Expert methods for AI agents
Better methods.
Better work.
SkillVault turns specialist judgment into 500 portable skill archives across 31 domains. Each one carries diagnostic checks, documented failure modes, decision rules, and evidence requirements.
Browse the complete catalogue
- System Design Coach — Interview
- Code Review Agent — Productivity
- Kubernetes Debugger — Infrastructure
- RAG Architecture Assistant — AI Engineering
- Incident Postmortem Generator — Reliability
- API Design Reviewer — Architecture
- Database Query Optimizer — Data
- Terraform Reviewer — Infrastructure
- Resume Review Agent — Career
- DSA Problem Solver — Interview
- Bug Investigation Agent — Debugging
- Root Cause Analysis Agent — Reliability
- Azure Debugging Agent — Infrastructure
- AWS Architecture Advisor — Architecture
- CI/CD Pipeline Reviewer — DevOps
- Security Audit Agent — Security
- Redis Performance Analyzer — Data
- Kafka Debugger — Data
- Prompt Engineering Assistant — AI Engineering
- LLM Evaluation Agent — AI Engineering
- Documentation Generator — Productivity
- PR Review Assistant — Productivity
- Architecture Decision Record Generator — Architecture
- Tech Spec Writer — Architecture
- Meeting Notes to Engineering Tasks — Productivity
- On-call Assistant — Reliability
- Git Conflict Resolver — Productivity
- Docker Optimization Agent — Infrastructure
- Nginx Configuration Expert — Infrastructure
- Distributed Systems Design Reviewer — Architecture
- SQL Migration Planner — Data
- Observability Designer — Reliability
- Performance Profiling Agent — Performance
- Test Strategy Agent — Testing
- API Contract Tester — Testing
- Refactoring Advisor — Productivity
- Dependency Upgrade Agent — Maintenance
- Cloud Cost Optimization Agent — FinOps
- Terraform Module Designer — Infrastructure
- Kubernetes Manifest Reviewer — Infrastructure
- SRE Runbook Writer — Reliability
- Capacity Planning Agent — Reliability
- Data Modeling Agent — Data
- GraphQL Schema Reviewer — Architecture
- Event Schema Designer — Data
- Rate Limit Designer — Architecture
- Caching Strategy Agent — Performance
- Authentication Design Agent — Security
- Threat Modeling Agent — Security
- Compliance Review Agent — Security
- Frontend Performance Agent — Performance
- Accessibility Review Agent — Frontend
- Mobile Architecture Agent — Architecture
- ML Pipeline Reviewer — AI Engineering
- Feature Store Advisor — AI Engineering
- AI Agent Architecture Reviewer — AI Engineering
- Data Quality Agent — Data
- System Migration Planner — Architecture
- Codebase Comprehension Agent — Productivity
- Mock Interview Agent — Interview
- WebSocket Debugger — Networking
- DNS Troubleshooter — Networking
- CDN Cache Advisor — Performance
- PostgreSQL Vacuum Expert — Data
- MongoDB Schema Advisor — Data
- Elasticsearch Query Optimizer — Search
- Feature Flag Reviewer — Delivery
- Rollout Safety Agent — Reliability
- Dependency Vulnerability Triager — Security
- OAuth & OIDC Advisor — Security
- Secrets Rotation Planner — Security
- Chaos Experiment Designer — Reliability
- SLO & Error Budget Coach — Reliability
- Workload Capacity Modeler — Performance
- WCAG Testing Coach — Frontend
- React Performance Reviewer — Frontend
- TypeScript Migration Agent — Productivity
- Python Async Debugger — Debugging
- JVM GC Analyzer — Performance
- .NET Performance Advisor — Performance
- Go Concurrency Reviewer — Code Quality
- Rust Ownership Coach — Code Quality
- Linux Performance Investigator — Infrastructure
- Protobuf Compatibility Reviewer — Architecture
- Cassandra Data Model Advisor — Data
- HTTP/3 & QUIC Performance Advisor — Networking
