Skills

foryourhealth111-pixel/Vibe-Skills

Intelligent Skill routing and workflow orchestration for AI agents — +21.12 pp reward, −29.6% tokens on SkillsBench with DeepSeekV4Flash-VE.

224 skills listed · Apache 2.0 · 3.8k stars · last pushed 30 Oct 2026

foryourhealth111-pixel/Vibe-Skills on GitHub

Across these 224 skills

Pattern check

Nothing flagged in 176

Items to review in 48: autonomous-builder, citation-management, clinical-decision-support and 45 more

What it can touch

14 touch credentials
4 download software
3 install more skills
+11 more
- 2 change agent settings
- 1 adds hooks
- 1 follows outside instructions
- 1 turns off system protections
- 1 deletes data
- 168 run shell commands
- 127 name web addresses
- 113 reach the network
- 98 bundle scripts
- 44 pre-approve tools
- 2 include files we can't read

Checked at commit d881d9c on 3 Nov 2026. 2 skills aren't listed while QAI reviews a check result.

Skills

All224 Items to review48

Skills in foryourhealth111-pixel/Vibe-Skills
Skill	What it can touch	Pattern check	Licence	Updated
autonomous-builderFull-stack software development agent for design, implementation, testing, and deployment. Use when the user explicitly asks for end-to-end project creation, feature development, bug fixing, or code refactoring. Touches credentials +8 more Pattern check: 12 items to reviewApache 2.0Updated 16 Jul 2026	Touches credentials Downloads software +7 more	Pattern check: 12 items to review	Apache 2.0	16 Jul 2026
citation-managementComprehensive citation management for academic research. Resolve bibliographic identifiers, extract accurate metadata, validate citations, deduplicate references, and generate properly formatted BibTeX entries. This skill should be used when you need to verify citation information, convert DOIs/PMIDs/arXiv IDs to BibTeX, or ensure reference accuracy in scientific writing. Follows outside instructions +5 more Pattern check: 1 item to reviewMITUpdated 30 Apr 2026	Follows outside instructions Runs shell commands +4 more	Pattern check: 1 item to review	MIT	30 Apr 2026
clinical-decision-supportGenerate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based guidelines with decision algorithms). Supports GRADE evidence grading, statistical analysis (hazard ratios, survival curves, waterfall plots), biomarker integration, and regulatory compliance. Outputs publication-ready LaTeX/PDF format optimized for drug development, clinical research, and evidence synthesis. Runs shell commands +3 more Pattern check: 1 item to reviewApache 2.0Updated 26 Feb 2026	Runs shell commands Reaches the network +2 more	Pattern check: 1 item to review	Apache 2.0	26 Feb 2026
clinical-reportsWrite comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full support with templates, regulatory compliance (HIPAA, FDA, ICH-GCP), and validation tools. Runs shell commands +3 more Pattern check: 1 item to reviewMITUpdated 3 Mar 2026	Runs shell commands Names web addresses +2 more	Pattern check: 1 item to review	MIT	3 Mar 2026
creating-data-visualizationsCreate analytical charts and plots from existing data. Use for exploratory or reporting visuals such as bars, lines, scatters, and dashboards; not for publication-grade scientific figures or AI-generated schematics. Runs shell commands +2 more Pattern check: 1 item to reviewMITUpdated 26 Apr 2026	Runs shell commands Bundles scripts +1 more	Pattern check: 1 item to review	MIT	26 Apr 2026
detecting-data-anomaliesInvestigate outliers, rare events, spikes, and suspicious records in datasets. Use as an explicit anomaly-analysis helper when you want concrete anomaly-detection workflow guidance, not generic data validation or end-to-end ML ownership. Runs shell commands +2 more Pattern check: 1 item to reviewMITUpdated 28 Apr 2026	Runs shell commands Bundles scripts +1 more	Pattern check: 1 item to review	MIT	28 Apr 2026
detecting-performance-regressionsCompare current benchmark results against historical baselines to spot performance regressions. Use as an explicit/manual helper for build-to-build degradation review, not for broad optimization strategy or low-level profiling ownership. Runs shell commands +2 more Pattern check: 1 item to reviewMITUpdated 18 Apr 2026	Runs shell commands Bundles scripts +1 more	Pattern check: 1 item to review	MIT	18 Apr 2026
docs-reviewReview documentation changes for compliance with the Metabase writing style guide. Use when reviewing pull requests, files, or diffs containing documentation markdown files. Runs shell commands +1 more Pattern check: 1 item to reviewApache 2.0Updated 26 Feb 2026	Runs shell commands Pre-approves tools	Pattern check: 1 item to review	Apache 2.0	26 Feb 2026
