
Claude Skills by VincentChuWaiChow
github.com/VincentChuWaiChowAdd educational comments to code files to transform them into effective learning resources. Explains the "why" behind syntax, idioms, and design choices, aligned with the learner's knowledge level and educational goals.
Advisory skill for Contabo resource planning across regions (EU, US-central, US-east, US-west, SIN, UK, AUS, JPN, IND), instance tiers (VPS, VDS, Storage VPS), and add-ons (Private Networking, Additional IPs, Extra Storage, Custom Images). Includes Cloud-Init userData strategy and SSH key management via secret IDs. Use when the user needs to plan new deployments, evaluate region coverage, or compare instance tiers.
Advisory skill for analyzing Contabo cost posture across contract periods, VPS/VDS product tiers, Storage VPS options, and add-ons including Private Networking, Additional IPs, Extra Storage, and Custom Images. Use when the user asks to reduce, explain, or optimize Contabo spending or when evaluating billing impact of period or sizing changes.
Live-guard skill for Contabo VPS and VDS lifecycle operations including instance creation with product selection and region, reinstallation with image and Cloud-Init userData, and cancellation. Requires mandatory contract period acknowledgment (1, 3, 6, or 12 months), billing impact confirmation, and a rollback plan before any mutation. Hard-stops any lifecycle action that lacks explicit period acknowledgment or rollback documentation.
Live-guard skill for Contabo Object Storage (S3-compatible) bucket operations including inventory audit, access policy review, retention policy enforcement, and deletion workflows. Hard-stops any bucket deletion requested without verified backup evidence and a documented rollback plan. Use when the user needs to manage, audit, or delete Contabo Object Storage buckets or objects.
Router skill for classifying Contabo tasks and delegating to the narrowest specialist for cost analysis, capacity planning, security hardening, VPS/VDS lifecycle operations, or Object Storage management. Use when the user asks a Contabo question that spans multiple domains or needs triage before specialist engagement.
Advisory skill for hardening Contabo infrastructure security: SSH key management via secret IDs, default root and admin user policy, firewall posture review, OAuth2 credential hygiene including token short TTL and environment variable storage, and x-request-id UUIDv4 traceability for audit compliance. Use when the user needs to assess or improve Contabo instance or API security posture.
Use this skill when compliance controls must be mapped to audit evidence, when evidence collection, retention policy, and legal-hold status need to be assessed across Microsoft 365 workloads, or when an attestation package must be assembled for an auditor or regulator. Defines the end-to-end flow from control identification through evidence discovery, gap analysis, retention verification, legal-hold confirmation, and attestation sign-off. Does not serve as an authorization to release evidence...
Use this skill when a customer service case must be triaged, routed to the right team, driven to resolution, and captured as reusable knowledge in Dynamics 365 Customer Service. Covers intake-to-routing, SLA tracking, escalation gates, knowledge capture, and post-resolution CSAT. Orchestrates the d365-customer-service-contact-center-agent as primary and invokes human escalation when SLA risk or knowledge gaps are detected. Does not make final resolution decisions or override customer service ...
Use this skill when a Dynamics 365 change request must be structured and progressed through impact assessment, fit-gap analysis, UAT sign-off, go/no-go decision, go-live execution, and hypercare using the Success by Design framework. Defines the full change-to-go-live flow — change request intake, solution blueprint alignment, testing gates, cutover plan verification, go/no-go decision, deployment, and hypercare. Does not authorize go-live, cutover execution, or production deployments; all pr...
Use this skill to coordinate the financial period close and reporting process across Dynamics 365 Finance and Microsoft Fabric / Power BI. It orchestrates subledger close, general ledger reconciliation, currency revaluation, consolidation, financial statement preparation, and report certification. The skill defines stage gates for subledger close, reconciliation sign-off, and report certification, and enforces structured handoffs between d365-finance-close-to-report-agent and fabric-power-bi-...
