract analysis and negotiation support skill with clause extraction and risk identification
Quarterly Business Review preparation and facilitation skill with agenda and materials generation
Analyzes board decks for trends, flag issues, prepare discussion points
Static code analysis, technical debt assessment, engineering velocity metrics
Extracts key terms from contracts, identifies risks, flags unusual provisions
Patent landscape analysis, IP strength assessment, freedom to operate review
Automated technical architecture review, security assessment, scalability analysis
Systematic literature review skill for clinical evaluation supporting regulatory submissions
Design review planning and execution skill for structured design phase gate reviews per 21 CFR 820.30
Pre-Startup Safety Review checklist generation skill for startup readiness verification
Construction submittal tracking skill for document management and review workflow
Skill for formal design review preparation and execution (PDR/CDR)
Skill for design for manufacturing review and optimization
Conduct systematic quality reviews of instructional materials using established rubrics (Quality Matters) and design standards
Review clinical documentation and assigned codes for accuracy, compliance, and optimization, identifying documentation improvement opportunities and coding errors
Prepare ethics applications, develop informed consent protocols, and navigate institutional review processes for human subjects research
Prepare manuscripts following APA, ASA, or discipline-specific guidelines with proper reporting standards and peer review navigation
Navigate institutional review board processes, informed consent, confidentiality, and ethical considerations in human subjects research
Conduct comprehensive literature searches, quality assessments, evidence synthesis, and meta-analyses
RTL code quality checking and linting. Runs lint rules, identifies synthesis issues, detects inferred latches, and generates lint reports with waivers.
Process and implement code review feedback systematically. Use when user provides reviewer comments, PR feedback, code review notes, or asks to implement suggestions from reviews.
Review code for quality, security, and best practices. Use when the user asks for code review, wants feedback on their code, mentions reviewing changes, or asks about code quality.
API design patterns and conventions for this project. Covers RESTful URL naming, response format standards, error handling, and authentication requirements. Use when writing or reviewing API endpoints, designing new APIs, or making decisions about request/response formats.
Generate API endpoint documentation from Express route files. Use when the user asks to generate, update, or review API docs for Express.js routes.
A comprehensive academic writing coach that guides students and researchers through every stage of scholarly writing — from formulating a thesis to responding to peer review. This skill covers researc
A specialized mentor for conducting systematic and narrative literature reviews — from defining a research question through database searching, screening, critical appraisal, synthesis, and gap identi
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OpenAI Codex CLI + Claude Code (Hizir) birlikte kullanim rehberi. Is dagitim pattern'leri, GitHub Actions workflow ornekleri, review dongusu ve iki AI yazilim asistaninin guclu yanlarini birlestiren orchestration stratejileri.
Generate comprehensive PR descriptions following repository templates
PR size-based review depth, performance review checklist, architecture conformance checks, and framework-specific review patterns.