pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Auto-load when: working with Alembic, raw SQL migrations, schema changes, migrations/ directory, or .sql files. Triggers on alembic, migration, upgrade, downgrade, schema, ALTER TABLE (≥2 keywords).
pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Load when: starting a new project, creating or updating design-doc.md, translating client requirements into structured documentation, filling in the design document template.
pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Load when working with: MLflow experiments, run logging, model registry, artifact management, experiment comparison, cross-validation with tracking.
pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Load when working with: FastAPI routers, Pydantic models, dependency injection, middleware, ASGI lifecycle, HTTP endpoints, background tasks.
pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Load when working with: .github/workflows/.yml, CI pipelines, lint/test/build/deploy jobs, matrix strategies, GitHub secrets, environment protection rules.
pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Load when working with: Jinja2 templates, HTMX attributes, static files, server-side rendering, admin panels, dashboards integrated into FastAPI.
pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Load when working with: Terraform, Packer, Yandex Cloud resources, Docker deployment to VMs, Kubernetes prep, CI/CD deploy steps, VM configuration.
pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Load when working with: LangGraph state machines, agent nodes, tool definitions, checkpointers, human-in-the-loop interrupts, multi-agent coordination.
pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Load when working with: pickle, ONNX, Parquet, Feather, HDF5, large datasets, S3/Object Storage, DVC-like versioning, model artifacts, data pipelines.
pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Load when working with: PDF files, Word documents, Excel spreadsheets, images, audio, video files, or any document exceeding 400k tokens that cannot fit in Claude's standard context.
pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Load when working with: local language models, anonymization/PII detection, text classification, NER, Ollama, vLLM, Presidio, spaCy, Hugging Face Transformers, SLM inference pipelines.
pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Load when working with: scikit-learn pipelines, feature engineering, tabular ML, time series, model training/evaluation, MLflow experiment tracking, model registry, cross-validation.
pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Load when working with: system prompts, few-shot examples, chain-of-thought, prompt templates, systemprompt, fewshot, prompt evaluation, "промпт", CoT, output formatting, structured output.
pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Load when working with: pyproject.toml, Python files, pre-commit config, dependency management, type hints, linting configuration.
pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Load when working with: Qdrant, pgvector, embeddings, chunking, retrieval-augmented generation, semantic search, knowledge bases, document ingestion pipelines.
pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Load when: creating a new skill, modifying an existing skill, updating skill-rules.json, evaluating skill quality, or refactoring the skill library.
pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Auto-load when: adding dependencies, reviewing packages, updating versions, or discussing requirements.txt, pyproject.toml, package.json. Triggers on dependency, install, package, CVE, audit, vulnerable (≥2 keywords).
pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Load when writing tests, creating .feature files, setting up conftest, discussing test strategy, or reviewing coverage.
pyramidheadshark/claude-scaffold
Skill Claude CodeCodex
Automatically loaded on Windows (platformtrigger: "win32"). Applies to: .py, .ps1, .bat, .cmd files and any Windows-specific workflow.