Use this skill before enabling Microsoft 365 Copilot for any user population. Runs an oversharing assessment, applies sensitivity labels and DLP controls, validates permissions baseline, and confirms a secure data foundation exists. Orchestrates m365-copilot-readiness-governance-agent as primary, m365-identity-zero-trust-agent for identity-layer controls, and copilot-governance-maestro-agent for cross-pillar sign-off. Hard refusal: Microsoft 365 Copilot must not be enabled for any user until ...
Use this skill when sensitive data must be discovered, classified with Microsoft Purview sensitivity labels, protected by Data Loss Prevention policies, and monitored for label adoption and DLP policy effectiveness across Microsoft 365 and Power Platform environments. Defines the end-to-end flow from data discovery through classification taxonomy design, sensitivity label deployment, DLP policy coverage, and adoption monitoring. Does not authorize the creation or modification of sensitivity l...
Use this skill when a Power Platform or Dynamics 365 solution must progress through a structured dev-to-test-to-production release pipeline using managed solutions and Power Platform pipelines, when rollback readiness must be verified before go-live, or when a deployment approval gate must be enforced. Defines the full ALM release flow — solution packaging, pipeline stage progression, pre-deployment validation, approval, deployment, rollback verification, and post-deployment confirmation. Doe...
Use this skill when a Dynamics 365 ERP or CRM implementation is approaching go-live and must progress through mock migration, data reconciliation, cutover runbook execution, rollback testing, and the Success by Design go-live gate before production switchover. Orchestrates d365-data-migration-cutover-agent as primary, d365-success-by-design-governance-agent for SbD gate sign-off, and d365-security-sod-governance-agent for separation-of-duties validation. Gates include reconciliation sign-off,...
Use this skill to orchestrate the field service to cash process (service to deliver) across Dynamics 365 Field Service and Dynamics 365 Finance, covering work order creation through service delivery, parts and inventory consumption, invoicing, and accounts receivable settlement. The skill defines stage gates, agent handoff rules, and escalation triggers so that service work is verified before invoicing, inventory is accurately consumed, and revenue is recognized correctly. It does not create ...
Use this skill when an identity lifecycle event (joiner, mover, leaver) or an access request must be evaluated end-to-end across Microsoft Entra identity, Conditional Access policy, and data access governance under a Zero Trust posture. Orchestrates m365-identity-zero-trust-agent as primary and m365-copilot-readiness-governance-agent for data-layer governance. Gates include access review sign-off and least-privilege validation before any access grant is recommended. Does not approve access; a...
Use this skill when a security incident must be triaged, contained, remediated, and reviewed in a Zero Trust assume-breach posture across Microsoft 365 and Dynamics 365 environments. Defines the end-to-end flow from detection through severity triage, containment approval, investigation, remediation, and post-incident review. Applies Zero Trust principles — verify explicitly, use least privilege, assume breach — throughout. Does not serve as an authorization to isolate devices, block users, or...
Use this skill to orchestrate the end-to-end lead-to-cash business process across Dynamics 365 Sales, Supply Chain Management, and Finance. It coordinates the journey from a qualified sales opportunity through order creation, fulfillment, invoicing, and final revenue recognition. The skill defines stage gates, agent handoff rules, escalation triggers, and decision logic for cross-functional coordination. It does not make business decisions, approve credit limits, authorize revenue recognition...
Use this skill when a Legal or HR agent must hand a matter to another agent and the context, uncertainty, evidence quality, privilege posture, and privacy posture must survive the handoff. It defines the shared legal-hr-case-capsule — a controlled, auditable exchange record with redacted identifiers, risk labels, privilege and privacy labels, a decision-owner field, and an explicit do-not-do list. It does not give legal or HR advice and does not authorize any action.
