What's on the bench.
Tanstack Start
TanStack Start full-stack React framework using server functions, API routes, SSR, streaming with defer(), and multi-platform deployment via Vinxi/Nitro
Tanstack Router
Type-safe routing with TanStack Router v1 for React apps, including file-based routing, loaders, search params validation, auth guards, and TanStack Query integration
Tanstack Query
TanStack Query v5 (React Query) patterns including queryOptions helper, query key factories, mutations, optimistic updates, infinite queries, Suspense mode, and prefetching
Devsecops Ssdlc Appsec Cursor Rule
Cursor rules for secure coding, secret handling, dependency hygiene, authentication, authorization, security testing, and compliance documentation.
Ros And Ros2 Rules
ROS and ROS2 rules for packages, nodes, launch files, messages, services, actions, simulation, and testing
React Tanstack Router Query
React SPA with TanStack Router v1 + TanStack Query v5 — the definitive pattern for zero-loading-spinner routing, type-safe URLs, and cache-first data
React Router V7 Rules
React Router v7 rules for framework mode, data routers, loaders, actions, route modules, and progressive enhancement
Nextjs Tanstack Query
Next.js App Router combined with TanStack Query v5 — HydrationBoundary pattern, Server Actions as mutations, optimistic updates, and infinite scroll
Google Adk Rules
Google Agent Development Kit rules for agents, tools, sessions, memory, artifacts, evaluation, and deployment
Gamemaker Gml Rules
GameMaker Language (GML) rules for scripts, objects, events, rooms, data structures, and performance-minded game code
Fortran Programming Guidelines
Modern Fortran rules for scientific computing, modules, explicit interfaces, kind parameters, memory safety, and testing
Embedded Mcu Stm32 And Hal Rules
Embedded C/C++ rules for MCU, STM32, HAL, interrupts, DMA, memory constraints, and hardware-focused testing
Docker Rules
Docker production rules. Pinned versions, multi-stage builds, non-root user, minimal attack surface.
Clean Code Guidelines
Guidelines for writing clean, maintainable, and human-readable code. Apply these rules when writing or reviewing code to ensure consistency and quality.
Blender Python Add On Rules
Blender Python add-on rules for operators, panels, properties, registration, testing, and API-safe scripting
Automl And Hyperparameter Optimization Rules
AutoML and hyperparameter optimization rules for Python ML projects using Ray Tune, Optuna, PyCaret, and time-series AutoML libraries
Anti Over Engineering
Prevent AI over-engineering by keeping changes scoped, simple, and directly tied to the user's request
Xlsx
Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path — even casually (like "the xlsx in my downloads") — and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved.
Pptx
Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions "deck," "slides," "presentation," or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.
Vendor Management
Evaluate, compare, and manage vendor relationships. Trigger with "evaluate this vendor", "compare vendors", "vendor review", "should we renew", "RFP", or when the user is making procurement or vendor decisions.
Vendor Evaluation
Evaluate vendors with comparison matrices, TCO analysis, risk assessment, reference check templates, and negotiation strategies
Supplier Scorecard
Build supplier performance scorecards with KPIs, quality metrics, delivery performance, cost management, and improvement plans
Rfp Builder
Create Request for Proposals with requirements specifications, evaluation criteria, scoring rubrics, timelines, and compliance requirements
Inventory Forecasting
Forecast inventory needs using demand analysis, safety stock calculations, reorder point optimization, and seasonal adjustment