AI tools for “ci”

Use ONLY when the user explicitly asks to create, scaffold, or initialize a new Datadog App project — they must use action words like "create", "scaffold", "new", or "build" together with "Datadog App" or…

…deploying, scheduling or editing a job or pipeline, or deciding its compute. Invoke BEFORE writing a job spec. For migrating existing classic workloads, use…

MLflow tracing and observability on Databricks. Use when getting started with MLflow, instrumenting GenAI apps and agents, retrieving and analyzing traces, debugging chat sessions, or querying aggregate trace metrics on…

…for: classification/regression/deep-learning (XGBoost, scikit-learn, LightGBM, PyTorch) with Optuna, @prod/@challenger aliases, batch scoring (spark_udf for plain models, fe.score_batch for feature-store-backed),…

…Use when building, migrating, tuning, or asking a specific Agent, and for document Q&A or docs + data agents (replaces the legacy Knowledge Assistant and Supervisor Agent). For data questions across the…

Use Databricks built-in AI Functions (ai_classify, ai_decide, ai_extract, ai_summarize, ai_mask, ai_translate, ai_fix_grammar, ai_gen, ai_analyze_sentiment, ai_similarity, ai_parse_document, ai_prep_search, ai_query,…

把需要长期跟踪的业务、关系、健康、职业、学习或投资问题建成本地决策知识工程。用户要求决策立案、结果回填、状态画像或长期复盘时使用。

Follow the reduced principles when writing or changing code. Every change follows First Make it Work, then Then Make it Right, then Follow Practice. Use when the user runs /ub-mode or asks for the reduced principles.

Create, redesign, refine, or review web interfaces with product-specific visual design and usable interactions.

Structured Socratic tutoring when the user explicitly asks to be taught, quizzed, or drilled to mastery on a topic: diagnostic placement, a skill map with levels 0-5, spaced review, and a final assessment. Trigger…

…fixes. Use when reviewing design docs, READMEs, feature specifications, implementation plans, or verifying document completeness and…

The Elephant resolution skill. Ingests flat deficiency reports from concurrent Goldfish reviewers, applies automated fixes for PROPOSE FIX items via UI multiple-choice gates, and presents interactive negotiation/re-sync…

…CLI upgrades, downgrades and rollback, and performs explicit local Agent fallback when the server is unavailable. Use when the user asks to reconcile missed sessions, repair CLI version state, or continue locally…

…review queues, security events, audit logs, SAML, SCIM, the local Observal server, its upgrades and rollback, and its own PostgreSQL and ClickHouse schema migrations. Use when the user needs privileged…

Use when the user needs to search or navigate code with Sourcegraph MCP tools. Provides disciplined search workflows for finding implementations, understanding systems, debugging issues, fixing bugs, and reviewing code.

…hawkscan on a fresh repo. NOT autonomous — the user explicitly…

…installing or setting up the CLI; or when the user explicitly says to skip…

Use when the user wants to WIRE HawkScan into a CI/CD pipeline config file — triggers on "set up hawkscan in CI", "add stackhawk to my pipeline", "scan in CI", "configure github actions / gitlab / jenkins / circleci for…

…and maintaining agent skills in this repository — enforcing Anthropic best practices, release-version rules, regenerating Cursor rules, and keeping the plugin structure consistent. Use when editing SKILL.md files,…

…behind". DO NOT load for upgrading non-Sanity dependencies, for Content Lake `apiVersion` questions, for content or schema migrations that change documents, or for setting up a new Sanity…