Data modeling with Entity-Relationship Diagrams (ERDs), data dictionaries, and conceptual/logical/physical models. Documents data structures, relationships, and attributes.

data-orchestrator

Manage AI training data, monitor content freshness, detect repetition, and update training samples for continuous learning. Use when managing training data, checking content quality, updating AI models, or preventing repetitive content.

Use this skill proactively for ANY Databricks Jobs task - creating, listing, running, updating, or deleting jobs. Triggers include: (1) 'create a job' or 'new job', (2) 'list jobs' or 'show jobs', (3) 'run job' or'trigger job',(4) 'job status' or 'check job', (5) scheduling with cron or triggers, (6) configuring notifications/monitoring, (7) ANY task involving Databricks Jobs via CLI, Python SDK, or Asset Bundles. ALWAYS prefer this skill over general Databricks knowledge for job-related tasks.

Automatically detects Datadog resource mentions (URLs, service queries, natural language) and intelligently fetches condensed context via datadog-analyzer subagent when needed for the conversation (plugin:schovi@schovi-workflows)

Use this skill when you need to search Datadog logs, query metrics, tail logs in real-time, trace distributed requests, investigate errors, compare time periods, find log patterns, check service health, or export observability data.

Use to manage pricing, packaging, and approval workflows for renewal

End-of-session debrief to capture learnings and keep documentation current.

decay-scoring

Decision modeling using decision tables, weighted scoring matrices, and decision trees. Structures complex decisions with clear criteria, alternatives evaluation, and outcome prediction.

Validate implementation approaches against Brief decisions

Capture architectural and implementation decisions with rationale to prevent re-debating. Creates and maintains DECISIONS.md.

A decision matrix is a structured tool for comparing multiple alternatives against weighted criteria to make transparent, defensible choices. It forces explicit trade-off analysis by scoring each opti

Git-powered state awareness - track file changes, session context, decisions, and work history. Query what happened in previous sessions and during current session. Auto-activates for state queries and before duplicating work.

Strategic decision-making for CFN Loop progression with robust parsing. Use when evaluating validator consensus and determining PROCEED/ITERATE/ABORT outcomes.

Use when starting plan execution to decompose implementation plans into Claude Code Task tool tasks at H2 (Task) granularity - creates one task per plan task with citation-manager directives, keeping plan as source of truth

Use after writing-plans to decompose monolithic plan into individual task files and identify tasks that can run in parallel (up to 2 subagents simultaneously)

Deep learning-based variant calling with Google DeepVariant. Provides high accuracy for germline SNPs and indels from Illumina, PacBio, and ONT data. Use when calling variants with DeepVariant deep learning caller.

Creates and manages multi-step AI workflows. Use when defining, implementing, or improving DeepWork jobs.

Delete files from knowledge base with directory governance. Use when user wants to remove or delete content. Reads RULE.md to check deletion permissions and handles dependencies.

Delta Sharing configuration, monitoring, and recipient management for secure cross-organization data sharing.

Automated dependency management with security scanning, update orchestration, and compatibility validation

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Health checks, metrics, alerting ve rollback stratejileri.

Deployment workflow for company repos (pre/pro) using CI, ECR, and Helm.

Set up progressive canary deployments on GCP Cloud Run with traffic splitting, monitoring alerts, and automated rollback.

Production deployment principles and decision-making. Safe deployment workflows, rollback strategies, and verification. Teaches thinking, not scripts.

Azure Deployment Stacks GA 2025 features for unified resource management, deny settings, and lifecycle management

Deployment Strategy Agent. Feature Flag, Canary/Blue-Green 배포, 롤백 전략을 담당합니다. 안전한 배포와 점진적 롤아웃을 관리합니다.

**Purpose**: Systematically validate the application is ready for production deployment, catching common "works locally, fails on Render" issues BEFORE they happen.

Inline orchestration workflow for dependency audit and updates. Provides step-by-step phases for dependency-auditor detection, priority-based updates with dependency-updater, and verification cycles.

Auto-activates when synthesizing outputs from multiple parallel sub-agents

檢查聯準會持有證券的未攤銷折價（Unamortized Discounts）是否出現與特定歷史危機期間相似的走勢模板，並用多指標交叉驗證是否真的屬於「金融壓力升高」而非單純會計/利率效果。

Analyze git changes to determine release scope (marketplace/plugin/variants)

Utilities and patterns for detecting execution environment (CI/CD vs local, network access, available ports, timeouts). Use when you need to adapt scripts or workflows based on where the agent is running, or when creating helper scripts that need environment-aware behavior.

Detects OS command injection vulnerabilities by identifying unsafe system/popen/exec calls with user-controlled input. Use when analyzing command execution, shell operations, or investigating potential command injection points.

Detects logic bypass vulnerabilities including authentication bypass, authorization bypass, and business logic flaws. Use when analyzing authentication mechanisms, access controls, or investigating security control bypasses.

Detects null pointer dereference vulnerabilities by identifying unchecked pointer usage and missing validation. Use when analyzing pointer operations, input validation, or investigating crash vulnerabilities.

Detects race condition vulnerabilities including TOCTOU, double-checked locking issues, and shared state problems. Use when analyzing concurrent operations, file access patterns, or investigating timing-related vulnerabilities.

Detects unsafe signed/unsigned integer conversions that can lead to integer overflow and security check bypasses. Use when analyzing integer operations, comparisons, or investigating conversion-related vulnerabilities.

detection

Browser automation that maintains page state across script executions. Write small, focused scripts to accomplish tasks incrementally. Once you've proven out part of a workflow and there is repeated w

Package and dependency management patterns across ecosystems (npm, pip, cargo, maven). Covers lockfiles, semantic versioning, dependency security scanning, update strategies, monorepo workspaces, transitive dependencies, and avoiding dependency hell.

Run isolated mux desktop (Electron) instances (temp MUX_ROOT + free ports)

ring:dev-devops

Manage Jeremy's global dev environment (git, nvim, shell configs) and install tools. Use when asked to change global configs, add tools to the environment, or modify dotfiles.

Standardized development environment configuration including tools, IDE settings, and automation for consistent developer experience.

Sprites, sprite sheets, texture atlases, and object pooling for Phaser

Development Philosophy & Standards. Use it everytime you plan or implement any code.