USE FOR: Point-set topology, functional analysis, real analysis, and topological methods for dynamical systems.
Unified math capabilities - computation, solving, and explanation. I route to the right tool. — from vibeeval/vibecosystem
Real-world problem formulation, mathematical abstraction, and applied mathematics for translating between practical problems and mathematical frameworks.
Use when designing or auditing the numerical-experiments part of a Mathematical Finance (Wiley) manuscript — at this theory-first venue that means illustrative computation that…
Use when running the final Mathematical Finance submission preflight through Wiley Research Exchange, including LaTeX source, compiled PDF, supplementary files, classifications,…
Router for a Mathematical Finance (Wiley) manuscript — decides which mathfin sub-skill to use next across the theorem-first lifecycle, from problem selection through Wiley…
Use when polishing a Mathematical Finance (Wiley) manuscript's theorem-first exposition — definitions, numbered assumptions, theorem statements, proof sketches, appendices,…
Use when working with large-scale data, similarity search, deduplication, top-K / heavy-hitters, streaming analytics, cardinality estimation, embeddings, recommender systems,…
MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing.
根据用户提供的精确参数生成 MATLAB/Simulink 仿真代码。使用场景：用户要求生成 MATLAB 脚本、Simulink 模型、仿真代码，或要求修改现有仿真参数时自动触发。
Diagnose MATLAB errors and unexpected behavior. Breakpoints, workspace inspection, try-catch diagnostics, and common error patterns.
Design and validate digital filters in MATLAB. Use when cleaning up noisy signals, removing interference, filtering signals, designing FIR/IIR filters…
Use when the user explicitly needs MATLAB or .m scripts for local scientific computing, simulation, signal processing, image processing, statistics, or experiment reproduction.
Create MATLAB plain text Live Scripts (.m files) following specific formatting rules. Use when generating MATLAB scripts, educational MATLAB content, Live Scripts, or when the…
Modernize deprecated MATLAB functions and patterns. Use when check_matlab_code or checkcode reports "not recommended" or "to be removed" warnings, when migrating legacy code, or…
Read BEFORE optimizing any MATLAB code for speed. Without this workflow, agents commonly optimize the wrong target, fabricate speedup claims without measurement, or introduce…
Optimize MATLAB code for better performance through vectorization, memory management, and profiling. Use when user requests optimization, mentions slow code, performance issues,…
Process complex baseband RF signals using standalone System Objects in RF Toolbox: rf.Amplifier, rf.Mixer, rf.Filter, rf.Sparameter, and rf.PAmemory.
Review MATLAB code for quality, performance, maintainability, and adherence to MathWorks coding standards. Uses check_matlab_code and matlab_coding_guidelines.
MATLAB/GNU Octave numerical computing: matrices, linear algebra, ODEs, signal processing, optimization, statistics, scientific visualization. MATLAB-syntax examples run on both.
自动生成 Simulink 模型（.slx 文件）。使用场景：用户要求生成 Simulink 模型、搭建仿真模型、创建控制系统模型时自动触发。兼容 R2016b。
Generate correct MATLAB code using the Symbolic Math Toolbox. Use when the user asks for symbolic computations, analytical solutions, symbolic differentiation/integration,…
Create comprehensive MATLAB unit tests using the MATLAB Testing Framework. Use when generating test files, test cases, unit tests, test suites, or when the user requests testing…
Generate and run MATLAB unit tests using matlab.unittest and matlab.uitest. Parameterized tests, fixtures, mocking, coverage analysis, CI/CD with buildtool, app testing with…
Build interactive web applications using HTML/JavaScript interfaces with MATLAB computational backends via the uihtml component.
Generate beautiful, distinctive HTML/CSS/JS control panels for MATLAB uihtml components. 8 built-in styles (Clean, Material, Cosmic Dark, Neumorphic, Dashboard Light, Midnight…
Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or integrating with specific…
Low-level Python plotting for scientific figures: publication-quality line, scatter, bar, heatmap, contour, 3D; multi-panel layouts; fine control of every element.
