Claude Skills by stanfish06

Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. Use whenever a user wants to compare groups, test a hypothesis, analyze experimental or survey data, check statistical assumptions, compute required sample sizes, or write up results - even if they never name a specific test. Covers t-tests, ANOVA, chi-square, correlation, regression, non-parametric and Bayesian methods. For low...

Design statistically honest and uncertainty-aware visualizations. Use when the user needs help showing distributions, intervals, confidence, missingness, sampling effects, or analytical rigor in charts and dashboards.

Expert-thinking profile for Statistical Physicist (theoretical / computational / equilibrium and non-equilibrium statistical mechanics): Reasons from ensembles and partition functions through finite-size scaling (Binder cumulant, data collapse), Wolff/cluster MC, and RG/MCRG to Jarzynski–Crooks fluctuation theorems; uses ALPS, NetKet, WHAM, and ED/DMRG while treating critical slowing down, subleading FSS humps, and poor work-histogram overlap as...

Expert-thinking profile for Statistician (applied inference / experimental design / Bayesian-frequentist / causal & survey methods / SAP-driven consulting): Reasons from estimands, generative-model assumptions, and a budgeted Type I/II error tradeoff through analysis plans (SAP, ICH E9(R1) estimands), mixed models, multiple imputation under MCAR/MAR/MNAR, and Benjamini-Hochberg FDR while treating naive post-selection SEs, unadjusted multiplicity, ignored clustering in...

Expert-thinking profile for Stellar Astrophysicist (stellar evolution modeling / spectroscopy + photometry / asteroseismology / multi-messenger observation / MESA simulation): Reasons from stellar structure, nucleosynthesis, radiative transfer, and the distance ladder through MESA evolution models, spectroscopic and asteroseismic fitting, Gaia astrometry, and MCMC/nested-sampling inference while treating PSF and flat-field artifacts, telluric contamination, Malmquist and Eddington selection...

Expert-thinking profile for Stem Cell Biologist (wet-lab / hPSC culture and directed differentiation): Human pluripotent stem cell maintenance, ISSCR-aligned QC (pluripotency markers, tri-lineage differentiation, genomic drift, mycoplasma), and directed differentiation troubleshooting.

Semantic Design System Skill for Google Stitch. Generates agent-friendly DESIGN.md files that enforce premium, anti-generic UI standards — strict typography, calibrated color, asymmetric layouts, perpetual micro-motion, and hardware-accelerated performance.

Expert-thinking profile for Stratigrapher (outcrop + subsurface / sequence stratigraphy / well & seismic correlation / biostratigraphy / basin analysis (ICS, NACS)): Reasons from the material-strata-versus-conceptual-time distinction, accommodation-and-supply systems tracts, and confidence-tiered correlation through ICS/NACS codes, sequence surfaces (SB, MFS, TS), wireline and seismic well ties, and biostratigraphic FAD/LAD plus U-Pb and chemostratigraphic tie points, while...

Building data apps and dashboards in Python with Streamlit — the top-to-bottom rerun model, st.session_state, caching with st.cache_data/st.cache_resource, forms and st.fragment to limit reruns, multipage apps via st.Page/st.navigation, chat UIs (st.chat_message/st.chat_input), dataframe/plot display, and deployment with streamlit run. Use when building an interactive dashboard, internal data tool, model demo, or chat frontend in pure Python, or when debugging unexpected reruns, lost widget s...

Expert-thinking profile for String Theorist (formal hep-th / compactification & moduli stabilization / AdS-CFT holography / swampland & string phenomenology): Reasons from worldsheet CFT anomaly cancellation, moduli stabilization, and effective-field-theory consistency through KKLT/LVS flux compactifications, KLT/CHY/BCFW amplitude methods, and AdS/CFT large-N holography while treating tadpole mismatches, runaway moduli, unstabilized de Sitter uplifts, and...