- gRPC Streaming Debugger — Debugging
- Envoy Proxy Debugger — Infrastructure
- Istio Traffic Policy Reviewer — Infrastructure
- Argo CD GitOps Debugger — DevOps
- Kubernetes Upgrade Planner — Infrastructure
- Helm Chart Quality Reviewer — Infrastructure
- RabbitMQ Topology Advisor — Data
- Apache Flink Streaming Debugger — Data
- Apache Spark Job Optimizer — Data
- dbt Model Reviewer — Data
- Snowflake Cost Optimizer — Data
- BigQuery Query Advisor — Data
- MySQL Lock Debugger — Debugging
- SQL Server Query Plan Reviewer — Data
- Neo4j Graph Model Advisor — Data
- WebAuthn & Passkey Advisor — Security
- SAML Integration Debugger — Debugging
- API Abuse Defense Planner — Security
- Data Retention Policy Engineer — Security
- LLM Red-Team Designer — AI Engineering
- RAG Evaluation Builder — AI Engineering
- Prompt Cache Optimizer — AI Engineering
- Model Serving Capacity Planner — AI Engineering
- GPU Inference Optimizer — Performance
- React Native Performance Advisor — Frontend
- iOS Crash Investigator — Debugging
- Android ANR Debugger — Debugging
- Browser Rendering Debugger — Frontend
- Monorepo Build Architect — DevOps
- Bazel Build Debugger — Debugging
- API Deprecation Planner — Architecture
- Data Contract Reviewer — Data
- Privacy Design Reviewer — Security
- Queue Backlog Investigator — Reliability
- Batch Pipeline Recovery Agent — Data
- Engineering Promotion Packet Strategist — Career
- Engineering Portfolio Curator — Career
- Staff Engineer Growth Planner — Career
- Technical Interview Rubric Designer — Career
- Release Train Planner — Delivery
- Canary Analysis Designer — Delivery
- Database Release Coordinator — Delivery
- Mobile Release Safety Planner — Delivery
- Kubernetes Unit Cost Analyst — FinOps
- Cloud Egress Cost Investigator — FinOps
- Reserved Capacity Portfolio Advisor — FinOps
- Data Platform Cost Modeler — FinOps
- End-of-Life Dependency Planner — Maintenance
- Repository Health Auditor — Maintenance
- Deprecation Debt Tracker — Maintenance
- Test Suite Maintenance Planner — Maintenance
- Search Relevance Tuner — Search
- Autocomplete System Designer — Search
- Multilingual Search Advisor — Search
- Search Index Migration Planner — Search
- Error Handling Reviewer — Code Quality
- Concurrency Safety Reviewer — Code Quality
- Public API Quality Reviewer — Code Quality
- Logging Quality Reviewer — Code Quality
- Load Test Model Designer — Testing
- Contract Testing Strategist — Testing
- Resilience Test Designer — Testing
- State Machine Test Generator — Testing
- MEDDICC Discovery Call Gap Analyzer — Sales
- Mutual Action Plan Builder — Sales
- RFP Evidence and Compliance Mapper — Sales
- Sales Objection Pattern Miner — Sales
- Landing Page Claim Evidence Auditor — Marketing
- ICP Message-to-Pain Fit Analyzer — Marketing
- Campaign Brief Quality Gate — Marketing
- Research-to-Content Brief Builder — Marketing
- Support Ticket Churn-Signal Synthesizer — Customer Success
- QBR Outcome Narrative Builder — Customer Success
- Customer Escalation Handoff Brief — Customer Success
- Customer Onboarding Stall Diagnoser — Customer Success
- Monthly Close Variance Explainer — Finance
- SaaS Unit Economics Cohort Analyzer — Finance
- Budget-to-Forecast Bridge Builder — Finance
- Vendor Renewal Spend Analyzer — Finance
- Structured Interview Evidence Scorer — People Operations
- Performance Review Evidence Editor — People Operations
- Job Description Clarity and Inclusion Auditor — People Operations
- Employee Survey Theme and Action Analyzer — People Operations
- Contract Redline Risk Matrix — Legal Operations
- Data Processing Agreement Control Gap Mapper — Legal Operations