docs-writeWrite documentation following Metabase's conversational, clear, and user-focused style. Use when creating or editing documentation files (markdown, MDX, etc.). Runs shell commands +1 more Pattern check: 1 item to reviewApache 2.0Updated 26 Feb 2026	Runs shell commands Pre-approves tools	Pattern check: 1 item to review	Apache 2.0	26 Feb 2026
evaluating-machine-learning-modelsEvaluate trained machine learning models with the right metrics and comparison logic. Use for benchmark review, threshold selection, calibration, validation, and model comparison; not for feature engineering or leakage auditing. Runs shell commands +2 more Pattern check: 1 item to reviewMITUpdated 28 Apr 2026	Runs shell commands Bundles scripts +1 more	Pattern check: 1 item to review	MIT	28 Apr 2026
explaining-machine-learning-modelsExplain trained machine learning models through feature attribution, local explanations, and behavior summaries. Use as an explicit/manual helper once a model already exists, not for training ownership, leakage auditing, or general ML strategy selection. Runs shell commands +2 more Pattern check: 1 item to reviewMITUpdated 28 Apr 2026	Runs shell commands Bundles scripts +1 more	Pattern check: 1 item to review	MIT	28 Apr 2026
generating-test-reportsGenerate structured test reports with pass/fail rollups, coverage summaries, and test artifacts. Use when the user is asking for test-result packaging or delivery, not for root-cause debugging or feature implementation. Runs shell commands +2 more Pattern check: 1 item to reviewMITUpdated 18 Apr 2026	Runs shell commands Bundles scripts +1 more	Pattern check: 1 item to review	MIT	18 Apr 2026
gradient-methodsProblem-solving strategies for gradient methods in optimization Runs shell commands +1 more Pattern check: 1 item to reviewApache 2.0Updated 26 Feb 2026	Runs shell commands Pre-approves tools	Pattern check: 1 item to review	Apache 2.0	26 Feb 2026
hypothesis-generationStructured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propose mechanisms, and design experiments to test them. Also owns explicit HypoGeniC-style or automated LLM-driven hypothesis generation/testing requests inside this single skill. For open-ended ideation use scientific-brainstorming. Runs shell commands +2 more Pattern check: 1 item to reviewMITUpdated 30 Apr 2026	Runs shell commands Names web addresses +1 more	Pattern check: 1 item to review	MIT	30 Apr 2026
infographicsCreate professional infographics using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3 Pro for quality review. Integrates research-lookup and web search for accurate data. Supports 10 infographic types, 8 industry styles, and colorblind-safe palettes. Touches credentials +5 more Pattern check: 1 item to reviewApache 2.0Updated 3 Mar 2026	Touches credentials Runs shell commands +4 more	Pattern check: 1 item to review	Apache 2.0	3 Mar 2026
latex-postersUse when creating or revising LaTeX research posters with beamerposter, tikzposter, or baposter, including poster layout, typography, color, print sizing, figure placement, QR codes, compilation, and print-ready PDF checks. Runs shell commands +4 more Pattern check: 1 item to reviewApache 2.0Updated 28 Apr 2026	Runs shell commands Reaches the network +3 more	Pattern check: 1 item to review	Apache 2.0	28 Apr 2026
literature-reviewConduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research synthesis, or comprehensive literature searches across biomedical, scientific, and technical domains. Creates professionally formatted markdown documents and PDFs with verified citations in multiple citation styles (APA, Nature, Vancouver, etc.). Runs shell commands +4 more Pattern check: 1 item to reviewMITUpdated 30 Apr 2026	Runs shell commands Reaches the network +3 more	Pattern check: 1 item to review	MIT	30 Apr 2026
LQF_Machine_Learning_Expert_GuideLQF Machine Learning Expert Guide - Routed skill for ML/Statistical Modeling with Critical Discussion Mode. Triggers on: machine learning, modeling, prediction, training, classification, regression, clustering, deep learning, neural network, model evaluation, feature engineering, hyperparameter tuning, overfitting, underfitting, baseline, ablation study, critique my approach, review my model, is this a good idea, should I use, what's wrong with, evaluate my solution, challenge my assumptions, discuss my approach Engages in critical discussion with minimum 3 rounds of iterative refinement. Challenges both user proposals and own suggestions with fact-based critique. Demands evidence and baselines before accepting solutions. Runs shell commands +2 more Pattern check: 1 item to reviewApache 2.0Updated 18 Apr 2026	Runs shell commands Names web addresses +1 more	Pattern check: 1 item to review	Apache 2.0	18 Apr 2026