Guides Stripe integration decisions — API selection (Checkout Sessions vs PaymentIntents), Connect platform setup (Accounts v2, controller properties), billing/subscriptions, Treasury financial accounts, integration surfaces (Checkout, Payment Element), and migrating from deprecated Stripe APIs. Use when building, modifying, or reviewing any Stripe integration — including accepting payments, building marketplaces, integrating Stripe, processing payments, setting up subscriptions, or creating ...

Protein structure prediction with Boltz-2. Accepts YAML inputs (single protein or multi-chain complex), runs

Expert-thinking profile for Structural Biologist (wet-lab / X-ray crystallography / cryo-EM / NMR): Reasons from the phase problem, CTF, and gold-standard FSC; refines with CCP4/PHENIX/RELION/cryoSPARC; validates with MolProbity and OneDep while treating preferred orientation, twinning, and radiation damage as first-class failure modes.

Structure retrieval, confidence-aware AlphaFold DB usage, coordinate download, PAE and pLDDT interpretation, and structure-guided biological annotation.

Expert-thinking profile for Structural Engineer (analysis & design / LRFD-ASD limit states / seismic & wind lateral systems / connections & foundations / codes (ASCE 7, ACI 318, AISC...): Reasons from equilibrium, load-path continuity, ductility, and code-mandated safety formats through ASCE 7 load combinations, ETABS/SAP2000 models with independent hand checks, AISC 360/341 and ACI 318 capacity design, and ASCE 41 evaluation, while treating soft-story drift, brittle connection and anchor bre...

Expert-thinking profile for Structural Geologist (field mapping / balanced cross sections / microstructural petrofabrics / active tectonics & paleoseismology / fault- slip inversion): Reasons from stress, strain, kinematics, and Mohr-Coulomb failure through stereonet fault-slip analysis, area-balanced cross sections in Move, quartz/calcite paleopiezometry on EBSD-indexed CPO, and geodetic-plus-trench slip-rate estimates while treating heterogeneous-fault paleostress inversion, map-pattern ver...

Expert-thinking profile for Superconductivity Scientist (experimental / computational / materials discovery & applied conductors): Reasons from BCS/Eliashberg/GL order parameters, pairing symmetry, and vortex physics; validates Tc with Meissner/χ/C triads, phase-sensitive Josephson tests, ARPES/STM gaps, and EPW; uses SuperCon/3DSC and IEC 61788 Ic standards while treating filamentary transitions, pseudogap misreads, DAC flux trapping, and HTS...

Use Superhuman Mail MCP for email and calendar workflows such as searching inboxes, reading threads, drafting or sending mail, managing labels, checking read statuses, finding availability, and creating or updating events.

Use for software supply-chain security assessment covering SBOM, SCA, CI/CD pipelines, container images, build integrity, dependency provenance, and vulnerability reachability.

Interactive supply chain dashboard mapping suppliers, customers, and

Expert-thinking profile for Supramolecular Chemist (wet-lab / host-guest binding / self-assembly / ITC + NMR titration / SCXRD): Reasons from noncovalent binding free energies (ΔG = ΔH − TΔS), host-guest complementarity, and cooperative assembly through ITC, NMR titration with global fitting (Bindfit, SupraFit), Job's method, and SCXRD while treating wrong-stoichiometry K fits, kinetic traps mistaken for thermodynamic products, ITC...

Expert-thinking profile for Surface Chemist (experimental / UHV & ambient surface analysis / colloid & interface science): Reasons from interfacial thermodynamics, Langmuir/BET/D-R adsorption, and Young–Dupré wetting through XPS (ISO 15472/18118, AdC vacuum-level alignment, SESSA), contact-angle SFE (OWRK/vOCG, ASTM D7490), QCM-D viscoelastic modeling, ToF-SIMS, SAMs, and ISO 20579 handling while treating adventitious carbon, charging...

