Create release notes for a new version tag. Gathers all commits, PRs, issues fixed, and breaking changes since a previous release. Creates the release notes markdown file, tags the repo, and pushes. Asks the user to confirm the base version to diff against.
Update documentation pages to match source code changes on the current branch
Supports education research including pedagogical method evaluation, learning analytics, assessment design, curriculum development analysis, and educational technology evaluation; trigger when users discuss teaching effectiveness, learning outcomes, educational interventions, or student performance data.
Design scientific experiments including sample size calculation, randomization, control groups, blinding, and study protocols. Covers RCTs, quasi-experiments, factorial designs, A/B tests, survey design, and observational studies. Use when user asks to design an experiment, calculate sample size, plan a study, set up controls, or create a research protocol. Triggers on "design experiment", "sample size", "power analysis", "study design", "control group", "randomization", "A/B test", "factorial design", "survey design".
Generate scientific hypotheses, experimental designs, and paper drafts. Use when: user asks to propose hypotheses, design experiments, or write scientific content. NOT for: data analysis or literature search.
Social science research methods including survey design, qualitative analysis, content analysis, network analysis, psychometrics, and mixed methods. Covers sociology, psychology, political science, education, and communication studies. Use when user designs surveys, analyzes qualitative data, does content analysis, builds scales, or uses mixed methods. Triggers on "survey design", "qualitative analysis", "content analysis", "Likert scale", "thematic analysis", "grounded theory", "factor analysis", "SEM", "structural equation", "psychometrics", "interview coding".
Medical question answering using structured biomedical knowledge bases and clinical datasets
Query Wikidata for structured knowledge using SPARQL and entity search. Use when: (1) finding structured facts about entities (people, places, organizations), (2) querying relationships between entities, (3) cross-referencing external identifiers (Wikipedia, VIAF, GND, ORCID), (4) building knowledge graphs from linked data. NOT for: full-text article content (use Wikipedia API), scientific literature (use semantic-scholar), geospatial data (use OpenStreetMap).
Generate scientific code, protocols, and domain-specific text with quality control
Handle SLEAP GitHub support workflow for issues and discussions. Use when the user says "support", provides a GitHub issue/discussion number like "#2512", or asks to investigate a user report from talmolab/sleap. Scaffolds investigation folders, downloads posts with images, analyzes problems, and drafts friendly responses.
Third-party WordPress plugin integration patterns. Use when adding new integrations, debugging compatibility with other plugins, or working with existing integrations.
ActivityPub protocol specification and federation concepts. Use when working with ActivityPub activities, understanding federation mechanics, implementing protocol features, or debugging federation issues.
Expert guidance for using the iam-floyd and cdk-iam-floyd libraries to generate AWS IAM policy statements with a fluent, type-safe interface in Node.js/TypeScript projects. Use this skill whenever a user asks how to write IAM policies with iam-floyd, wants to allow or deny AWS actions, needs to scope policies to specific resources, wants to add conditions to IAM statements, is working on least-privilege IAM in AWS CDK, or is trying to understand the library's API (toXxx, onXxx, ifXxx, allow/deny, allActions, etc.). Also trigger for questions about semantic policy classes, subclassing Statement providers, using Collections, or converting JSON policies to iam-floyd code.
Break down any problem with structured thinking, action plans, and progress tracking
Manage OmniFocus tasks via JavaScript for Automation (JXA) scripts. Use when the user asks Clawdbot to interact with OmniFocus, including - (1) Adding tasks to inbox, (2) Listing or searching tasks (inbox, available, flagged, overdue, due soon), (3) Completing tasks, (4) Updating task properties (notes, due dates, flags), (5) Getting OmniFocus statistics, (6) Reporting on task status, or (7) Acting on tasks in OmniFocus based on user queries.
Generate professional PDFs from Markdown using Pandoc and LaTeX with AI-powered content generation. Creates whitepapers, term sheets, memos, agreements, SAFEs, NDAs, and more.
Generates structured post outlines from reference materials for wisdom-style social posts. Use when someone wants to extract compelling concepts from newsletters, scripts, notes, or other content and transform them into engaging post outlines with paradoxes, transformations, and powerful insights.
A conversational creative thought partner that reveals hidden brilliance in your ideas through critical observations and paradox hunting. Use when someone wants to explore ideas, discover breakthrough insights, crystallize unnamed concepts, or develop original frameworks for writing, content creation, product development, or any creative endeavor.
Generate draft articles, outlines, and editorial content matching a distinctive analytical, skeptical voice with sharp critical commentary, conversational tone, and strategic humor.