markdown-mermaid-writingComprehensive markdown and Mermaid diagram writing skill that establishes text-based diagrams as the DEFAULT documentation standard. Use this skill when creating ANY scientific document, report, analysis, or visualization — it ensures all outputs are in version-controlled, token-efficient markdown with embedded Mermaid diagrams as the source of truth, with clear pathways to downstream Python or AI-generated images. Includes full style guides (markdown + mermaid), 24 diagram type references, and 9 document templates ready to use. Runs shell commands +3 more Pattern check: 1 item to reviewApache 2.0Updated 3 Mar 2026	Runs shell commands Reaches the network +2 more	Pattern check: 1 item to review	Apache 2.0	3 Mar 2026
market-research-reportsGenerate comprehensive market research reports and industry/competitive analysis in the style of top consulting firms. Use for market sizing, competitive landscape, market entry, investment thesis, strategic recommendations, and consulting-style business reports. Do not use for scientific reports, paper writing, LaTeX submission/PDF builds, EDGAR/FRED/Treasury/Data Commons data retrieval, or biomedical literature evidence work. Runs shell commands +2 more Pattern check: 1 item to reviewMITUpdated 29 Apr 2026	Runs shell commands Bundles scripts +1 more	Pattern check: 1 item to review	MIT	29 Apr 2026
markitdownConvert files and office documents to Markdown. Supports PDF, DOCX, PPTX, XLSX, images (with OCR), audio (with transcription), HTML, CSV, JSON, XML, ZIP, YouTube URLs, EPubs and more. Runs shell commands +4 more Pattern check: 1 item to reviewMITUpdated 3 Mar 2026	Runs shell commands Reaches the network +3 more	Pattern check: 1 item to review	MIT	3 Mar 2026
mathUnified math capabilities - computation, solving, and explanation. I route to the right tool. Runs shell commands +1 more Pattern check: 1 item to reviewApache 2.0Updated 26 Feb 2026	Runs shell commands Pre-approves tools	Pattern check: 1 item to review	Apache 2.0	26 Feb 2026
metric-calculatorCompute well-defined metrics from existing formulas, datasets, or test outputs. Use as an explicit/manual helper when the metric definition is already known, not for choosing the overall analysis owner or dashboard strategy. Runs shell commands +1 more Pattern check: 1 item to reviewMITUpdated 30 Apr 2026	Runs shell commands Pre-approves tools	Pattern check: 1 item to review	MIT	30 Apr 2026
paper-2-webUse when converting academic papers into dissemination assets such as Paper2Web websites, Paper2Video video abstracts, or Paper2Poster conference posters from LaTeX or PDF sources. Runs shell commands +3 more Pattern check: 1 item to reviewApache 2.0Updated 28 Apr 2026	Runs shell commands Reaches the network +2 more	Pattern check: 1 item to review	Apache 2.0	28 Apr 2026
peer-reviewStructured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validity, reporting standards compliance (CONSORT/STROBE), and constructive feedback. Best for actual review writing, manuscript revision. For evaluating claims/evidence quality use scientific-critical-thinking; for quantitative scoring frameworks use scholar-evaluation. Runs shell commands +2 more Pattern check: 1 item to reviewMITUpdated 3 Mar 2026	Runs shell commands Names web addresses +1 more	Pattern check: 1 item to review	MIT	3 Mar 2026
planning-with-filesImplements Manus-style file-based planning for complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when starting complex multi-step tasks, research projects, or any task requiring >5 tool calls. Adds hooks +5 more Pattern check: 4 items to reviewApache 2.0Updated 18 Apr 2026	Adds hooks Runs shell commands +4 more	Pattern check: 4 items to review	Apache 2.0	18 Apr 2026
pptx-postersCreate research posters using HTML/CSS that can be exported to PDF or PPTX. Use this skill ONLY when the user explicitly requests PowerPoint/PPTX poster format. For standard research posters, use latex-posters instead. This skill provides modern web-based poster design with responsive layouts and easy visual integration. Runs shell commands +2 more Pattern check: 1 item to reviewMITUpdated 3 Mar 2026	Runs shell commands Names web addresses +1 more	Pattern check: 1 item to review	MIT	3 Mar 2026
