Public benchLIVE

What's on the bench.

5,040
Artifacts
26
Industries
48
Reads / week

All artifacts

4718
Industry
SKILL0

Last 30 Days Research

Searches Reddit, X/Twitter, and the broader web for recent opinions, sentiment, and signal on any topic. Use when you need to know what real people are saying about a tool, product, trend, or event in the past 30 days — cutting through SEO content to surface genuine community reaction. Produces a structured report with consensus findings, pain points, positive signals, contrarian takes, source links, and a signal confidence rating.

product-management+1
0
SKILL0

Grant Proposal

Write a structured grant proposal or funding application for any grant type. Use when asked to write a grant proposal, funding application, research grant, charitable grant, or innovation fund application. Produces a complete proposal with project summary, rationale, methodology, impact, and budget narrative.

product-management+2
0
SKILL0

Executive Summary

Write an executive summary for any document, report, or proposal. Use when asked to write an executive summary, management summary, briefing paper, or one-pager for senior stakeholders. Produces a structured summary that busy executives can read in under 3 minutes and act on.

product-management+2
0
SKILL0

Job Application

Tailors a CV and cover letter to a specific job description. Use when asked to write a cover letter, tailor a CV or resume, optimise for ATS, match a job description, or prepare a job application. Produces an ATS-optimised tailored CV summary and a personalised cover letter aligned to the role's requirements.

career+1
0
SKILL0

Investor Update

Write a structured monthly or quarterly investor update. Use when asked to write an investor update, investor newsletter, board update, or startup progress report for investors. Produces a clear, credible update with highlights, metrics, challenges, and asks — in the format investors actually want to read.

product-management+1
0
SKILL0

Board Deck Narrative

Build the storyline and slide structure for a board presentation. Use when asked to create a board deck, board presentation narrative, board meeting slides, or quarterly board update. Produces a complete slide-by-slide structure with narrative beats, talking points, and slide content guidance.

product-management+1
0
SKILL0

Retention Analysis

Structure a retention analysis, churn investigation, or engagement deep-dive for any product team. Use when asked to analyse user retention, investigate churn, measure DAU/MAU, or build a retention improvement plan. Produces a retention snapshot with root cause hypotheses, aha-moment correlation, and prioritised interventions.

product-management+1
0
SKILL0

Product Health Analysis

Interpret product metrics against goals and surface actionable signals. Use when asked to analyse product health, review key metrics, investigate a performance issue, produce a health report, or assess product-market fit signals. Produces a structured health report with RAG status, trend analysis, root cause hypotheses, and prioritised actions.

product-management+1
0
SKILL0

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.

data-science-ml+2
0
SKILL0

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.

product-management+1
0
SKILL0

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.

product-management+1
0
SKILL0

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.

product-management+1
0
SKILL0

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.

product-management+1
0
SKILL0

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.

ai-prompt-engineering+2
0
SKILL0

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.

ux-product-design
0
SKILL0

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.

compliance
0
SKILL0

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.

software-engineering
0
SKILL0

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.

ux-product-design
0
SKILL0

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.

ux-product-design
0
SKILL0

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.

ux-product-design
0
SKILL0

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.

ux-product-design+2
0
SKILL0

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.

ux-product-design
0
SKILL0

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.

ux-product-design+1
0
SKILL0

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.

ux-product-design
0

Want your own bench?

Free for crews of 5. Connect your team in minutes.

Sign up free