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
adaptyvCloud laboratory platform for automated protein testing and validation. Use when designing proteins and needing experimental validation including binding assays, expression testing, thermostability measurements, enzyme activity assays, or protein sequence optimization. Also use for submitting experiments via API, tracking experiment status, downloading results, optimizing protein sequences for better expression using computational tools (NetSolP, SoluProt, SolubleMPNN, ESM), or managing protein design workflows with wet-lab validation. Runs shell commands +2 more Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
aeonThis skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, segmentation, and similarity search. Use when working with temporal data, sequential patterns, or time-indexed observations requiring specialized algorithms beyond standard ML approaches. Particularly suited for univariate and multivariate time series analysis with scikit-learn compatible APIs. Runs shell commands +2 more Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
alpha-vantageAccess real-time and historical stock market data, forex rates, cryptocurrency prices, commodities, economic indicators, and 50+ technical indicators via the Alpha Vantage API. Use when fetching stock prices (OHLCV), company fundamentals (income statement, balance sheet, cash flow), earnings, options data, market news/sentiment, insider transactions, GDP, CPI, treasury yields, gold/silver/oil prices, Bitcoin/crypto prices, forex exchange rates, or calculating technical indicators (SMA, EMA, MACD, RSI, Bollinger Bands). Requires a free API key from alphavantage.co. Runs shell commands +2 more Pattern check: Nothing flaggedApache 2.0Updated 3 Mar 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	Apache 2.0	3 Mar 2026
architecture-patternsImplement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design. Use when architecting complex backend systems or refactoring existing applications for better maintainability. Instructions only Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Instructions only	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
astropyComprehensive Python library for astronomy and astrophysics. This skill should be used when working with astronomical data including celestial coordinates, physical units, FITS files, cosmological calculations, time systems, tables, world coordinate systems (WCS), and astronomical data analysis. Use when tasks involve coordinate transformations, unit conversions, FITS file manipulation, cosmological distance calculations, time scale conversions, or astronomical data processing. Runs shell commands +2 more Pattern check: Nothing flaggedBSD 3-ClauseUpdated 3 Mar 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	BSD 3-Clause	3 Mar 2026
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
bio-database-evidenceUnified biological database evidence owner. Use for gene annotation, variant clinical significance, cancer mutation evidence, GWAS trait associations, pathway mapping, target-disease evidence, protein structures, protein interaction networks, reference single-cell census queries, and cross-database biological ID mapping. Do not use for full single-cell analysis, bulk RNA-seq differential expression, BAM/VCF processing, protein embedding models, metabolic flux modeling, genomic interval ML, or flow-cytometry file parsing. Instructions only Pattern check: Nothing flaggedApache 2.0Updated 30 Apr 2026	Instructions only	Pattern check: Nothing flagged	Apache 2.0	30 Apr 2026
biopythonPrimary retained Python toolkit for molecular biology sequence work. Preferred for sequence manipulation, FASTA/FASTQ/GenBank parsing, Bio.Entrez, BLAST workflows, alignments, structures, and phylogenetics. For biological database evidence lookup, use bio-database-evidence. For single-cell workflows use scanpy. For direct literature REST API, use pubmed-database. Runs shell commands +2 more Pattern check: Nothing flaggedApache 2.0Updated 30 Apr 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	Apache 2.0	30 Apr 2026
brainstormingYou MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation. Instructions only Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Instructions only	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
cancel-ralphCodex-compatible cancel command for Ralph loop state, preserving the original command name. Runs shell commands +1 more Pattern check: Nothing flaggedApache 2.0Updated 24 Feb 2026	Runs shell commands Bundles scripts	Pattern check: Nothing flagged	Apache 2.0	24 Feb 2026
chembl-databaseQuery ChEMBL bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find inhibitors, perform SAR studies, for medicinal chemistry. Runs shell commands +3 more Pattern check: Nothing flaggedApache 2.0Updated 3 Mar 2026	Runs shell commands Reaches the network +2 more	Pattern check: Nothing flagged	Apache 2.0	3 Mar 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
claude-skillsClaude Skills meta-skill: extract domain material (docs/APIs/code/specs) into a reusable Skill (SKILL.md + references/scripts/assets), and refactor existing Skills for clarity, activation reliability, and quality gates. Runs shell commands +2 more Pattern check: Nothing flaggedApache 2.0Updated 30 Apr 2026	Runs shell commands Names web addresses +1 more	Pattern check: Nothing flagged	Apache 2.0	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
clinicaltrials-databaseQuery ClinicalTrials.gov via API v2. Search trials by condition, drug, location, status, or phase. Retrieve trial details by NCT ID, export data, for clinical research and patient matching. Runs shell commands +3 more Pattern check: Nothing flaggedApache 2.0Updated 3 Mar 2026	Runs shell commands Reaches the network +2 more	Pattern check: Nothing flagged	Apache 2.0	3 Mar 2026
