How to execute the test with prerequisites and validation steps
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mcp-developer
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Model Context Protocol development expert. Use when creating MCP servers, clients, or tools that enable AI agents to interact with external systems, APIs, and development environments.
loki
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Guide for implementing Grafana Loki - a horizontally scalable, highly available log aggregation system. Use when configuring Loki deployments, setting up storage backends (S3, Azure Blob, GCS),...
Trend Spotter
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Identify emerging trends, weak signals, and future directions using multi-source analysis and pattern recognition
stress-testing
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Test system behavior under extreme load conditions to identify breaking points, capacity limits, and failure modes. Use for stress test, capacity testing, breaking point analysis, spike test, and...
Metrics, alarms, and observability configuration
treatment-plans
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Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care,...
kustomize
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Kubernetes native configuration management with Kustomize. Use for environment-specific configs, resource patching, manifest organization, multi-environment deployments, and GitOps workflows....
performance-analysis
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Comprehensive performance analysis, bottleneck detection, and optimization recommendations for Claude Flow swarms
performance-analysis
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Comprehensive performance analysis, bottleneck detection, and optimization recommendations for Claude Flow swarms
performance-analysis
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Comprehensive performance analysis, bottleneck detection, and optimization recommendations for Claude Flow swarms
PostgreSQL architecture and design patterns skill covering database schema design, partitioning strategies (range, list, hash, multi-level), high availability architectures (streaming replication,...
treatment-plans
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Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care,...
bug-analysis
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Analyzes software bugs including root cause identification, severity assessment, impact analysis, reproduction steps validation, and fix recommendations. Performs bug triage, categorization,...
Design MongoDB architectures with document modeling, indexing (ESR rule), sharding, aggregation pipelines, replica sets, and WiredTiger tuning.
Automate compliance checks for NIST, FedRAMP, FISMA, GDPR, HIPAA, and fintech regulations with OSCAL artifact generation and evidence validation.
Design, build, and maintain comprehensive knowledge bases. Bridges document-based (RAG) and entity-based (graph) knowledge systems. Use when building knowledge-intensive applications, managing...
m365-admin
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Use when user needs Microsoft 365 administration, automation, and management for Exchange Online, Teams, SharePoint, licensing, and Graph API operations. Handles secure identity and workload automation.
Comprehensive GitHub release orchestration with AI swarm coordination for automated versioning, testing, deployment, and rollback management
Comprehensive GitHub release orchestration with AI swarm coordination for automated versioning, testing, deployment, and rollback management