qa-aman

Design and implement features from raw data for machine learning models. Use when the user says "engineer features", "feature engineering for X", "create features from this dataset", "transform these variables", "encode categoricals", "handle skew", "create interaction features", "lag features", "extract features from text or dates", "improve model performance with better features", or wants to move from raw columns to model-ready inputs.

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Document a machine learning model in a structured, transparent format for stakeholders, reviewers, and future maintainers. Use when the user says "document this model", "write a model card", "model documentation", "how should I document my ML model", "bias and fairness report", "model transparency", "what does this model do", "model handoff", "production model documentation", or needs to communicate what a model does, how it was built, where it works, and where it fails.

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Write a component spec for engineering handoff. Use when the user says "component spec", "design handoff", "spec this component", "document this component for engineering", "Figma handoff", "component documentation", "how do I hand this off", or needs to communicate a UI component design to developers - even if they don't explicitly say "component spec".

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Fetch skills from projects on the current system, genericize them, and add to the claude-skills repository. Use when user says "sync skills", "fetch skills", "import skills from projects", or wants to pull skills from their local projects into this public repo.

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Create a requirements traceability matrix linking requirements to design, test, and delivery. Use when the user says "traceability matrix", "RTM", "requirements traceability", "link requirements to tests", "trace requirements", "coverage matrix", "are all requirements tested", "requirements coverage", "forward traceability", "backward traceability" - even if they don't explicitly say "traceability matrix".

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Map business processes as-is and to-be. Use when the user says "map the process", "draw the workflow", "BPMN diagram", "process flow", "swimlane", "how does this process work", "document the current process", "redesign this process", "process improvement", "value stream map", "workflow analysis" - even if they don't explicitly say "process mapper".

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Generate a data dictionary documenting entities, fields, and business rules. Use when the user says "data dictionary", "document the data model", "what fields are in this table", "data definitions", "field descriptions", "CRUD matrix", "entity relationship", "data catalogue", "what data does this system store" - even if they don't explicitly say "data dictionary".

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Write a Business Requirements Document. Use when the user says "write a BRD", "business requirements", "document the business need", "vision and scope document", "business case for this feature", "what does the business need", "strategic requirements", "document why we need this" - even if they don't explicitly say "BRD".

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Write measurable acceptance criteria for requirements or user stories. Use when the user says "write acceptance criteria", "definition of done", "how do we test this", "fit criteria", "given when then", "Gherkin scenarios", "what does done look like", "testable conditions", "how will we know this works" - even if they don't explicitly say "acceptance criteria".

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Create or update Claude Code skills following Anthropic's official skill standard. Use when user says "create a skill", "new skill", "write a skill", "update a skill", "skill standard", or any time a new SKILL.md file needs to be created. Also use when reviewing existing skills for standards compliance.

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Generate a User Acceptance Testing plan with scenarios and sign-off criteria. Use when the user says "UAT plan", "acceptance testing", "user testing plan", "how do we test this with users", "test scenarios for business validation", "sign-off criteria", "go/no-go for release", "acceptance test cases", "validate with stakeholders" - even if they don't explicitly say "UAT".

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Convert Confluence pages to clean GitHub-Flavored Markdown files. Use this skill whenever the user wants to pull a Confluence page into the local repo, convert Confluence content to markdown, download a spec from Confluence, or batch-convert multiple pages. Also triggers on Confluence URLs, page IDs, or phrases like "pull this page", "download this spec", "confluence to md". Use this even if the user just pastes a Confluence URL and says something vague like "get this" or "convert this".

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Generate diagrams of any kind from a description, ticket, spec, or file. Outputs Mermaid syntax (renders natively in GitHub, Notion, Confluence, Obsidian, Slack with apps) plus an optional single-file HTML preview that renders the diagram in the browser. Use this skill when the user says: - "draw a flowchart", "create a diagram", "visualize this flow" - "sequence diagram", "state diagram", "ER diagram", "class diagram" - "user journey", "mindmap", "timeline", "gantt", "org chart" - "sankey", "quadrant chart", "git graph" - or pastes a ticket / spec / description and asks for a visual Picks the right Mermaid diagram type for the input, asks if ambiguous, then emits clean syntax + an optional preview file.

