Skills for your AI
Generates structured, AI-executable implementation plans for features or refactoring, validated against a mandatory template and saved to /plan/. Use when the user requests a plan for a feature or refactoring, asks to check or update an existing plan's status,
Designs, analyzes, and balances in-game economies—currencies, item pricing, trading systems, monetization, and compliance. Use when a developer needs economy analysis from player data, currency or pricing design, resource and reward balancing, trading or aucti
Designs interactive learning games, gamified training experiences, mechanics, assessments and accessibility plans for instructors. Use when an instructor wants to brainstorm a game concept, design levels or puzzles, improve game UI/UX, analyze playtest feedbac
Designs, implements, and modernizes Kotlin codebases using coroutines, Kotlin Multiplatform, functional patterns, and Ktor. Use when analyzing Kotlin architecture, refactoring to Flow and structured concurrency, sharing code across platforms, building DSLs, ru
Builds, optimizes, tests and upgrades Laravel 10+ applications covering Eloquent, queues, APIs, events and performance. Use when planning Laravel architecture, fixing N+1 queries, writing Pest tests, upgrading legacy Laravel versions, or setting up Horizon, Sa
Audit named agent instructions, tool definitions, and supported Python prompts with local LintLang checks; return finding codes and locations without changing files.
Turns a repository goal into an orchestrated outer loop from goal definition through merge, writing /goal-style prompts with testable proof and running the gather, prompt, launch, review, merge cycle. Use when the user wants an engineering goal turned into a s
Guides writing Manim Community Python code for mathematical animations and educational videos, covering concepts, code examples, debugging, rendering commands, best practices, LaTeX, graphing, 3D scenes and camera controls. Use when the user asks about Manim s
Use when a user wants to convert any markdown file in their Claude project into a single-file, lightly-interactive HTML — long-form documents (specs, plans, RFCs, reports, explainers), code reviews with diffs and severity-tagged annotations, or slide decks. Tr
Calibrates Marlin 2.x 3D printer firmware bed leveling: Unified Bed Leveling (UBL), Bilinear ABL, M420 S1 post-homing, Z-probe offsets, G26 mesh prints, and EEPROM slots. Trigger phrases: marlin bed leveling, ubl calibration, m420 s1, z probe offset, g29 bed l
Converts a markdown PR writeup or code review (one with ```diff fenced blocks and severity-tagged > [!BLOCKER]/[!MAJOR]/[!MINOR]/[!NIT] callouts) into a single-file 2-column HTML review — unified-diff on the left, severity-tagged annotation cards on the right,
Creates, updates, refactors, explains, and migrates Python AI agents built with Microsoft Agent Framework, including workflows and multi-agent orchestration. Use when starting a new agent project, updating or refactoring existing agent code, explaining how age
Guides data scientists in selecting, comparing, evaluating, and tuning machine learning algorithms for their datasets and constraints. Use when the user needs algorithm recommendations, algorithm comparisons, performance metric interpretation, feature selectio
Guides installation, loading, configuration, benchmarking, and troubleshooting of Mamba-1 and Mamba-2 state-space models for sequence modeling and generation. Use when the user asks to install mamba-ssm, load a pretrained Mamba model, configure Mamba blocks, b
Guides users through training and sampling from nanoGPT, covering Shakespeare character-level training, GPT-2 124M reproduction, fine-tuning from pretrained checkpoints, custom datasets, troubleshooting, and architecture explanations. Use when the user asks ab
Configures and launches PyTorch-native torchtitan pretraining jobs with FSDP2, TP, PP, CP, Float8 and SLURM. Use when the user wants to pretrain a model like Llama 3.1 or DeepSeek V3, set up single-node or multi-node training, enable Float8 or torch.compile, r
Analyzes a project's codebase exhaustively, documents every feature, and produces a modernization plan with architectural recommendations. Use when the user asks to modernize a project, document an existing codebase, identify its tech stack and architecture, o
Designs and optimizes multiplayer game systems including matchmaking, network architecture, latency, anti-cheat, communication, personalization, dynamic content, progression, and cross-platform play. Use when the user needs matchmaking algorithms, server scali
Safely updates a customized NanoClaw checkout from the official upstream repository using staged transactions with validation, cutover, migrations, health checks, and rollback. Use when the user asks to update NanoClaw, prepare or validate an update, cut over
Analyzes network performance, capacity, and architecture data to identify bottlenecks and design scalable solutions across monitoring, capacity planning, load balancing, redundancy, cloud migration, virtualization, SDN, automation, security, and storage. Use w
Provides Next.js architecture guidance, App Router and Server Component code reviews, performance optimization, and Pages-to-App Router migration plans. Use when planning a Next.js project structure, fixing slow loads or bundle size, migrating from Pages Route
Manages microscopy images and metadata on OMERO servers via the Python API, covering sessions, data retrieval, pixel and ROI analysis, annotations, and batch scripts. Use when connecting to OMERO, listing or fetching projects, datasets, images, screens, plates
Answers build questions about OpenAI products and APIs using official developer documentation with citations. Use when the user asks how to build with Codex, Responses API, Chat Completions, Apps SDK, Agents SDK, or Realtime, or needs doc-backed guidance on Op
Converts OpenAPI 3.0 JSON/YAML specs into TypeScript interfaces, type aliases and type guards. Use when the user provides an OpenAPI 3.0 spec file and asks to validate it, extract schemas and endpoints, generate TypeScript types, add type guards, or save the g
