Use when when you have mass spectrometry imaging root datasets paired with accompanying .mat workspace files (as in the B73 and Oaxacan Green genotypes from Sama et al.
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.
Investigate a question against high-trust primary sources and capture the findings as a Markdown file in the repo.
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…
Vector database retrieval and evidence-based answering for medical research topics. Use when users need knowledge-base-backed answers about methodology, disease mechanisms, drug…
Use medication adherence message gen for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Daily meeting preparation system that checks your calendar each morning, deeply researches external attendees (LinkedIn, company info, GitHub, past notes), and sends you…
Prepare structured briefings for meetings with legal relevance and track resulting action items. Use when preparing for contract negotiations, board meetings, compliance — from…
Prepare structured briefings for meetings with legal relevance and track resulting action items. Use when preparing for contract negotiations, board meetings, compliance — from…
Prepares meeting materials by gathering context from Notion, enriching with Claude research, and creating both an internal pre-read and external agenda saved to Notion.
Deletes memories by search query or memory ID with confirmation before removal. Use when removing outdated decisions, incorrect memories, sensitive data, or cleaning up after…
Deep reasoning makes better comedy. #1 on DeepResearch Bench (Feb 2026). AI meme generation with audience targeting, trend research, and multi-angle humor.
Expert skill for JavaScript memory leak detection using Facebook MemLab. Configure MemLab scenarios, execute memory leak detection runs, analyze heap snapshots, identify detached…
Leitfaden Research- und Quellen-Tracking fuer Memos: Quellenarten, Zitierregeln dejure.org / openjur, BGH / BVerfG / EuGH, Versionierung. Pruefraster fuer Erstautor und Review.
Use when a Codex task involves UI design, Figma, design systems, shadcn/ui, Tailwind, Atomic Design, research synthesis, component specs, design audits, or design-to-code…
Long-running multi-session work (research, eval loops, iterative benchmarks) with continuity -- resume prior lessons, capture per-run outcomes, build up stable truths over time.
Skill for implementing the 3-step Memory-First Protocol (Research, Response, Learning). Use when starting ANY task to understand past context, and MUST use when completing a task…
Use when a research note system needs architecture, when MOCs, frontmatter standards, and retrieval patterns must be designed for years of work, or when an existing vault has…
Use when reasoning about how a system, user, or designer's internal model of behavior may diverge from reality — applies across UX, distributed systems, type systems, API design,…
Research e-commerce merchandise opportunities, category viability, price bands, competitors, profit assumptions, sourcing risks, and evidence gaps across Amazon and Chinese…
Plan and evaluate mesh generation for numerical simulations — estimate grid resolution from physics scales (interface width, boundary layers, wavelengths), check aspect ratios and…
Use when you have a baseline GNN model for predicting a continuous molecular property (e.
Screens research papers based on title/abstract and inclusion criteria, providing a structured Yes/No/Maybe decision.
Systematic review and meta-analysis pipeline for medical research. Covers protocol registration (PROSPERO), search strategy, screening, data extraction, risk of bias assessment…
Use this meta-skill instead of answering directly when the current user asks to draft, repair, compile, or produce an academic/research paper or LaTeX manuscript.
Generates the "Risk of Bias" results section for a meta-analysis based on assessment tables and statistics.
Generates the "Results" section for meta-analysis sensitivity analysis based on statistical tables and titles.
Medical literature search strategy generator. Given a user's natural-language description (e.g., meta-analysis topic, PICOS elements, research question), automatically extract…
Use when you have a raw or extracted peak feature table (CSV or tabular format) containing mass-to-charge ratios, retention times, and intensity values across multiple samples…