ML Ops
Machine learning operations
model-selection
by codewithmukesh
Strategic Claude model selection for .NET development workflows. Guides when to use Opus 4.6 (deep reasoning, architecture, ambiguous problems) vs Sonnet 4.6 (throughput, large context, routine implementation) vs Haiku 4.5 (fast, cheap subagent tasks). Covers model switching workflows, subagent model assignment, and cost-effective task routing. Load this skill when choosing models for tasks, optimizing costs, working with subagents, or when the user mentions "model", "Opus", "Sonnet", "Haiku", "which model", "cost", "switch model", or "fast mode".
summarize
by HKUDS
Summarize or extract text/transcripts from URLs, podcasts, and local files (great fallback for “transcribe this YouTube/video”).
claude-capabilities
by jezweb
Current Claude AI and Claude Code capabilities, features, and limits. Consult before making claims about what Claude can or cannot do, what features exist, model availability, pricing, or environment differences. Use when answering "can Claude do X?", comparing Claude AI vs Code, checking current model specs, or advising on which environment suits a task.
debug-pipeline
by RHEcosystemAppEng
Diagnose OpenShift Pipelines (Tekton) CI/CD failures including PipelineRun failures, TaskRun step errors, workspace/PVC binding issues, and authentication problems. Automates multi-step diagnosis: PipelineRun status, failed TaskRun analysis, step container logs, and related resource checks. Use this skill when pipelines fail, hang, or produce unexpected results. Triggers on /debug-pipeline command or phrases like "pipeline failed", "PipelineRun error", "TaskRun failed", "tekton error", "pipeline stuck", "pipeline timeout".
databricks-docs
by databricks-solutions
"Databricks documentation reference. Use as a lookup resource alongside other skills and MCP tools for comprehensive guidance."
hf-mcp
by huggingface
Use Hugging Face Hub via MCP server tools. Search models, datasets, Spaces, papers. Get repo details, fetch documentation, run compute jobs, and use Gradio Spaces as AI tools. Available when connected to the HF MCP server.
hugging-face-model-trainer
by huggingface
This skill should be used when users want to train or fine-tune language models using TRL (Transformer Reinforcement Learning) on Hugging Face Jobs infrastructure. Covers SFT, DPO, GRPO and reward modeling training methods, plus GGUF conversion for local deployment. Includes guidance on the TRL Jobs package, UV scripts with PEP 723 format, dataset preparation and validation, hardware selection, cost estimation, Trackio monitoring, Hub authentication, and model persistence. Should be invoked for tasks involving cloud GPU training, GGUF conversion, or when users mention training on Hugging Face Jobs without local GPU setup.
atdd
by swingerman
This skill should be used when the user asks to "build a feature", "implement a feature", "add functionality", "start development", "write acceptance tests", "write specs", "use ATDD", "use TDD with acceptance tests", or begins any feature implementation work. Also triggered by the /atdd command. Enforces the Acceptance Test Driven Development workflow: write Given/When/Then specs before code, generate a project-specific test pipeline, and maintain two test streams.
sadd:do-and-judge
by NeoLabHQ
Execute a task with sub-agent implementation and LLM-as-a-judge verification with automatic retry loop
model-management
by pollinations
"Add, update, or remove text/image/video models. Handles any provider."
higress-auto-router
by alibaba
"Configure automatic model routing using the get-ai-gateway.sh CLI tool for Higress AI Gateway. Use when: (1) User wants to configure automatic model routing, (2) User mentions 'route to', 'switch model', 'use model when', 'auto routing', (3) User describes scenarios that should trigger specific models, (4) User wants to add, list, or remove routing rules."
lmms-eval-guide
by EvolvingLMMs-Lab
Guides AI coding agents through the lmms-eval codebase - a unified evaluation framework for Large Multimodal Models (LMMs). Use when integrating new models, adding evaluation tasks/benchmarks, using the HTTP eval server, or navigating the evaluation pipeline architecture.
senior-ml-engineer
by borghei
Expert ML engineering covering model development, MLOps, feature engineering, model deployment, and production ML systems.
running-dbt-commands
by dbt-labs
Use when executing dbt commands via CLI - running models, tests, builds, compiles, or show queries. Use when unsure which dbt executable to use or how to format command parameters.
adding-dbt-unit-test
by dbt-labs
Use when adding unit tests for a dbt model or practicing test-driven development (TDD) in dbt
claude-capabilities
by jezweb
Current Claude AI and Claude Code capabilities, features, and limits. Consult before making claims about what Claude can or cannot do, what features exist, model availability, pricing, or environment differences. Use when answering "can Claude do X?", comparing Claude AI vs Code, checking current model specs, or advising on which environment suits a task.
about
by bitwize-music-studio
Provides information about the bitwize-music plugin and its creator. Use when the user asks about the plugin, its purpose, or capabilities.
cmo-advisor
by borghei
Marketing leadership advisor for CMOs on brand strategy, demand generation, marketing operations, growth marketing, and revenue marketing alignment.
type-inference
by biomejs
Guide for working with Biome's module graph and type inference system. Use when implementing type-aware lint rules or working on TypeScript support. Examples:<example>User needs to understand type resolution for a lint rule</example><example>User is working on the module graph infrastructure</example><example>User wants to implement type inference for a new feature</example>
angular-forms
by zard-ui
Build signal-based forms in Angular v21+ using the new Signal Forms API. Use for form creation with automatic two-way binding, schema-based validation, field state management, and dynamic forms. Triggers on form implementation, adding validation, creating multi-step forms, or building forms with conditional fields. Signal Forms are experimental but recommended for new Angular projects.
using-dbt-for-analytics-engineering
by dbt-labs
Use when doing any dbt work - building or modifying models, debugging errors, exploring unfamiliar data sources, writing tests, or evaluating impact of changes. Use for analytics pipelines, data transformations, and data modeling.
ingestion-pipeline-doctor-nodejs
by PostHog
Ingestion pipeline architecture overview and convention reference. Use when you need a quick orientation to the pipeline framework or want to know which doctor agent to use for a specific concern.
wait
by elie222
Pause execution for a user-specified duration
knowledge-query
by GongLingRui
专注于竖屏短剧知识库查询和信息检索，提供专业知识服务。适用于查询剧本桥段、高能情节、创作技巧、商业运营等专业知识