clinpgx-databaseAccess ClinPGx pharmacogenomics data (successor to PharmGKB). Query gene-drug interactions, CPIC guidelines, allele functions, for precision medicine and genotype-guided dosing decisions. Runs shell commands +3 more Pattern check: Nothing flaggedApache 2.0Updated 3 Mar 2026	Runs shell commands Reaches the network +2 more	Pattern check: Nothing flagged	Apache 2.0	3 Mar 2026
code-reviewerDefault code-quality route for broad code review, PR review, maintainability, correctness, and regression-risk checks. Do not use as the primary route for dedicated OWASP/security audits, review-feedback handling, completion verification, AI-code cleanup, or TDD/test-first work. Runs shell commands +2 more Pattern check: Nothing flaggedApache 2.0Updated 29 Apr 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	Apache 2.0	29 Apr 2026
coding-tutorPersonalized coding tutorials that build on your existing knowledge and use your actual codebase for examples. Creates a persistent learning trail that compounds over time using the power of AI, spaced repetition and quizes. Runs shell commands +2 more Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Runs shell commands Names web addresses +1 more	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
comprehensive-research-agentEnsure thorough validation, error recovery, and transparent reasoning in research tasks with multiple tool calls Names web addresses Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Names web addresses	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
context-fundamentalsThis skill should be used when the user asks to "understand context", "explain context windows", "design agent architecture", "debug context issues", "optimize context usage", or discusses context components, attention mechanics, progressive disclosure, or context budgeting. Provides foundational understanding of context engineering for AI agent systems. Bundles scripts Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Bundles scripts	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
context-hunterDiscover codebase patterns, conventions, and unwritten rules before making changes. Use when implementing features, fixing bugs, or refactoring code. Instructions only Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Instructions only	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
create-planCreate a concise plan. Use when a user explicitly asks for a plan related to a coding task. Instructions only Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Instructions only	Pattern check: Nothing flagged	Apache 2.0	26 Feb 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
cs-foundationsMaster discrete mathematics, logic, formal proofs, and computational thinking. Build the mathematical foundation for all computer science. Bundles scripts Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Bundles scripts	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
daskParallel/distributed computing. Scale pandas/NumPy beyond memory, parallel DataFrames/Arrays, multi-file processing, task graphs, for larger-than-RAM datasets and parallel workflows. Runs shell commands Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Runs shell commands	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
data-artistCreate beautiful data visualizations with mathematical elegance, color theory, and narrative design - the "Data is Beautiful" aesthetic. Instructions only Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Instructions only	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
data-quality-frameworksImplement data quality validation with Great Expectations, dbt tests, and data contracts. Use when building data quality pipelines, implementing validation rules, or establishing data contracts. Runs shell commands +2 more Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
data-storytellingTransform data into compelling narratives using visualization, context, and persuasive structure. Use when presenting analytics to stakeholders, creating data reports, or building executive presentations. Names web addresses Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Names web addresses	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
datacommons-clientWork with Data Commons, a platform providing programmatic access to public statistical data from global sources. Use this skill when working with demographic data, economic indicators, health statistics, environmental data, or any public datasets available through Data Commons. Applicable for querying population statistics, GDP figures, unemployment rates, disease prevalence, geographic entity resolution, and exploring relationships between statistical entities. Runs shell commands +2 more Pattern check: Nothing flaggedApache 2.0Updated 29 Apr 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	Apache 2.0	29 Apr 2026
datavisComprehensive data visualization toolkit for creating beautiful, mathematically elegant visualizations with D3.js, Chart.js, and custom SVG. Use when (1) building interactive data visualizations, (2) designing color palettes for charts, (3) choosing scales and visual encodings, (4) creating data pipelines from Census/SEC/Wikipedia APIs, (5) crafting narrative-driven data stories, (6) making perceptually accurate charts, or (7) implementing force-directed networks, timelines, or geographic maps. Runs shell commands +2 more Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Runs shell commands Names web addresses +1 more	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
