Use when writing Python code for DSGE models, HANK models, numerical economic computation, causal inference, or quantitative economic data…
When to activate: gRPC, protobuf, grpcio, async gRPC, streaming, service definitions, interceptors
MANDATORY FIRST STEP for Shutterstock API Explorer Python SDK work in a Python project — load this BEFORE you write any code; Python SDK…
When to activate: OpenTelemetry, traces, metrics, spans, Prometheus, Grafana, Sentry, APM setup
Master Python from fundamentals to advanced OOP, async programming, and web frameworks.
Facilitates the creation of high-performance Python bindings for Rust cores using PyO3 and idiomatic wrapper patterns.
Python visual creation and matplotlib/seaborn patterns for PBIR reports.
Graph Neural Networks (PyG). Node/graph classification, link prediction, GCN, GAT, GraphSAGE, heterogeneous graphs, molecular property…
PyTorch model training skill with custom training loops, gradient management, and GPU optimization.
QA-test a website or web app and return a 1-5 quality score (5 = flawless, 1 = broken) with evidence.
Verify claims in a session/PR/transcript against on-disk reality.
Browser-based QA combining Chrome MCP control with Python analysis tools.
Internal PostHog developer frontend/browser QA skill.
This skill should be used when the user asks to "design a test strategy", "figure out our testing approach for this feature", "how much…
Generate and execute API and E2E tests with quality gate assessment.
Manages the end-to-end QA ticket lifecycle across Notion intake, GitHub Issue publication, and verified PR delivery.
Guides tenant isolation architecture in Qdrant for multi-tenant or multi-user applications.
Qdrant vector database -- collection management, point operations, payload filtering, named vectors, quantization, recommendations…
Guides Qdrant scaling decisions. Use when someone asks 'how many nodes do I need', 'data doesn't fit on one node', 'need more throughput…
Diagnoses and improves Qdrant search relevance — embedding model choice, hybrid search, reranking, and measuring retrieval quality.
QIIME2 microbiome analysis skill for 16S rRNA profiling and diversity analysis