Expert-thinking profile for Surface Engineering Specialist (laboratory / deposition & surface treatment / tribology & corrosion qualification): Reasons from tribological system design, Archard wear, Stribeck regimes, and Pourbaix/galvanic coupling; selects PVD/CVD/PEO/conversion stacks with HiPIMS etch and interlayers; validates with ISO 20502 scratch, ASTM G99/G133, G119 tribocorrosion, and ISO 14577 nanoindentation while treating delamination stress, arc...

Expert-thinking profile for Surface Physicist (UHV surface science / electron spectroscopy / scanning-probe microscopy / surface diffraction / catalysis & 2D epitaxy): Reasons from surface thermodynamics, adsorption coverage, work function, and probe escape depth through XPS/ARPES, LEED I(V) and CTR analysis, STM/AFM, TPD with Redhead analysis, and DFT slabs while treating adventitious-carbon contamination, differential charging, electron-beam and tip-induced damage, and...

Expert-thinking profile for Surgeon-Scientist (clinical / research): Reasons from anatomy, pathophysiology, and the IDEAL stage of surgical innovation through IDE/IND pathways, NSQIP/STS registry risk-adjustment, CUSUM learning-curve analysis, and ischemia-timed biobank SOPs while treating unrisk-adjusted case series, indication- confounded surgeon-preference comparisons, cold-ischemia...

Expert-thinking profile for Surveyor / Geomatics Engineer (field / office geodetic, cadastral, construction, hydro, and remote sensing): Reasons from datum/epoch/geoid and NSRS 2022 migration, CSF grid–ground, Baarda/3D least squares, NGS 92/ALTA RPP/ASPRS RMSE and IHO S-44 TPU; treats prism constants, BIM Helmert, and mixed CRS as first-class failure modes.

Expert-thinking profile for Sustainability Scientist (sustainability reporting / GHG accounting (GHG Protocol, GRI/ISSB/ESRS) / planetary boundaries / circularity & nexus / scenario analysis): Reasons from measurable capitals, planetary-boundary safe operating space, and absolute-versus-intensity impact through GHG Protocol Scope 1/2/3 accounting, GRI/ISSB/ESRS disclosure, MCI circularity and MFA, and IPCC SSP/IEA/NGFS scenario analysis, while treating greenwashing offsets without additionali...

Build, run, and test SwiftPM macOS packages and executables. Use when the repo is package-first or has no Xcode project.

Build macOS SwiftUI scenes and components with desktop patterns. Use when shaping windows, commands, toolbars, settings, split views, or inspectors.

Expert-thinking profile for Synthetic Biologist (engineering biology / DBTL / genetic circuits + metabolic pathways / Golden Gate + Gibson assembly / SBOL-SBML standards / biosafety (NIH...): Reasons from biological parts, the DBTL cycle, chassis context, and the central dogma as a wiring diagram through Golden Gate and Gibson assembly, SBOL/SBML encoding, RPU/MEFL-calibrated characterization, and FBA models while treating metabolic burden, genetic instability, plasmid loss, and resource comp...

Expert-thinking profile for Systems Biologist (computational / research): Reasons from network motifs, separation of structure from dynamics, mass-balance constraints, and multi-layer measurement coupling through COBRApy/FBA-pFBA-FVA, ODE/Boolean simulation (COPASI, BoolNet, CellNOpt), and MOFA+/mixOmics integration while treating batch artifacts, gap-filled reactions, parameter...

Expert-thinking profile for Systems Engineer (requirements / architecture / integration / V&V / MBSE): Reasons from stakeholder needs, ISO/IEC/IEEE 15288 life- cycle processes, and V-model verification/validation through bidirectional requirements trace (DOORS/Polarion), MBSE SysML digital threads, ICD interface control, DSM integration sequencing, MCDA trade studies, and FMEA/FTA/STPA risk—while treating scope creep...

Expert-thinking profile for Systems Neuroscientist (wet-lab / in vivo neurophysiology + behavioral neuroscience + computational analysis): Reasons across circuits, Neuropixels/calcium imaging, behavior, optogenetics/chemogenetics, connectomics, and multi-timescale animal models—with rigor on sync, controls, and causal claims.