designing-experimentsDesign experiments and quasi-experiments before analysis. Use when choosing study design, treatment/control structure, outcomes, assumptions, validation plans after scientific experiment failure, or which of DiD, ITS, synthetic control, or regression discontinuity fits the research question. For fitting models or estimating effects on existing data, use performing-causal-analysis instead. Instructions only Pattern check: Nothing flaggedApache 2.0Updated 30 Apr 2026	Instructions only	Pattern check: Nothing flagged	Apache 2.0	30 Apr 2026
deslopRemove AI-generated code slop from a branch: unnecessary comments, redundant defensive checks, boilerplate, style drift, and type casts. Use for cleanup of AI-written code, not for broad code review, security audit, TDD, or final verification. Instructions only Pattern check: Nothing flaggedApache 2.0Updated 27 Apr 2026	Instructions only	Pattern check: Nothing flagged	Apache 2.0	27 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
dialecticMinimal compatibility wrapper for vibe Dialectic Mode (multi-perspective design analysis). Instructions only Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Instructions only	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
digital-brainThis skill should be used when the user asks to "write a post", "check my voice", "look up contact", "prepare for meeting", "weekly review", "track goals", or mentions personal brand, content creation, network management, or voice consistency. Runs shell commands +3 more Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Runs shell commands Reaches the network +2 more	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
dnanexus-integrationDNAnexus cloud genomics platform. Build apps/applets, manage data (upload/download), dxpy Python SDK, run workflows, FASTQ/BAM/VCF, for genomics pipeline development and execution. Runs shell commands +2 more Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
docUse when the task involves reading, creating, or editing `.docx` documents, especially when formatting or layout fidelity matters; prefer `python-docx` plus the bundled `scripts/render_docx.py` for visual checks. Runs shell commands +3 more Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Runs shell commands Reaches the network +2 more	Pattern check: Nothing flagged	Apache 2.0	26 Feb 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
document-skillsUmbrella skill for document workflows (PDF/DOCX/XLSX/PPTX). Dispatches to the most specific document skill to reduce noise and improve routing precision. Instructions only Pattern check: Nothing flaggedApache 2.0Updated 4 Apr 2026	Instructions only	Pattern check: Nothing flagged	Apache 2.0	4 Apr 2026
documentation-lookupUse when the user needs current library, framework, or API documentation and version-specific code examples. Instructions only Pattern check: Nothing flaggedApache 2.0Updated 16 Jul 2026	Instructions only	Pattern check: Nothing flagged	Apache 2.0	16 Jul 2026
docxComprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks Runs shell commands +3 more Pattern check: Nothing flaggedSource-availableUpdated 26 Feb 2026	Runs shell commands Reaches the network +2 more	Pattern check: Nothing flagged	Source-available	26 Feb 2026
docxDocument toolkit (.docx). Create/edit documents, tracked changes, comments, formatting preservation, text extraction, for professional document processing. Runs shell commands +3 more Pattern check: Nothing flaggedSource-availableUpdated 3 Mar 2026	Runs shell commands Reaches the network +2 more	Pattern check: Nothing flagged	Source-available	3 Mar 2026
edgartoolsPython library for accessing, analyzing, and extracting data from SEC EDGAR filings. Use when working with SEC filings, financial statements (income statement, balance sheet, cash flow), XBRL financial data, insider trading (Form 4), institutional holdings (13F), company financials, annual/quarterly reports (10-K, 10-Q), proxy statements (DEF 14A), 8-K current events, company screening by ticker/CIK/industry, multi-period financial analysis, or any SEC regulatory filings. Runs shell commands +2 more Pattern check: Nothing flaggedMITUpdated 3 Mar 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	MIT	3 Mar 2026
embedding-strategiesSelect and optimize embedding models for semantic search and RAG applications. Use when choosing embedding models, implementing chunking strategies, or optimizing embedding quality for specific domains. Names web addresses Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Names web addresses	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
ena-databaseAccess European Nucleotide Archive via API/FTP. Retrieve DNA/RNA sequences, raw reads (FASTQ), genome assemblies by accession, for genomics and bioinformatics pipelines. Supports multiple formats. Runs shell commands +2 more Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026
Error ResolverLegacy error-resolution reference archive retained for migration. Do not route user tasks here; use systematic-debugging for active bug, stack-trace, and root-cause work. Touches credentials +4 more Pattern check: Nothing flaggedApache 2.0Updated 29 Apr 2026	Touches credentials Turns off system protections +3 more	Pattern check: Nothing flagged	Apache 2.0	29 Apr 2026
etetoolkitPhylogenetic tree toolkit (ETE). Tree manipulation (Newick/NHX), evolutionary event detection, orthology/paralogy, NCBI taxonomy, visualization (PDF/SVG), for phylogenomics. Runs shell commands +2 more Pattern check: Nothing flaggedApache 2.0Updated 26 Feb 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	Apache 2.0	26 Feb 2026

Not listed from this repo

20 copies of skills listed elsewhere.