preprocessing-data-with-automated-pipelinesDesign and implement repeatable preprocessing pipelines for cleaning, encoding, transforming, and validating ML input data. Runs shell commands +2 more Pattern check: 1 item to reviewMITUpdated 29 Apr 2026	Runs shell commands Bundles scripts +1 more	Pattern check: 1 item to review	MIT	29 Apr 2026
property-based-testingProperty-based testing with fast-check (TypeScript/JavaScript) and Hypothesis (Python). Generate test cases automatically, find edge cases, and test mathematical properties. Use when user mentions property-based testing, fast-check, Hypothesis, generating test data, QuickCheck-style testing, or finding edge cases automatically. Runs shell commands +3 more Pattern check: 1 item to reviewApache 2.0Updated 26 Feb 2026	Runs shell commands Reaches the network +2 more	Pattern check: 1 item to review	Apache 2.0	26 Feb 2026
propositional-logicProblem-solving strategies for propositional logic in mathematical logic Runs shell commands +1 more Pattern check: 1 item to reviewApache 2.0Updated 26 Feb 2026	Runs shell commands Pre-approves tools	Pattern check: 1 item to review	Apache 2.0	26 Feb 2026
providing-performance-optimization-adviceProduce a prioritized performance-optimization roadmap across frontend, backend, and infrastructure. Use as an explicit/manual helper after bottlenecks are known or suspected, not as the owner of regression detection, profiling capture, or test execution. Runs shell commands +2 more Pattern check: 1 item to reviewMITUpdated 18 Apr 2026	Runs shell commands Bundles scripts +1 more	Pattern check: 1 item to review	MIT	18 Apr 2026
prowler-docsProwler documentation style guide and writing standards. Trigger: When writing documentation for Prowler features, tutorials, or guides. Runs shell commands +2 more Pattern check: 1 item to reviewApache 2.0Updated 26 Feb 2026	Runs shell commands Reaches the network +1 more	Pattern check: 1 item to review	Apache 2.0	26 Feb 2026
pymc-bayesian-modelingBayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic programming and inference. Bundles scripts Pattern check: 1 item to reviewApache 2.0Updated 30 Apr 2026	Bundles scripts	Pattern check: 1 item to review	Apache 2.0	30 Apr 2026
pyzoteroInteract with Zotero reference management libraries using the pyzotero Python client. Retrieve, create, update, and delete items, collections, tags, and attachments via the Zotero Web API v3. Use this skill when working with Zotero libraries programmatically, managing bibliographic references, exporting citations, searching library contents, uploading PDF attachments, or building research automation workflows that integrate with Zotero. Runs shell commands +2 more Pattern check: 1 item to reviewMITUpdated 3 Mar 2026	Runs shell commands Names web addresses +1 more	Pattern check: 1 item to review	MIT	3 Mar 2026
research-grantsWrite competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation narratives, and compliance with submission requirements. Runs shell commands +3 more Pattern check: 1 item to reviewMITUpdated 30 Apr 2026	Runs shell commands Reaches the network +2 more	Pattern check: 1 item to review	MIT	30 Apr 2026
research-lookupLook up current research information using Perplexity's Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the best model based on query complexity. Search academic papers, recent studies, technical documentation, and general research information with citations. Touches credentials +5 more Pattern check: 1 item to reviewApache 2.0Updated 26 Feb 2026	Touches credentials Runs shell commands +4 more	Pattern check: 1 item to review	Apache 2.0	26 Feb 2026
scientific-critical-thinkingEvaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best for understanding evidence quality, identifying flaws. For formal peer review writing use peer-review. Runs shell commands +1 more Pattern check: 1 item to reviewMITUpdated 3 Mar 2026	Runs shell commands Pre-approves tools	Pattern check: 1 item to review	MIT	3 Mar 2026
scientific-schematicsCreate publication-quality scientific diagrams using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3 Pro for quality review. Only regenerates if quality is below threshold for your document type. Specialized in neural network architectures, system diagrams, flowcharts, biological pathways, and complex scientific visualizations. Touches credentials +5 more Pattern check: 1 item to reviewMITUpdated 3 Mar 2026	Touches credentials Runs shell commands +4 more	Pattern check: 1 item to review	MIT	3 Mar 2026