Use when targeting Matter (Matter) or deciding whether a materials manuscript fits this Cell Press primary-research venue spanning atoms to systems with societal relevance.
Create well-formed tasks for the MAW pipeline. Use when the user says "add a task", "create a task", "new task", or describes a feature/fix/refactor that should be tracked — even…
Session-closing skill that helps users wrap up intentionally. Use when: user says done, wrapping up, end my day, closing out, call it a day, goodnight, that's it for today,…
CREATE organic content scripts (Reels, TikTok, carousels, static posts). Use when user wants to GENERATE new scripts from concepts.
Compose a site brief from offer.md + audience.md + voice.md + research files + the operator's dial / archetype picks. Used by /mb-site as the brief-drafting step.
Combined research, decision, and codification workflow. Use when: (1) Exploring a question before committing (2) Making a decision that needs documentation (3) User says — from…
Create and maintain personal wikis using Commune Wiki architecture. Use when: (1) Setting up a new wiki from the commune-wiki template (2) Personalizing wiki (name, avatar, social…
Use when running McKinsey-level market research and strategy analysis - competitive analysis, TAM analysis, pricing strategy, go-to-market planning, and business strategy.
Skills for using MCP tools to enrich architectural analysis with external context. Use when researching patterns, gathering documentation, analyzing codebases, or accessing…
Use when tasks require current, source-backed technical information from MCP tools. Apply for library/API questions, dependency version checks, third-party integration work,…
Use when choosing or configuring MCP servers for research work, when a literature, reference manager, or scholarly search server needs a trust check before installation, or when…
Execute the BACKPROPAGATION phase of MCTS to update node statistics from leaf to root
Plan molecular dynamics post-processing for materials simulations, including RDF, MSD and diffusion, VACF/VDOS, coordination numbers, bond-angle distributions, stress-strain…
Use when Codex creates or updates a Markdown document intended for user review, delivery, planning, reports, summaries, research notes, specs, PRDs, architecture docs, or other…
Generate step-by-step implementation plan from research
Designs an A/B test or experiment with clear hypothesis, variants, success metrics, sample size, and duration.
Documents the results of a completed experiment or A/B test with statistical analysis, learnings, and recommendations.
Analyze survey results into actionable PM insights. Produces persona segmentation, hypothesis validation status, thematic clustering of open-text responses, statistical confidence…
Research, write, code, analyze, present, and develop proposals for thermal-fluid mechanical engineering work with source-aware rigor.
Bridges a traditional healing concept to modern neuroscience and physiology, naming what's established versus speculative.
Provides guidance for interpreting and manipulating neural network internals using nnsight with optional NDIF remote execution.
Provides guidance for mechanistic interpretability research using TransformerLens to inspect and manipulate transformer internals via HookPoints and activation caching.
Medicinal chemistry filters. Apply drug-likeness rules (Lipinski, Veber), PAINS filters, structural alerts, complexity metrics, for compound prioritization and library fi — from…
Medicinal chemistry filters. Apply drug-likeness rules (Lipinski, Veber), PAINS filters, structural alerts, complexity metrics, for compound prioritization and library fi — from…
Fetch medical references (PubMed, PMC, EuropePMC, RACGP/ACRRM/AMC exam reports, AJGP, AIHW, ClinicalKey, UpToDate, AMH, eTG, Murtagh, plus 8 generic publishers via USyd…
Use medical cv resume builder for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Matches a user’s biomedical research direction, disease problem, study aim, data modality, and resource constraints to the most relevant recent algorithms and method papers.
Identifies real, evidence-audited, topic-specific research gaps in medical research by first retrieving and verifying literature from trusted sources, then mapping the current…
Résume prudemment des articles, recommandations ou contenus médicaux. À utiliser quand l'utilisateur demande une synthèse scientifique, une revue rapide, ou veut comprend — from…
Query 14+ biomedical databases for drug repurposing, target discovery, clinical trials, and literature research.
Generate daily or on-demand medical research briefs for any medical specialty. Searches latest research from top-tier journals, delivers concise summaries with 1-sentence…
Use medication adherence message gen for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.