- Procurement Clause Obligation Extractor — Legal Operations
- Policy-to-Control Traceability Mapper — Legal Operations
- SOP Exception Pattern Analyzer — Business Operations
- Cross-Functional Handoff Failure Mapper — Business Operations
- Inventory Variance Root-Cause Analyzer — Business Operations
- Decision Log from Meeting Corpus — Business Operations
- Interview Transcript Thematic Coder — Research
- Competitive Evidence Matrix Builder — Research
- Survey Question Bias Reviewer — Research
- Literature Evidence Table Builder — Research
- Executive Decision Memo Editor — Writing
- Board Update Narrative Builder — Writing
- Proposal Compliance and Traceability Editor — Writing
- Policy Plain-Language Rewriter — Writing
- PRD Assumption Stress Tester — Product Management
- Feature Request Evidence Synthesizer — Product Management
- Product Experiment Readout Reviewer — Product Management
- Roadmap Trade-off Memo Builder — Product Management
- PostgreSQL Lock Contention Analyst — Data
- Database Migration Safety Reviewer — Data
- Data Quality Contract Designer — Data
- Analytics Event Taxonomy Designer — Data
- Warehouse Model Reviewer — Data
- Load Test Designer — Reliability
- Graceful Degradation Designer — Reliability
- SLO & Error Budget Designer — Reliability
- Capacity Headroom Planner — Reliability
- LLM Cost & Latency Optimizer — AI Engineering
- Agent Tool Design Reviewer — AI Engineering
- LLM Guardrail Designer — AI Engineering
- Embedding Strategy Advisor — AI Engineering
- AI Evaluation Set Builder — AI Engineering
- Idempotency Design Advisor — Architecture
- Multi-Tenancy Isolation Designer — Architecture
- Event-Driven Boundary Designer — Architecture
- API Versioning Strategist — Architecture
- Backpressure & Queue Designer — Architecture
- Secrets Exposure Auditor — Security
- Supply Chain Risk Reviewer — Security
- Threat Model Facilitator — Security
- PII Data Flow Mapper — Security
- Kubernetes Resource Tuner — Infrastructure
- Network Policy Designer — Infrastructure
- Disaster Recovery Planner — Infrastructure
- IAM Least Privilege Reviewer — Infrastructure
- Memory Leak Investigator — Debugging
- Latency Profiling Analyst — Debugging
- N+1 Query Detector — Debugging
- Technical Debt Prioritizer — Architecture
- Feature Flag Lifecycle Manager — Architecture
- Monorepo Build Optimizer — DevOps
- Release Rollout Strategist — DevOps
- Dependency Upgrade Planner — Maintenance
- Experiment Design Reviewer — Product Management
- Pricing Change Analyst — Finance
- Customer Churn Signal Analyst — Customer Success
- Stakeholder Decision Memo Writer — Writing
- Operational Runbook Author — Reliability
- TypeScript Type Modeling Advisor — Code Quality
- Python Asyncio Stall Debugger — Debugging
- Java Memory Tuning Advisor — Performance
- Go Error Handling Reviewer — Code Quality
- Rust Async Lifetime Advisor — Code Quality
- SQL Window Function Advisor — Data
- Regex Correctness Reviewer — Code Quality
- Webhook Delivery Designer — Architecture
- API Rate Limit Response Designer — Architecture
- GraphQL Federation Advisor — Architecture
- gRPC Contract Designer — Architecture
- OpenAPI Spec Quality Reviewer — Architecture
- Pagination Strategy Advisor — Architecture
- React Re-render Profiler — Frontend
- Form State Architecture Advisor — Frontend
- CSS Layout Debugger — Frontend
- Design System API Reviewer — Frontend
- Web Performance Budget Planner — Performance
- SPA Routing & State Advisor — Frontend
- Image Delivery Optimizer — Performance
- iOS Crash Triage Analyst — Debugging
- Android Startup Time Optimizer — Performance
- Mobile Offline Sync Designer — Architecture
