Enforces dlt docstring conventions. Use when writing or modifying docstrings, classes, or function signatures in Python files.

Automatically updates regression tests based on interval analysis to maintain coverage of key program intervals. Use when code changes affect value ranges, conditionals, or control flow, and existing tests need updating to maintain interval coverage. Analyzes interval information from updated code, identifies coverage gaps, adjusts test inputs and assertions, removes redundant tests, and generates new tests for uncovered intervals. Supports Python, Java, JavaScript, and C/C++ with various test frameworks (pytest, JUnit, Jest, Google Test).

Azure AI Agents Persistent SDK for .NET. Low-level SDK for creating and managing AI agents with threads, messages, runs, and tools.

Monitor Granola adoption, meeting analytics, and build custom dashboards. Use when tracking team meeting patterns, measuring adoption, building analytics pipelines, or creating executive reports. Trigger: "granola analytics", "granola metrics", "granola monitoring", "granola adoption", "meeting insights".

Plan and execute product launches using a tiered framework — from major new products down to small improvements. Use this skill whenever someone asks to plan a launch, create a launch checklist, define launch tiers, write launch messaging, or coordinate a product release. Also trigger when someone says "we're launching X" or "how should we announce this feature" or "what's our launch plan" — even if they don't use the word "strategy." Covers messaging, naming, launch assets, timelines, and post-launch retros. This is the master launch skill; it references the companion skills (launch-tweet, launch-landing-page, launch-distribution, launch-email, launch-video, launch-metrics) for specific execution.

Create comprehensive API documentation with examples, authentication guides, and SDKs. Use when creating comprehensive API documentation. Trigger with phrases like "generate API docs", "create API documentation", or "document the API".

Debug and troubleshoot Flux CD on live Kubernetes clusters (not local repo files) via the Flux MCP server — inspects Flux resource status, reads controller logs, traces dependency chains, and performs installation health checks. Use when users report failing, stuck, or not-ready Flux resources on a cluster, reconciliation errors, controller issues, artifact pull failures, or need live cluster Flux Operator troubleshooting.

Web performance audits with Core Web Vitals, bottleneck identification, optimization recommendations. Use for page load times, performance reviews, UX optimization, or encountering LCP, FID, CLS issues, resource blocking, render delays.

Automatically update OpenClaw and selected skills once daily. Runs via cron, checks for updates, applies them, and messages the user with a summary of what changed.

Browser automation with persistent page state. Use when users ask to navigate websites, fill forms, take screenshots, extract web data, test web apps, or automate browser workflows. Trigger phrases include "go to [url]", "click on", "fill out the form", "take a screenshot", "scrape", "automate", "test the website", "log into", or any browser interaction request.

Master defensive Bash programming techniques for production-grade scripts. Use when writing robust shell scripts, CI/CD pipelines, or system utilities requiring fault tolerance and safety.

Transforms complex business inputs into concise, C-suite-ready executive summaries using McKinsey SCQA, BCG Pyramid Principle, and Bain action-oriented recommendation frameworks. Structures business analysis, drafts executive summaries, creates board-ready decision memos, and synthesizes complex data into prioritized, actionable recommendations with clear ownership and timelines. Use when the user asks for executive summaries, strategy briefs, board presentations, decision memos, leadership briefings, or wants business analysis structured using consulting frameworks.

Use when the user asks for text-to-speech narration or voiceover, accessibility reads, audio prompts, or batch speech generation via the OpenAI Audio API; run the bundled CLI (`scripts/text_to_speech.py`) with built-in voices and require `OPENAI_API_KEY` for live calls. Custom voice creation is out of scope.

Interactively debug source code — set breakpoints, step through execution line by line, inspect live variable state, evaluate expressions against the running program, and navigate the call stack to trace root causes. Use when a program crashes, raises unexpected exceptions, produces wrong output, when you need to understand how execution reached a certain state, or when print-statement debugging isn't revealing enough.

OpenTelemetry Transformation Language (OTTL) for OTel Collector pipelines. Use when writing or debugging OTTL statements in the transform processor, filter processor, or routing connector in any collector configuration — context selection, path expression mistakes (`attributes` vs `resource.attributes`), `error_mode`, cardinality reduction with `keep_keys`, JSON body handling with `ParseJSON`, PII redaction with `SHA256` / `replace_pattern`, and span naming. Not for receiver/exporter connectivity, DNS, pipeline wiring, or telemetry that never reaches the processor — those are infra problems, not OTTL problems.

Defines penetration test scope and performs authorized reconnaissance using passive and active methods. Use when planning a test engagement, collecting target intelligence, building asset inventories, or preparing recon findings.

Performs authorized fuzz testing of binary formats and network protocols to uncover parser vulnerabilities, memory safety defects, and denial-of-service conditions. Use when assessing protocol handlers, file parsers, and service robustness against malformed inputs.

Performs authorized web application and API penetration testing with focus on OWASP-style risks and business logic flaws. Use when assessing websites, web APIs, authentication flows, session handling, and input validation.

Enforces project-specific coding conventions by loading language standards before writing code. Use when about to write, edit, modify, or generate Go, Rust, Python, or Tailwind CSS files. Loads once per language per session and overrides default style with project conventions. DO NOT TRIGGER for languages other than Go, Rust, Python, or Tailwind CSS.

Build AI chat interfaces using ai-elements components — conversations, messages, tool displays, prompt inputs, and more. Use when the user wants to build a chatbot, AI assistant UI, or any AI-powered chat interface.