Use this skill to assign consistent risk labels to a Legal or HR matter — severity ratings, privilege and privacy sensitivity labels, retaliation and discrimination risk labels, matter-type classes, escalation-gate triggers, and the audit-log schema. It standardizes the vocabulary every Legal and HR agent and case capsule uses so risk is rated the same way across the ecosystem. It does not give legal or HR advice and never concludes that a matter is safe or compliant.
Use this skill when a Legal or HR matter must be classified and routed to the right specialist agent, when a matter crosses both domains and needs parallel review, or when Legal and HR agents disagree and the conflict must be resolved. It defines routing rules, the overlap handoff matrix, the controlled-handoff communication principles, and the conflict-resolution protocol. It does not give legal or HR advice and never makes a final routing decision binding on a human.
Use this skill when Microsoft 365 or Dynamics 365 licenses have been assigned and the organisation needs to measure adoption, instrument value outcomes, identify waste, and reclaim inactive licenses before purchasing more. Orchestrates microsoft-business-impact-value-realization-agent as primary. Gates include baseline definition before adoption target is set, and inactive-license reclaim before any new license purchase is recommended. Does not make purchase decisions or modify license assign...
Use this skill when a NetSuite matter must be classified and routed to the right specialist agent, when a matter crosses multiple NetSuite domains and needs parallel review, when a live-account mutation intent must be gated, or when specialist agents disagree and the conflict must be resolved. It defines routing rules per matter type, the cross-domain overlap matrix covering finance × developer × identity × integration × analytics × OneWorld × AI-connector × compliance, and the conflict-resol...
Use this skill to coordinate the order-to-cash process across Dynamics 365 Supply Chain Management, Finance, and Sales, covering confirmed order through fulfillment, invoicing, accounts receivable, and cash collection. It defines stage ownership, gate conditions, agent handoff rules, and escalation triggers for the post-order revenue cycle. The skill does not execute system transactions, approve credit changes, post invoices, or make collection decisions; all production-impacting steps are es...
Use this skill to orchestrate the procure-to-pay (source-to-pay) process across Dynamics 365 Supply Chain Management, Finance, and compliance-aware separation-of-duties governance. It coordinates the journey from purchase requisition through purchase order approval, goods or services receipt, vendor invoice processing, and payment settlement. The skill enforces segregation-of-duties gates on purchase order approval, defines agent handoff rules, and escalates SoD conflicts to d365-security-sod...
Use this skill to review the cross-tier seams of revenue-critical journeys — checkout, payment submission, account creation, and login — for idempotency of money-moving and account-creating requests, server-side re-validation of client-enforced rules, webhook duplicate/out-of-order handling, retry-storm safeguards, and PCI DSS SAQ-scope judgment. Use when a request crosses client-to-server, system-to-processor, or webhook-back-into-system and a failure at that seam would double-charge, double...
Use this skill when a Salesforce specialist agent must hand a matter to another agent and the context, uncertainty, evidence quality, privilege posture, and privacy posture must survive the handoff intact. Defines the shared salesforce-case-capsule — a controlled, auditable exchange record with redacted identifiers, risk labels, privilege and privacy labels, a decision-owner field, and an explicit do-not-do list. Trigger phrases: "create a handoff capsule for this Salesforce matter", "structu...
Use this skill when a Salesforce data exposure event has been detected or is strongly suspected. Triggers include: guest-user data exposure via Experience Cloud, cross-org data sync without a Data Processing Agreement, regulated-data sync in Marketing Cloud without a consent map, Experience Cloud sharing-set widening affecting personal data, and Data Cloud cross-org sharing without appropriate controls. Trigger phrases: "guest user can see records they should not", "data syncing across orgs w...
Use this skill when any proposed mutation to a live Salesforce production org must be evaluated before execution. This is a refusal-by-default gate: if any required precondition is missing, the skill stops and refuses. Required preconditions are target_org_identity, environment_type, user_identity, permission_scope, change_ticket, approval_state, dry_run_or_deployment_preview, backup_rollback_plan, test_evidence, and post_change_verification_plan. Trigger phrases: "approve this Salesforce cha...
