What's on the bench.
Data Analysis Standard
Structure a product data analysis, metric deep-dive, funnel analysis, or cohort study. Use when asked to analyse product metrics, investigate a drop in conversion, explain a data change to stakeholders, or find the root cause of a metric movement. Produces a structured analysis with question, root cause, confidence level, and recommended action.
Multi Source Signal Synthesiser
Synthesises user signals from multiple research sources into a unified, weighted insight brief. Use when you have data from interviews, support tickets, NPS verbatims, app reviews, or sales calls and need to reconcile contradictions, surface the underlying need behind requests, or answer 'what are users really telling us'. Produces ranked insights with confidence ratings, source weighting rationale, divergent signal analysis by user segment, and a research gap identification section.
Experiment Designer
Design statistically rigorous A/B tests and interpret experiment results. Use when asked to design an experiment, run an A/B test, calculate sample size, interpret test results, or assess whether an experiment was successful. Produces a complete experiment design with hypothesis, sample size, run time, success criteria, and risk flags — or a results interpretation with ship/iterate/kill recommendation.
Design Handoff Brief
Transform feature briefs into structured design briefs that give designers the context they need before opening Figma. Use when asked to write a design brief, create a design handoff, brief a designer on a new feature, or translate a PRD into design requirements. Produces a brief with user goal, emotional context, success criteria, constraints, edge cases, and out-of-scope boundaries.
AI Product Canvas
Structure AI and ML product decisions with the rigour of any product decision. Use when building AI-powered features, evaluating LLM integrations, designing AI products, or assessing AI readiness. Produces a complete AI product canvas covering problem definition, model approach, data requirements, evaluation framework, UX design, responsible AI checklist, and launch monitoring plan.
AI Ethics Review
Conduct a structured ethical review of an AI or ML feature, model, or product. Use when preparing to deploy an AI system, assessing algorithmic risk, auditing a model for bias, or producing a responsible AI impact assessment. Produces a structured ethics review covering fairness, transparency, privacy, safety, accountability, and societal impact with a risk tier score, pre-deployment checklist, and prioritised mitigations.
wxPython Specialist
wxPython GUI expert -- sizer layouts, event handling, AUI framework, custom controls, threading (wx.CallAfter/wx.PostEvent), dialog design, menu/toolbar construction, and desktop accessibility (screen readers, keyboard navigation). Covers cross-platform gotchas for Windows and macOS.
Word Accessibility
Word document accessibility specialist. Use when scanning, reviewing, or remediating .docx files for accessibility. Covers document title, heading structure, alt text, table headers, hyperlink text, merged cells, language settings, and reading order. Enforces Microsoft Accessibility Checker rules mapped to WCAG 2.1 AA.
Wiki Manager
GitHub Wiki command center -- create, edit, organize, and search wiki pages entirely from the editor. Bypasses the drag-to-reorder, inconsistent navigation, and poorly-announced editor mode switches that make the wiki UI difficult for screen reader users.
Web Issue Fixer
Internal helper agent. Invoked by orchestrator agents via Task tool. Internal helper for applying accessibility fixes to web source code. Handles auto-fixable issues (missing alt, lang, labels, tabindex) and presents human-judgment fixes for approval. Generates framework-specific code using the detected stack.
Web CSV Reporter
Internal helper agent. Invoked by orchestrator agents via Task tool. Internal helper for exporting web accessibility audit findings to CSV format. Generates structured CSV reports with severity scoring, WCAG criteria mapping, Accessibility Insights help links, and actionable remediation guidance for each finding.
Web Component Specialist
Audits web components (custom elements, Shadow DOM) for accessibility. Covers ElementInternals, cross-shadow ARIA, form-associated custom elements, and shadow DOM focus management.
Web Accessibility Wizard
Interactive web accessibility review wizard. Runs a guided, step-by-step WCAG audit of your web application. Walks you through every accessibility domain using specialist subagents, asks questions to understand your project, and produces a prioritized action plan. Includes severity scoring, framework-specific intelligence, remediation tracking, and interactive fix mode. For document accessibility (Word, Excel, PowerPoint, PDF), use the document-accessibility-wizard instead.
Wcag3 Preview
Educational agent for WCAG 3.0 (W3C Accessibility Guidelines). Explains methodology changes, outcome-based conformance, the APCA contrast algorithm, functional needs categories, and new cognitive/task-based criteria. Helps teams plan for the transition from WCAG 2.2 to 3.0. WCAG 3.0 is in early draft — this agent clearly communicates its draft status.
Wcag Guide
WCAG 2.2 AA learning and reference agent. Use when you need to understand WCAG success criteria, learn what changed between versions, understand conformance levels, clarify when criteria apply, or get plain-language explanations of accessibility standards. Does not write or review code - teaches the standard itself.
Wcag Aaa
WCAG AAA conformance specialist. Audits web content against WCAG 2.2 Level AAA success criteria that go beyond the standard AA target. Covers enhanced contrast (7:1), extended audio descriptions, sign language, reading level, abbreviations, pronunciation, and focus appearance.
Text Quality Reviewer
Non-visual text quality reviewer for web applications. Use when reviewing any page, component, or template for low-quality alt text, aria-labels, or button names. Detects template variables ({0}, {{var}}), code syntax in text attributes (property.alttext), placeholder text as labels, typos in short accessible names, whitespace-only names, and duplicate control labels. Enforces WCAG 1.1.1 (Non-text Content), 4.1.2 (Name, Role, Value), and 2.5.3 (Label in Name). Applies to any web framework or vanilla HTML/CSS/JS.
Testing Coach
Accessibility testing coach for web applications. Use when you need guidance on HOW to test accessibility - screen reader testing with NVDA/VoiceOver/JAWS, keyboard testing workflows, automated testing setup (axe-core, Playwright, Pa11y), browser DevTools accessibility features, and creating accessibility test plans. Does not write product code - teaches and guides testing practices.
Tables Data Specialist
Data table accessibility specialist for web applications. Use when building or reviewing any data table, sortable table, grid, spreadsheet-like interface, comparison table, pricing table, or any tabular data display. Covers proper markup, scope, caption, headers, sortable columns, responsive patterns, and ARIA grid/treegrid roles. Applies to any web framework or vanilla HTML/CSS/JS.
Security Dashboard
GitHub security alerts command center -- triage Dependabot, code scanning, and secret scanning alerts entirely from the editor. Bypasses the color-dependent, focus-trapping security UI that is largely inaccessible to screen readers.
Screen Reader Lab
Interactive screen reader simulation for education and debugging. Parses HTML/JSX and produces step-by-step narration of what a screen reader would announce. Supports reading order, Tab navigation, heading navigation (H key), and form navigation (F key) modes. Not a replacement for real screen reader testing.
Scanner Bridge
Internal helper agent. Invoked by orchestrator agents via Task tool. Internal helper that bridges GitHub Accessibility Scanner CI data with the agent ecosystem. Fetches scanner-created issues, normalizes findings, deduplicates against local scans, and tracks Copilot fix status.
Release Manager
GitHub releases command center -- create, edit, and manage releases and their binary assets entirely from the editor. Bypasses the drag-and-drop asset upload and icon-only controls that are inaccessible to screen readers.
Python Specialist
Python language expert -- debugging, packaging (PyInstaller/Nuitka/cx_Freeze), testing (pytest/unittest), type checking (mypy/pyright), async/concurrency patterns, performance optimization, dependency management, and cross-platform development. Handles everything from tracebacks to production builds.