- App Store Release Reviewer — Delivery
- Consumer Contract Test Designer — Testing
- Test Data Management Advisor — Testing
- End-to-End Test Stability Advisor — Testing
- Mutation Testing Advisor — Testing
- Performance Regression Gate Designer — Testing
- Dependency Injection Reviewer — Code Quality
- Legacy Code Seam Finder — Productivity
- Domain Language Reviewer — Code Quality
- Code Complexity Hotspot Analyst — Maintenance
- Feature Toggle Cleanup Advisor — Maintenance
- Kubernetes Autoscaling Designer — Infrastructure
- Kubernetes Storage Advisor — Infrastructure
- Kubernetes RBAC Reviewer — Security
- Kubernetes Operator Design Advisor — Infrastructure
- Container Image Hardening Advisor — Security
- Service Mesh Adoption Advisor — Infrastructure
- AWS Cost Anomaly Investigator — FinOps
- Azure Landing Zone Reviewer — Infrastructure
- GCP IAM Hierarchy Advisor — Security
- Multi-Region Failover Designer — Reliability
- CDN Cache Strategy Advisor — Performance
- DNS Migration Planner — Networking
- TLS Certificate Lifecycle Advisor — Security
- VPC Network Design Reviewer — Networking
- Serverless Cold Start Advisor — Performance
- Infrastructure Drift Detector — Infrastructure
- Distributed Tracing Designer — Reliability
- Log Pipeline Cost Optimizer — FinOps
- Alert Noise Reduction Analyst — Reliability
- Synthetic Monitoring Designer — Reliability
- Incident Command Advisor — Reliability
- Error Budget Policy Designer — Reliability
- Runbook Automation Advisor — Reliability
- Zero Trust Architecture Advisor — Security
- Security Incident Response Planner — Security
- Vulnerability Disclosure Advisor — Security
- API Authentication Hardening Advisor — Security
- Data Encryption Strategy Advisor — Security
- SaaS Vendor Security Reviewer — Compliance
- Secure Code Review Advisor — Security
- On-Call Rotation Designer — Reliability
- Change Management Advisor — Delivery
- Capacity Forecasting Analyst — Reliability
- Backup Verification Advisor — Reliability
- Platform Migration Planner — Infrastructure
- Environment Parity Advisor — DevOps
- Pipeline Security Advisor — DevOps
- Pipeline Idempotency Advisor — Data
- Late-Arriving Data Advisor — Data
- Slowly Changing Dimension Advisor — Data
- Data Lineage Mapper — Data
- Streaming vs Batch Advisor — Data
- Warehouse Cost Optimizer — FinOps
- dbt Project Structure Advisor — Data
- Change Data Capture Advisor — Data
- Data Mesh Readiness Advisor — Data
- Metric Definition Governance Advisor — Data
- Database Sharding Planner — Data
- Read Replica Strategy Advisor — Data
- Connection Pool Tuning Advisor — Performance
- NoSQL Data Modeling Advisor — Data
- Time Series Storage Advisor — Data
- Database Version Upgrade Planner — Maintenance
- Query Plan Regression Analyst — Data
- LLM Prompt Regression Detector — AI Engineering
- RAG Chunking Strategy Advisor — AI Engineering
- LLM Output Validation Designer — AI Engineering
- AI Agent Loop Safety Advisor — AI Engineering
- Model Selection Advisor — AI Engineering
- Fine-Tuning Readiness Advisor — AI Engineering
- AI Cost Attribution Analyst — FinOps
- Vector Database Selection Advisor — AI Engineering
- LLM Observability Designer — AI Engineering
- Synthetic Data Generation Advisor — AI Engineering
- ML Model Monitoring Designer — AI Engineering
- Recommendation System Advisor — AI Engineering
- Funnel Analysis Advisor — Research
- Cohort Retention Analyst — Research
- A/B Test Readout Reviewer — Research
- Dashboard Design Reviewer — Research
- Jobs-to-be-Done Interview Designer — Research
- Product Discovery Planner — Product Management
- Feature Sunset Planner — Product Management
