Manages versioned, idempotent Azure SQL migrations that run on every deployment via sqlcmd in GitHub Actions.
Guides blood product compatibility testing with antibody identification and crossmatch protocols. Use when managing blood bank testing, resolving antibody workups, or selecting…
Selects appropriate cardiac imaging modality based on clinical question and pretest probability. Use when choosing cardiac imaging, selecting stress testing modality, or ordering…
Manage dotfiles with chezmoi. Use when adding files to chezmoi, running chezmoi add/apply/diff/status, debugging why changes aren't appearing, working with chezmoi templates or…
Manages CockroachDB cluster capacity across all tiers. Self-Hosted covers node decommissioning for permanent removal and adding nodes for expansion.
Designs and executes compliance testing programs with sampling methodology and findings documentation.
Structures credit portfolio analysis with concentration metrics, correlation assessment, and stress testing.
Test database testing including fixtures, transactions, and rollback management. Use when performing specialized testing.
Expert at organizing and managing documentation structure across projects. Auto-invokes when organizing documentation files, setting up documentation frameworks, creating…
ドキュメント生成ワークフロー：ADR作成、スキル生成、ルール生成。 技術ドキュメントのためのテンプレートとプロセスを提供。 トリガー: ADR, documentation, architecture decision, rulify, skill generation, MADR。
Structures EHR implementation planning with workflow analysis, data migration, and go-live readiness.
Structures infertility workup with ovarian reserve testing, semen analysis, and treatment algorithms.
Structures FX hedging programs with exposure identification, instrument selection, and hedge effectiveness testing.
Structures investment compliance testing with guideline monitoring and breach reporting. Use when monitoring investment guidelines, testing compliance, or reporting breaches.
Use when working with Gcp Iot Core — google Cloud IoT platform management using Pub/Sub, Cloud Functions, and device management patterns that replaced the deprecated IoT Core.
Drive spec-driven project management via GitHub Issues — decompose a feature into dependency-linked task issues, label them ready / blocked / epic / in-progress, track progress,…
Applies ASCCP cervical cancer screening guidelines with HPV co-testing and colposcopy indications. Use when managing cervical screening, applying ASCCP guidelines, or determining…
Structures hedge accounting documentation with effectiveness testing and ASC 815/IFRS 9 compliance. Use when documenting hedge relationships, testing effectiveness, or managing…
Guides hereditary cancer risk assessment with genetic testing criteria and management recommendations.
Structures goodwill and long-lived asset impairment testing with fair value estimation and documentation.
Structures infectious disease control programs with prevention, testing, and treatment access protocols.
Tracks infrastructure asset performance with maintenance planning, capital expenditure optimization, and end-of-life valuation.
Structures interest rate hedging with swap, cap, and collar analysis and hedge accounting documentation.
Structures bank interest rate risk analysis with EVE, NII sensitivity, and gap analysis. Use when managing bank IRR, modeling NII sensitivity, or analyzing repricing gaps.
Structures internal audit planning and execution with risk assessment, testing, and findings documentation.
Structures liquidity risk management with cash flow projections, stress testing, and contingency planning.
Guide for mobile-specific consent management covering Apple ATT framework for iOS, Android permission model, in-app consent flows, SDK consent propagation to third-party…
Structures model validation with independent testing, limitation documentation, and ongoing monitoring.
Structures payment regulatory compliance with PCI-DSS, money transmitter licensing, and BSA requirements.
Tracks proficiency testing results with remediation for unacceptable performance. Use when managing PT programs, analyzing PT results, or documenting corrective actions for PT…
Railway platform CLI for service deployment, infrastructure management, and debugging. Use for creating services, managing deployments, configuring networking, and reviewing logs.
Enforces strict guidelines for creating, modifying, and refactoring reproducible recipes under the `agy-recipes/` folder.
Expert at managing GitHub issue relationships including parent/sub-issues, blocking dependencies, and tracking links using the GraphQL API.
Create and validate component snapshots for UI regression testing. Use when performing specialized testing.
Structures SOX compliance with control documentation, testing, and deficiency evaluation. Use when managing SOX compliance, testing internal controls, or evaluating control…
Structures manual muscle testing and dynamometry with grading and functional correlation. Use when testing muscle strength, grading MMT, or documenting strength assessment.
Manages all forms of test suite assignment for DevOps Center pipeline stages via the Connect API testSuiteStages endpoint.
Supabase CLI for database management, Edge Functions, migrations, and local development. Use for managing Postgres databases, deploying serverless functions, and debugging…
Help users manage technical debt strategically. Use when someone is dealing with legacy code, planning refactoring work, deciding between rewrites vs.
Test provision and manage isolated test environments with configuration and data. Use when performing specialized testing.
テストワークフローパターン：E2Eテスト生成、テストオーケストレーション。 自動テストのためのテンプレートとプロセスを提供。 トリガー: testing, E2E, end-to-end, playwright, test runner, テストオーケストレーション。
Structures trust administration with distribution analysis, tax reporting, and beneficiary communication.
Vercel platform CLI for frontend deployments, serverless functions, and edge network management. Use for deploying applications, managing domains, environment variables, and…
Structures vestibular assessment with positional testing and customized exercise programs. Use when evaluating vestibular disorders, performing Dix-Hallpike testing, or designing…
Use when working with Webdriverio — webdriverIO test automation management and analysis. Covers test suite configuration, service integration, browser and mobile testing, Allure…
Comprehensive guide for Manim Community - Python framework for creating mathematical animations and educational videos with programmatic control
Render manim videos with correct CLI flags, dependency checks, and bounded retry strategy.
Production pipeline for mathematical and technical animations using Manim Community Edition. Creates 3Blue1Brown-style explainer videos, algorithm visualizations, equation…
Use when the partner asks for manual frontend QA, hand-testing, or step-by-step UI verification, or when you finish a frontend change and want to offer manual verification…
Import manual or host-provided design content from Confluence, Jira, HTML, PDF, Markdown, YAML, or OpenAPI into AgentSpec as a candidate snapshot through the core CLI.
Generates a manual test plan, QA plan, test scenarios, testing checklist, or guidance on how to test changes. Works from branch diffs, stories, specs, or requirements.
Скилл агента-тестировщика для workflow-ai. Проводит ручное и полуавтоматическое тестирование веб-приложений и desktop-приложений (VSCode-расширения, Electron и др.) через браузер…
Pre-publication manuscript audit producing a section-level refactoring report with citation hygiene and submission-readiness checks.
Deep architecture report that fans out parallel inspections across different aspects of the codebase (structure, tech stack, APIs, patterns, data flow, dependencies, test — from…
Deep architecture report that fans out parallel inspections across different aspects of the codebase (structure, tech stack, APIs, patterns, data flow, dependencies, test — from…
Generate Python module dependency graphs so refactors and package splits start from an actual import map instead of guesswork.
重构 workflow。用于模块拆分、迁移、rename、baseline+regression 验证。 触发词：refactor, 重构, 拆分, 迁移, extract, rename module, map-refactor. Requires MAP .review/ infrastructure. Merge gate enabled.
Use FIRST, before hunting any bug — write down the system's trust model (who can reach what, which callers are already trusted, what the deployment model is).
Rust OpenTelemetry style for Maple: opentelemetry + opentelemetry_sdk + opentelemetry-otlp HTTP exporter, tracing-opentelemetry bridge for the tracing crate, inline endpoint +…
Reference-only: MapLibre GL JS is installed via npm as maplibre-gl v5 and react-map-gl v8. Additional GIS libs: pmtiles, osmtogeojson, swr, @turf/turf. NOT a callable tool.