Use this skill when a Salesforce matter must be assigned a standardized matter type, risk tier, or escalation gate before routing or handoff. Defines all matter types (org-config, automation, code, integration, security/IAM, data, sales/CPQ, service/SLA, experience-cloud, marketing/consent, agentforce-AI, analytics-metrics, slack-governance, industry-vertical, architecture, compliance, release-deploy, live-mutation), risk tiers (Critical/High/Medium/Low/Unknown), and escalation gates (product...
Use this skill when a Salesforce matter must be classified and routed to the right specialist agent, when a matter crosses multiple Salesforce domains and needs parallel review, or when specialist agents disagree and the conflict must be resolved. It defines routing rules per matter type, the cross-domain overlap matrix covering admin × dev × security × revops × marketing × compliance, and the conflict-resolution protocol. Does not give Salesforce or business advice; routing is a recommendati...
Use this skill to statically review AI/BI Genie agent and dashboard design: agent scoping (30-table limit), instructions and trusted assets, metric-view correctness, dashboard limits and rendering, benchmark design and honest accuracy reading, and the critical 'Individual data' versus 'Share data' permission decision. Reads agent and dashboard configuration, schema, metric definitions, and benchmark results only; it never executes any agent query and never runs a dashboard. Highest consequenc...
Use this skill to review Databricks data protection and privacy design for regulatory alignment and least-privilege enforcement: row filters and column masks, ABAC policies, data classification, deletion and GDPR erasure mechanics, Delta Sharing egress, residency and Geo constraints, and customer-managed encryption. Reads schemas, mask/filter definitions, classification results, sharing configs, and encryption settings only; never executes masks or deletes data.
Use this skill to design and verify data quality expectations, table constraints, Lakehouse Monitoring, freshness detection, event-log interrogation, quality SLAs, and downstream quality signaling for Lakeflow pipelines. Reads pipeline source, table schema, expectations, monitor configuration, and event-log queries only; never executes pipelines and never assumes metric availability without verification.
Use this skill to review a Declarative Automation Bundle configuration, authentication setup, and deployment flow against production readiness criteria: bundle structure, deployment modes, run-as identity boundaries, variable resolution timing, OAuth and environment-variable authentication, Terraform versus direct deployment, Git folder segregation, and CI/CD gate design. Reads bundle configuration, CI/CD workflows, and Git branch structure; never executes commands, never deploys, and never a...
Use this skill to statically review Databricks cost and cost-attribution: system.billing.usage and system.billing.list_prices for correct joins, custom-tag-based attribution with coverage-confidence reporting, DBU uptime charging semantics, serverless versus classic cost comparison validity, budgets and their non-enforcing nature, compute policies and idle controls, and instance-pool cost floors. Reads billing system tables, compute config, and policies only; it never executes queries and nev...
Use this skill to review generative-AI agent design on Databricks: Mosaic AI Agent Framework and ResponsesAgent interface, Databricks AI Search index variant and sync-mode choice, retrieval and context engineering, MCP server category and trust boundaries, external model-provider selection, and Unity AI Gateway policy. Owns the complete decision surface where retrieval, context, and agent authoring meet.
Use this skill to review generative-AI evaluation, tracing, and observability design on Databricks: MLflow Tracing instrumentation and span design, trace storage and governance, `mlflow.genai.evaluate()` harness design, the judge-versus-scorer distinction, built-in judge selection (ten single-turn and seven multi-turn), custom scorers, evaluation datasets, regression detection, human feedback loops, and cost/latency observability. Treats every LLM judge as an instrument with error.
Use this skill to review Databricks identity and network security design for proper admin separation, SCIM/federation configuration, credential hygiene, and network boundary enforcement: admin roles, service-principal posture, OAuth vs PAT, token lifecycle, IP access lists, serverless network policies, secret scopes, and best practices. Reads configuration only; never creates, updates, or rotates credentials.