- Pricing & Packaging Reviewer — Finance
- Competitive Positioning Analyst — Marketing
- Customer Feedback Synthesizer — Product Management
- Discovery Call Quality Reviewer — Sales
- Deal Risk Analyst — Sales
- Objection Response Designer — Sales
- Renewal Risk Assessor — Customer Success
- Sales Enablement Reviewer — Marketing
- SaaS Metrics Auditor — Finance
- Unit Economics Analyst — Finance
- Budget Variance Explainer — Finance
- Revenue Recognition Reviewer — Finance
- Procurement Negotiation Advisor — Business Operations
- Performance Feedback Writer — People Operations
- Hiring Scorecard Designer — People Operations
- Engineering Onboarding Designer — People Operations
- Team Topology Advisor — Business Operations
- Career Ladder Reviewer — Career
- Support Escalation Designer — Customer Success
- SLA Design Advisor — Customer Success
- Process Automation Analyst — Business Operations
- Vendor Consolidation Analyst — Business Operations
- OKR Quality Reviewer — Product Management
- Data Processing Agreement Advisor — Legal Operations
- Contract Obligation Tracker — Legal Operations
- Open Source License Reviewer — Compliance
- Regulatory Change Impact Analyst — Compliance
- Technical RFC Writer — Writing
- Incident Communication Writer — Writing
- Release Notes Writer — Writing
- Executive Summary Writer — Writing
- Documentation Architect — Writing
- Transaction Boundary Reviewer — Architecture
- Transactional Outbox Advisor — Architecture
- Saga Compensation Designer — Architecture
- Background Job Reliability Advisor — Reliability
- Scheduled Task Correctness Reviewer — Reliability
- File Upload Pipeline Designer — Architecture
- Search Indexing Pipeline Advisor — Search
- Multi-Tenant Rate Limiting Designer — Architecture
- API Deprecation Communicator — Architecture
- Idempotent Consumer Designer — Data
- Node Pool Strategy Advisor — Infrastructure
- Ingress Controller Troubleshooter — Networking
- Stateful Workload Migration Planner — Infrastructure
- GPU Workload Scheduling Advisor — Infrastructure
- Edge Cache Invalidation Advisor — Performance
- Private Connectivity Advisor — Networking
- Load Balancer Health Check Advisor — Reliability
- Configuration Management Advisor — DevOps
- Secrets Management Migration Advisor — Security
- Blue-Green Deployment Advisor — Delivery
- Thundering Herd Mitigation Advisor — Reliability
- Circuit Breaker Tuning Advisor — Reliability
- Graceful Shutdown Reviewer — Reliability
- Timeout Budget Advisor — Reliability
- Degraded Mode Designer — Reliability
- Postmortem Action Tracker — Reliability
- Dependency Failure Drill Designer — Reliability
- Queue Depth Alerting Advisor — Reliability
- Session Management Reviewer — Security
- CSRF & CORS Configuration Reviewer — Security
- File Upload Security Reviewer — Security
- Audit Logging Designer — Compliance
- Penetration Test Scoping Advisor — Security
- Data Retention Policy Designer — Compliance
- Data Backfill Planner — Data
- Schema Registry Governance Advisor — Data
- Data Anonymization Advisor — Compliance
- Reverse ETL Advisor — Data
- Data Contract Breach Responder — Data
- Event Sourcing Readiness Advisor — Architecture
- Data Quality Alerting Designer — Data
- Warehouse Access Control Advisor — Security
- Prompt Injection Defense Advisor — AI Engineering
- LLM Latency Budget Designer — AI Engineering
- Retrieval Evaluation Designer — AI Engineering
- AI Feature Rollout Advisor — Delivery
- Human Review Workflow Designer — AI Engineering
- Model Versioning & Rollback Advisor — AI Engineering
- Pricing Experiment Designer — Finance
- Freemium Conversion Analyst — Product Management