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Draft professional emails (MoM, status updates, decisions, stakeholder communication) and save as a draft in your email provider. Use this skill after a meeting, decision, spec update, or any event that needs email communication. Trigger phrases: "send MoM email", "draft meeting minutes email", "MoM email for [meeting]", "create MoM draft", "email the meeting notes", "draft MoM", "draft email", "send update email", "draft email for [topic]". Reads context from meetings, specs, tickets, and conversation. Looks up attendee emails from a local team directory, formats as HTML email, and pushes to the email provider as a draft (never sends).

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Create Jira tickets from meeting notes, user stories, or quick lists. Use this skill when: - User says "create tickets", "make Jira tickets from", "push to Jira" - User has meeting action items to convert to tickets - User has user stories from a spec to push to the backlog - User wants to batch-create tasks, stories, or bugs

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Push markdown files to Confluence - update existing pages or create new ones under a parent page. Use this skill whenever the user wants to publish markdown to Confluence, update a Confluence page from a local .md file, create new Confluence pages, or batch-create pages. Also triggers on "push to confluence", "update confluence page", "create confluence page", "publish to confluence", "sync to confluence", or any mention of uploading/pushing markdown content to Confluence. Use this even when the user says "put this on confluence" or "make a confluence page for this".

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Transform ideas, outlines, or documents into structured slide content with clear titles, bullet points, and speaker notes. Adapts to presentation type (pitch decks, business reviews, technical workshops, educational talks). Use when user says "create slides", "build a deck", "pitch deck", "presentation structure", "talk structure", "keynote", "slide deck", "conference talk", or needs slide content for any format. Also trigger when user has content they want to present to an audience - even if they don't explicitly say "presentation" or "slides". To produce a branded .pptx file, see ppt-maker.

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Fetch transcripts from YouTube videos. Use when user says "get transcript", "fetch transcript", "YouTube transcript", "pull captions", "what does this video say", or pastes a YouTube URL and wants the text content extracted. Also use when user wants to research or summarize a YouTube video.

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Write a clear, reviewable audit workpaper documenting procedures, evidence, and conclusions. Use when an auditor says "write a workpaper", "document this audit procedure", "tick and tie this", "I need to document my testing", "substantive testing workpaper", "controls testing documentation", "audit evidence memo", "prepare the workpaper for this balance", "document the audit steps I performed", or needs to capture any audit work in a format that supports review and sign-off. Also trigger when someone has completed audit testing and needs to write it up even if they don't use the word "workpaper".

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Analyze budget vs. actual variances, identify root causes, and recommend corrective actions. Use when an accountant or finance professional says "explain this variance", "budget vs. actual analysis", "why did we miss budget", "favorable / unfavorable variance", "price volume variance", "management reporting commentary", "explain the P&L variance to the CFO", "what drove the cost overrun", "revenue shortfall analysis", or needs to write the narrative behind a financial result. Also trigger when someone shares a table of actuals vs. budget and needs to explain the gaps - even if they don't use the word "variance".

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Analyze and interpret financial statements to surface performance signals, quality concerns, and red flags. Use when an accountant says "review these financials", "analyze the income statement", "look at the balance sheet", "what does the cash flow statement tell us", "check the financial health", "ratio analysis", "are the earnings real", "working capital review", "does this company have liquidity issues", or needs to interpret any of the three core financial statements - even if they don't explicitly say "financial statement review". Also trigger when someone shares P&L, balance sheet, or cash flow data and asks what it means.

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Run, document, or review a structured month-end close process. Use when an accountant says "help me with month-end close", "close checklist", "end of month tasks", "what do I need to do to close the books", "journal entries for close", "reconciliation checklist", "accruals and prepaids", "intercompany eliminations", "trial balance review", "close sign-off", or anything related to closing a financial period. Also trigger when someone is preparing for a quarterly or year-end close and needs a structured approach - even if they don't say "month-end close" explicitly.

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Write a technical tax position memo that documents a tax filing position with authorities, facts, analysis, and conclusion. Use when a tax professional says "write a tax memo", "document this tax position", "research memo for the partner", "we need to support this deduction", "document the tax treatment", "write up the authority for this position", "technical memo on [tax issue]", "MLTN analysis", "reasonable basis memo", "document the IRC section that supports this", or needs to formally document a tax conclusion. Also trigger when someone has a tax question that needs a written conclusion backed by legal authority - even if they don't use the words "tax memo" or "tax position".

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Build a business case with costs, benefits, and ROI. Use when the user says "cost-benefit analysis", "business case", "ROI calculation", "is this worth it", "justify the investment", "payback period", "benefits realization", "financial justification", "total cost of ownership", "should we build or buy", "investment appraisal" - even if they don't explicitly say "CBA".

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