Use when choosing or analyzing sorting, heaps, priority queues, linear-time integer/distribution sorting, quicksort, selection, medians, quantiles, top-k, or order-statistic…
Evaluate source quality, build annotated bibliographies, and maintain curated reference collections. Covers the CRAAP test, source classification, citation management, and…
Journalism source verification and fact-checking workflows. Use when verifying claims, checking source credibility, investigating social media accounts, reverse image searching,…
Feature specification creation from codebase research. Produces requirements, acceptance criteria, architecture decisions, implementation plans, and risk analysis.
Use when an approved Spec Kit `spec.md` must be translated into technical design artifacts (`plan.md`, `research.md`, `data-model.md`, `contracts/`, `quickstart.md`) before…
Research specialization domains, compile references, analyze best practices, and gather comprehensive knowledge for new specialization creation.
Following what organisms do — behavior, metamorphosis, host-plant relationships, social dynamics, and the long-form ethograms that reveal how species actually live.
Arquiva uma change concluída no workflow experimental do specskills. Valida conclusão de artefatos e tarefas, avalia sincronização de delta specs, e move o diretório para archive…
Spezialisierter Agent für Abenteuerstruktur, Akte, Szenen, Spannungsbögen und Abenteuer-Hooks. Erstellt das Grundgerüst eines Pen-&-Paper-Abenteuers nach bewährten dramaturgischen…
Unified Python framework for extracellular electrophysiology. Load 20+ formats (SpikeGLX, OpenEphys, NWB, Intan, Maxwell, Blackrock), preprocess, run 10+ sorters (Kilosort4,…
Manage experimental spike projects in a centralized, searchable location. Use when you need to create, find, or navigate to spike/experiment directories.
OMEGA — Self-Learning Sports Analysis Agent. Dixon-Coles + 10-Themen-Framework + ¼-Kelly Staking. Strukturierte Fußball-Value-Bet-Analyse mit Wettsteuer (5.3% DE).
Spreadsheet processing and analysis for CSV/Excel; trigger when users ask to merge/clean tabular data, run statistics, add/edit Excel formulas, apply formatting, generate charts,…
Diff two SQL Server execution plans (baseline vs regression) to identify what changed — join strategies, memory grants, operator topology, new warnings, and missing indexes.
Parse and analyze SQL Server SET STATISTICS IO, TIME ON output. Extracts per-table IO metrics and per-statement CPU/elapsed times, computes % logical read share, detects 22…
Analyze SQL Server wait statistics to identify why the server or a session is slow. Applies 40 checks (V1–V40) covering I/O, locks, parallelism, memory, CPU, TempDB, log I/O,…
Production-ready reinforcement learning algorithms (PPO, SAC, DQN, TD3, DDPG, A2C) with scikit-learn-like API.
Splice-aware RNA-seq aligner producing sorted BAM and splice junction tables. Builds genome index, runs two-pass alignment for better junctions.
Set up your bio-research environment and explore available tools. Use when first getting oriented with the plugin, checking which literature, drug-discovery, or visualization MCP…
Guided statistical analysis with test selection and reporting. Use when you need help choosing appropriate tests for your data, assumption checking, power analysis, and…
Run hypothesis tests, analyze A/B experiment results, calculate sample sizes, and interpret statistical significance with effect sizes.
Computational tools and algorithms for statistical analysis. Covers simulation, resampling methods (bootstrap, permutation tests), Monte Carlo methods, random number generation,…
Regression analysis, ANOVA, generalized linear models, Bayesian methods, and model selection. Covers the full modeling workflow from problem formulation through diagnostics --…
Guide for annotating statistical significance (p-value asterisks) on comparison plots. Covers standard notation (ns, *, **, ***, ****), matplotlib bracket+asterisk implementation,…
Statistical Significance Calculator - Auto-activating skill for Data Analytics. Triggers on: statistical significance calculator, statistical significance calculator Part of the…
Statistics, probability, linear algebra, and mathematical foundations for data science
Statsmodels is Python's premier library for statistical modeling, providing tools for estimation, inference, and diagnostics across a wide range of statistical methods.
Python statistical modeling: regression (OLS, WLS, GLM), discrete (Logit, Poisson, NegBin), time series (ARIMA, SARIMAX, VAR), with rigorous inference, diagnostics, and hypothesis…
Activate methodical coding stance. Research-backed emotional mode from claude-temper.