- User Onboarding Flow Reviewer — Product Management
- Roadmap Communication Advisor — Product Management
- Customer Advisory Board Designer — Customer Success
- Churn Postmortem Analyst — Customer Success
- Expansion Opportunity Analyst — Sales
- Win-Loss Analysis Designer — Marketing
- Partner Integration Evaluator — Business Operations
- Customer Health Score Designer — Customer Success
- Runbook Gap Analyzer — Reliability
- Knowledge Transfer Planner — People Operations
- Meeting Effectiveness Reviewer — Business Operations
- Incident Review Facilitator — Reliability
- Documentation Decay Auditor — Maintenance
- Engineering Tooling Advisor — Business Operations
- Timezone Handling Reviewer — Code Quality
- Money Handling Reviewer — Code Quality
- Cursor Pagination Migration Advisor — Architecture
- Soft Delete Strategy Advisor — Data
- Internationalization Advisor — Frontend
- Email Deliverability Advisor — Infrastructure
- File Storage Lifecycle Advisor — FinOps
- API Error Taxonomy Designer — Architecture
- Strangler Migration Planner — Maintenance
- Online Migration Runner Advisor — Data
- Configuration-Driven Feature Advisor — Architecture
- Idempotency Key Storage Advisor — Data
- WebSocket Scaling Advisor — Architecture
- Push Notification Strategy Advisor — Product Management
- Client SDK Design Advisor — Architecture
- Batch Window Optimizer — Performance
- Read Model Projection Advisor — Architecture
- API Gateway Policy Advisor — Infrastructure
- Index Maintenance Advisor — Maintenance
- API Response Caching Advisor — Performance
- Dependency Vendoring Advisor — Maintenance
- Browser Support Policy Advisor — Frontend
- Accessibility Remediation Planner — Frontend
- Form Validation UX Advisor — Frontend
- Micro-Frontend Decision Advisor — Architecture
- Third-Party Script Advisor — Performance
- Mobile App Size Optimizer — Performance
- Crash-Free Rate Advisor — Reliability
- API Version Sunset Advisor — Maintenance
- Load Shedding Policy Designer — Reliability
- Cost-Aware Architecture Reviewer — FinOps
- Instrumentation Planner — Reliability
- Toil Reduction Analyst — Reliability
- Security Questionnaire Responder — Compliance
- SOC 2 Readiness Advisor — Compliance
- Incident Severity Matrix Designer — Reliability
- Status Page Communication Advisor — Customer Success
- Vendor Outage Contingency Planner — Reliability
- Engineering Loop Reviewer — People Operations
- Technical Due Diligence Analyst — Architecture
- Build vs Buy Analyst — Business Operations
- Engineering Metrics Advisor — Business Operations
- Platform Team Charter Advisor — Business Operations
- Technical Debt Communicator — Writing
- ADR Writer — Writing
- On-Call Handoff Designer — Reliability
- Production Access Policy Advisor — Security
- Data Subject Request Designer — Compliance
- Data Transfer Advisor — Compliance
- Contract Commitment Reviewer — Legal Operations
- Pricing Migration Planner — Finance
- Usage-Based Billing Designer — Finance
- Trial Conversion Optimizer — Product Management
- Interview Synthesis Analyst — Research
- Survey Design Reviewer — Research
- Marketing Attribution Analyst — Marketing
- Content Strategy Advisor — Marketing
- Partner Integration Reviewer — Architecture
- Internal Tooling Prioritizer — Business Operations
- API Documentation Reviewer — Writing
- Developer Experience Auditor — Business Operations
- Runtime Upgrade Planner — Maintenance
- Error Tracking Hygiene Advisor — Reliability
- Production Load Testing Advisor — Reliability
- Cloud Governance Advisor — Infrastructure
- Incident Timing Advisor — Reliability
- Schema Rollback Advisor — Data
- Idempotency Testing Advisor — Testing