What's on the bench.
Paper Slides
Generate conference presentation slides (beamer LaTeX → PDF + editable PPTX) from a compiled paper, with speaker notes and full talk script. Use when user says "做PPT", "做幻灯片", "make slides", "conference talk", "presentation slides", "生成slides", "写演讲稿", or wants beamer slides for a conference talk.
Woocommerce
WooCommerce REST API - products, orders, customers, webhooks
Web Content
SEO and AI discovery (GEO) - schema, ChatGPT/Perplexity optimization
Security
OWASP security patterns, secrets management, security testing
Testing Handbook Generator
Meta-skill that analyzes the Trail of Bits Testing Handbook (appsec.guide) and generates Claude Code skills for security testing tools and techniques. Use when creating new skills based on handbook content.
Presenting Conference Talks
Generates conference presentation slides (Beamer LaTeX PDF and editable PPTX) from a compiled paper with speaker notes and talk script. Use when preparing oral talks, spotlight presentations, or invited talks for ML and systems conferences.
Autogpt Agents
Autonomous AI agent platform for building and deploying continuous agents. Use when creating visual workflow agents, deploying persistent autonomous agents, or building complex multi-step AI automation systems.
Evolving AI Agents
Provides guidance for automatically evolving and optimizing AI agents across any domain using LLM-driven evolution algorithms. Use when building self-improving agents, optimizing agent prompts and skills against benchmarks, or implementing automated agent evaluation loops.
Autoskill
Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing scientific-agent-skills, and draft new skills (or composition recipes that chain existing ones) for the patterns not yet covered. Use when the user asks to analyze their recent work and propose skills based on what they actually do. Requires the screenpipe daemon (https://github.com/screenpipe/screenpipe) running locally on port 3030 — the skill has no other data source and will refuse to run if screenpipe is unreachable. All detection runs locally; only redacted cluster summaries reach the LLM.
Notes Humanizer
Strips AI writing patterns from text and rewrites it to sound genuinely human by removing statistical defaults and injecting the specific signals that human writers produce. Use when a draft reads as AI-generated, over-polished, or rhythmically uniform — including blog posts, emails, LinkedIn posts, or any prose that needs to sound like a real person wrote it. Produces a pattern audit, side-by-side comparison, itemised change log, and clean rewritten output ready to paste.
Strategic Narrative Generator
Generate the strategic story connecting a product roadmap to company goals in a form non-technical stakeholders can repeat. Use when asked to explain the roadmap, present strategy to leadership or the board, write the why behind the roadmap, create a narrative for all-hands, or make the roadmap tell a story. Produces a themed narrative with executive summary, progression arc, hard-question preparation, and what's-not-on-the-roadmap section.
Community Management Playbook
Build a community management playbook for a brand's social media channels. Use when asked to create guidelines for managing comments, DMs, and community interactions, define a moderation policy, or build response frameworks for social media community managers. Produces a complete playbook with response templates, escalation paths, moderation rules, and tone guidelines.
Workshop Facilitation Guide
Design and facilitate any workshop, working session, or collaborative meeting. Use when asked to plan a workshop, design a facilitated session, run a ideation session, or create a workshop agenda. Produces a complete facilitation guide with session design, activity instructions, timing, and materials.
Onboarding Plan
Create a structured 30/60/90-day onboarding plan for any new hire. Use when asked to write an onboarding plan, new hire plan, 30-60-90 day plan, or first 90 days roadmap. Produces a week-by-week plan with milestones, meetings, learning goals, and success criteria.
Monitoring Setup Guide
Write a monitoring setup guide for a service — defining what to measure, how to alert on it, and how to build the observability stack covering the four golden signals, business metrics, log strategy, distributed tracing, alerting rules, dashboard layout, and observability debt. Use when asked to set up monitoring for a service, define alerting strategy, write an observability plan, create a dashboard specification, or document logging standards for a team. Produces a metric definitions table, alert rules specification, dashboard layout wireframe, log schema, tracing setup checklist, and monitoring gap analysis.
Engineering Hiring Rubric
Build an engineering hiring rubric and technical interview scorecard for evaluating software engineers at a specific level. Use when asked to create an interview rubric, design a hiring process, build a technical scorecard, or standardize engineer evaluation. Produces a full interview scorecard, behavioral question bank, technical question set with evaluation criteria, system design rubric, and debrief agenda.
Disaster Recovery Plan
Write a disaster recovery plan for a service or system — covering RPO/RTO targets, failure scenario runbooks, backup and restore procedures, DR testing cadence, and communication templates. Use when asked to write a DR plan, document failover procedures, create recovery runbooks, define RTO/RPO targets, or prepare for a disaster recovery game day. Produces a full DR document with per-scenario recovery runbooks, backup validation procedures, testing schedule, and communication templates.
Code Review Checklist
Generate a tailored code review checklist for any pull request based on the language, type of change, and risk level. Use when asked to review code, check a PR, review a pull request, or generate a code review checklist. Produces a focused checklist with language-specific checks, risk-level-appropriate depth, and a clear approve/request-changes recommendation.
Cicd Playbook
Write a CI/CD pipeline playbook for a service or team. Use when asked to document a CI/CD pipeline, write a deployment process, define release gates, document build and test stages, or create a deployment guide. Produces a structured playbook covering pipeline stages, environment definitions, deployment gates, rollback procedures, and on-call responsibilities.
Sycophancy Challenger
Flips Claude's default from validation to adversarial critique. Use before high-stakes decisions, plans, assumptions, or pitches you haven't stress-tested. Produces structured challenges, steelmanned counter-arguments, and the strongest case against your position — a genuine thinking partner, not a mirror.
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.
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.
Powerpoint Accessibility
PowerPoint presentation accessibility specialist. Use when scanning, reviewing, or remediating .pptx files for accessibility. Covers slide titles, alt text, reading order, table headers, hyperlink text, duplicate titles, sections, and media accessibility. Enforces Microsoft Accessibility Checker rules mapped to WCAG 2.1 AA.
Webinar Design
Use when crafting compelling webinar narratives, engagement tactics, and attendee experiences.