Conversational design ideation agent that researches trends, explores visual directions, and refines ideas through adaptive questioning — then produces a rich PRD document and…
Multi-phase strategic decision framework for CEO founders. Orchestrates research, feasibility, planning, and implementation for any business initiative — product launches, market…
Test entire content strategies — not individual elements like A/B tests, but holistic approaches. "TOFU-heavy vs BOFU-heavy for 2 weeks" or "daily posting vs 3x/week." The…
Query STRING API for protein-protein interactions (59M proteins, 20B interactions). Network analysis, GO/KEGG enrichment, interaction discovery, 5000+ species, for systems biology.
Build a searchable archive of student projects, experiments, events, and weird real work so campus stops forgetting what students actually build.
Use study limitations drafter for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Research customer questions by searching across documentation, knowledge bases, and connected sources, then synthesize a confidence-scored answer.
Growth experiment design — structure a growth hypothesis, define metric, baseline, expected lift, and kill condition for a single experiment.
Evaluate survey data pipelines and research methodology. Analyzes response bias detection (speeders, straight-liners, bots), statistical significance testing (t-test, chi-square,…
Kaplan-Meier survival analysis tool for clinical and biological research. Generates publication-ready survival curves with statistical tests.
Provides guidance for experiment tracking with SwanLab. Use when you need open-source run tracking, local or self-hosted dashboards, and lightweight media logging for ML workflows.
Advanced swarm orchestration patterns for research, development, testing, and complex distributed workflows
Coordinate multiple agents by splitting work into research, synthesis, implementation, and verification, assigning ownership, and keeping the coordinator focused on integration…
Använd denna färdighet när användaren frågar om svensk statistik, svenska befolkningsdata, ekonomisk data för Sverige, svensk arbetsmarknad, svensk miljöstatistik,…
Använd denna färdighet när användaren frågar om Trafikanalys, transportstatistik, fordon i trafik, bilregistreringar, nyregistreringar, fordonskilometer, järnvägstransport,…
Synchronize documents to Google NotebookLM for AI-powered research and content generation
Merge, deduplicate, rank, and format research findings from multiple channels into a coherent report. Use after research agents return their results.
Probe system resources — CPU, RAM, disk, GPU/CUDA/MPS — and translate findings into experiment design recommendations. Run this at the start of any compute-intensive project.
Write system prompts, tool docs, and agent definitions. Combines research-backed prompt engineering (+15-30% measured improvements) with project XML conventions.
Use when the user describes a note by vibe, concept, or paraphrase rather than literal terms — "find notes about the feeling of X", "that idea I had about Y and Z", "something…
Use when the user wants to explore, trace, map, or synthesize their thinking across multiple notes on a topic — "how have I thought about X?", "trace Y through my notes", "map…
Use when the user asks to find, search, or look up a note in their Zettelkasten with specific named terms — "find my note about X", "search for Y in my notes", "list everything…
Create multiplayer spatial board games using TabletopKit on visionOS. Use when building tabletop game experiences with boards, pieces, cards, and dice, managing player seats and…
Web search, content extraction, crawling, and research capabilities using Tavily API. Use when you need to search the web for current information, extracting content from URLs, or…
Analyze roster fit and personality dynamics. Leadership assessment, role clarity, locker room culture, trade/signing impact.
Unified team skill for interactive component crafting. Vanilla JS + CSS interactive components with zero dependencies. Research -> interaction design -> build -> a11y test.
Unified team skill for UI design team. Research -> design tokens -> audit -> implementation. Uses team-worker agent architecture with roles/ for domain logic.
Исследование технологий RAG/ML/Python: embeddings, vector search, reranking, chunking, Qdrant, sentence-transformers, ColBERT, sparse vectors.
【强制】所有技术文档查询必须使用本技能，禁止在主对话中直接使用 mcp__context7-mcp 工具。触发关键词：查询/学习/了解某个库或框架的文档、API用法、配置参数、错误解释、版本差异、代码示例、最佳实践。本技能通过 context7-researcher agent 执行查询，避免大量文档内容污染主对话上下文，保持 token 效率。
Write clear technical analysis, system architecture documents, decision records, and research synthesis.
Use when a technical unknown needs a small throwaway experiment before committing to a plan