Use this skill to design Lakeflow Spark Declarative Pipelines: medallion layering, Lakeflow Jobs orchestration and task dependencies, Delta table layout (liquid clustering, deletion vectors, Predictive Optimization), Auto Loader ingestion, schema evolution and `_rescued_data`, materialized views versus streaming tables, and backfill strategy. Reads pipeline source, table metadata, and job definitions only; never executes pipelines and never assumes feature availability without checking the do...
Review and guide Databricks Lakehouse engineering on Azure: medallion architecture (bronze/silver/gold), Delta Lake pipelines, ADLS Gen2 access via Unity Catalog external locations and storage credentials, Access Connector managed identity, cluster access mode enforcement, AKV-backed secret scopes, VNet injection and Private Link network isolation, and credential passthrough deprecation. Static review only — never execute against live workspace.
Mutating-runtime live guard for Unity Catalog privilege management on Azure Databricks. Executes exactly ONE GRANT or REVOKE of a single privilege on a single Unity Catalog securable (schema, table, or volume) to a single principal — with explicit written human approval, dry-run preflight, prior-state capture, and a named rollback owner. Phase B strictly-scoped controlled mutation; never bulk, never wildcard, never ALL PRIVILEGES, never metastore/account admin grants.
Use this skill to classify an incoming Databricks task and route it to the narrowest owning specialist on the Databricks board. Classifies on intent, business context, artifact type, blast radius, required evidence, implied runtime authority, and specialist ownership; emits a single owner, a parallel team of up to four with the conflict named, an unclassified request for the smallest sufficient artifact, or a live-guard gate. Routing only — it never reviews Databricks work and never dispatche...
Use this skill to review machine-learning model lifecycle on Databricks: MLflow 3 with Unity Catalog as default registry, alias-based promotion and champion/challenger patterns, feature-store design with point-in-time correctness, Model Serving endpoint configuration and traffic management, inference-table auto-logging with at-least-once guarantees, batch inference with `ai_query()`, and cross-environment promotion paths. Establishes evidence linking tests to production deployments without ex...
Use this skill to review Databricks account and workspace topology for scalability and Well-Architected alignment: metastore-per-region constraint, workspace segmentation ratios, serverless vs classic placement, catalog organisation, cross-region and cross-organisation access patterns, and platform quota headroom. Reads workspace inventory and compute/metastore assignments only; never accesses live workspaces or requires credentials.
Use this skill to diagnose and design platform reliability using system-table evidence, job and pipeline execution review, cluster policies, instance pools, quota headroom, and disaster-recovery posture: job timeouts and retries, run-history retention, managed DR design, incident-evidence preservation, and quota limits. Reads job and pipeline definitions, cluster policies, system-table schemas, and incident logs; never executes queries or triggers live operations.
Use this skill to statically review SQL warehouse and query performance: warehouse type and sizing for concurrency, Photon and Predictive I/O applicability, three-tier caching semantics and when a cached result is misleading, query-profile reading for skew and spill, data layout via liquid clustering and data skipping, and materialized-view refresh timing. Reads warehouse configuration, schema, query text, query profiles, query history, and ANALYZE output only; it never executes any query and...
Use this skill to verify Structured Streaming query correctness and recovery: state-schema immutability, checkpoint compatibility across restarts, watermark semantics, trigger selection (AvailableNow, Once, ProcessingTime), exactly-once vs at-least-once sinks, foreachBatch idempotency, RocksDB and changelog checkpointing, serverless constraints, and restart/backfill safety. Reads query source, state schema, and checkpoint configuration only; never executes queries and never assumes DBR versio...
Review Databricks Unity Catalog governance on Azure: three-level namespace design, GRANT privilege model, identity federation with Microsoft Entra ID, service principal posture, workspace-catalog binding, account/workspace/metastore admin separation, audit via system tables, and least-privilege schema-scoped grant patterns. Static review only — never execute against live workspace.