scientific-slidesBuild slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design templates, timing guidance, and visual validation. Works with PowerPoint and LaTeX Beamer. Touches credentials +5 more Pattern check: 1 item to reviewMITUpdated 3 Mar 2026	Touches credentials Runs shell commands +4 more	Pattern check: 1 item to review	MIT	3 Mar 2026
scientific-writingUse when writing or revising scientific manuscript prose: IMRAD sections, abstracts, figure/table captions, citation-integrated paragraphs, reporting-guideline language, terminology, clarity, and journal-submission text. Runs shell commands +2 more Pattern check: 1 item to reviewApache 2.0Updated 28 Apr 2026	Runs shell commands Names web addresses +1 more	Pattern check: 1 item to review	Apache 2.0	28 Apr 2026
splitting-datasetsSplit datasets into training, validation, and test partitions with the right stratification and temporal rules. Use as a narrow preprocessing helper once the broader ML workflow is already chosen, not as the main route owner for an end-to-end ML task. Runs shell commands +3 more Pattern check: 1 item to reviewMITUpdated 28 Apr 2026	Runs shell commands Names web addresses +2 more	Pattern check: 1 item to review	MIT	28 Apr 2026
theme-factoryToolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate a new theme on-the-fly. Names web addresses +1 more Pattern check: 1 item to reviewApache 2.0Updated 26 Feb 2026	Names web addresses Includes files we can't read	Pattern check: 1 item to review	Apache 2.0	26 Feb 2026
timesfm-forecastingZero-shot time series forecasting with Google's TimesFM foundation model. Use this skill when forecasting ANY univariate time series — sales, sensor readings, stock prices, energy demand, patient vitals, weather, or scientific measurements — without training a custom model. Automatically checks system RAM/GPU before loading the model, supports CSV/DataFrame/array inputs, and returns point forecasts with calibrated prediction intervals. Includes a preflight system checker script that MUST be run before first use to verify the machine can load the model. For classical statistical time series models (ARIMA, SARIMAX, VAR) use statsmodels; for time series classification/clustering use aeon. Runs shell commands +4 more Pattern check: 1 item to reviewApache 2.0Updated 30 Apr 2026	Runs shell commands Reaches the network +3 more	Pattern check: 1 item to review	Apache 2.0	30 Apr 2026
treatment-plansGenerate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, and pain management. Includes SMART goal frameworks, evidence-based interventions with minimal text citations, regulatory compliance (HIPAA), and professional formatting. Prioritizes brevity and clinical actionability. Runs shell commands +4 more Pattern check: 1 item to reviewMITUpdated 3 Mar 2026	Runs shell commands Reaches the network +3 more	Pattern check: 1 item to review	MIT	3 Mar 2026
unslothExpert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization Instructions only Pattern check: 1 item to reviewMITUpdated 26 Feb 2026	Instructions only	Pattern check: 1 item to review	MIT	26 Feb 2026
venue-templatesUse when preparing manuscripts, conference papers, or academic posters that need venue-specific templates, LaTeX style files, author guidelines, page limits, anonymity rules, camera-ready formatting, or submission compliance checks. Runs shell commands +4 more Pattern check: 1 item to reviewApache 2.0Updated 28 Apr 2026	Runs shell commands Reaches the network +3 more	Pattern check: 1 item to review	Apache 2.0	28 Apr 2026
vibeVibe Code Orchestrator (VCO) is a governed runtime entry that freezes requirements, bounds execution, and enforces verification and phase cleanup. Touches credentials +5 more Pattern check: 16 items to reviewApache 2.0Updated 18 Oct 2026	Touches credentials Runs shell commands +4 more	Pattern check: 16 items to review	Apache 2.0	18 Oct 2026
visualization-best-practicesReview chart choice, labeling, accessibility, and storytelling quality for existing visualizations. Use as an explicit/manual helper for critique and cleanup, not as the main owner for scientific figure production or general chart generation. Runs shell commands +1 more Pattern check: 1 item to reviewMITUpdated 18 Apr 2026	Runs shell commands Pre-approves tools	Pattern check: 1 item to review	MIT	18 Apr 2026

Not listed from this repo

20 copies of skills listed elsewhere.