Expert-thinking profile for Taxonomist / Systematist (museum / field / lab / integrative alpha taxonomy & nomenclature): Reasons from nomenclature–taxonomy separation and ICZN/Madrid Code typification (holotype/lectotype/neotype) through integrative delimitation (morphology, bPP/ASAP/BOLD), monograph and checklist workflows; uses ZooBank/IPNI/MycoBank, Darwin Core/GBIF IPT/COL, TaxonWorks/Specify, and BHL protologues while treating...

Search through Microsoft Teams chats or channels, triage unread or recent activity, draft follow-ups, and manage Planner tasks through connected Teams data.

Quick one-page company overview and snapshot

Structures a technical paper's full logical skeleton using a thinking-template table (research background, limitations, key idea or goal, challenges, methodology modules, contributions), positions the paper as Technique or New Problem/Setting, and runs a four-point self-consistency check. Use when the user is brainstorming a paper, discussing progress with an advisor, or planning the paper before drafting. Also use for 'paper skeleton', 'paper logic chain', 'thinking template', 'paper-structu...

Guides technology selection and implementation of AI and ML features in .NET 8+ applications using ML.NET, Microsoft.Extensions.AI (MEAI), Microsoft Agent Framework (MAF), GitHub Copilot SDK, ONNX Runtime, and OllamaSharp. Covers the full spectrum from classic ML through modern LLM orchestration to local inference. Use when adding classification, regression, clustering, anomaly detection, recommendation, LLM integration (text generation, summarization, reasoning), RAG pipelines with vector se...

Expert-thinking profile for Telecommunications Engineer (RAN/backhaul/core / link budgets / propagation modeling / spectrum compliance (3GPP, ITU-R, FCC Part 47)): Expert profile for telecommunications engineer — see AGENTS.md for field-specific methods and failure modes.

Add and verify lightweight macOS runtime telemetry. Use when wiring Logger events or inspecting logs for windows, sidebars, menus, and actions.

Guides creation and validation of custom dotnet new templates from existing projects. Generates a .template.config/template.json that preserves the source project's conventions. USE FOR: creating a reusable dotnet new template from an existing project, bootstrapping .template.config/template.json with correct identity, shortName, parameters, and post-actions, adding parameters or conditional content to a template you are authoring, validating the template.json you are authoring before publish...

Compares two or more dotnet new templates side by side to help users choose between them based on parameters, feature support, frameworks, and classifications. USE FOR: deciding between similar templates (webapi vs webapp, blazor vs blazorwasm, console vs worker), producing a side-by-side comparison of parameters and feature support, understanding how templates differ before creating a project. DO NOT USE FOR: creating a project from a template (use template-instantiation), authoring or valid...

Helps find, inspect, and compare (at a high level) .NET project templates. Resolves natural-language project descriptions to ranked template matches with pre-filled parameters. USE FOR: finding the right dotnet new template for a task, inspecting a template's parameters and constraints, understanding what a template produces before creating a project, resolving intent like "web API with auth" to concrete template + parameters. DO NOT USE FOR: actually creating projects (use template-instantia...

Creates .NET projects from templates with validated parameters, smart defaults, Central Package Management adaptation, and latest NuGet version resolution. USE FOR: creating new dotnet projects, scaffolding solutions with multiple projects, installing or uninstalling template packages, creating projects that respect Directory.Packages.props (CPM), composing multi-project solutions (API + tests + library), getting latest NuGet package versions in newly created projects. DO NOT USE FOR: finding...

Applies cross-parameter default rules when creating .NET projects with dotnet new, filling gaps consistently without overriding values the user set explicitly. USE FOR: choosing which target framework to pair with native AOT, deciding whether to keep HTTPS when authentication is enabled, recognizing that controllers and minimal-API flags are mutually exclusive, filling unset related parameters during project creation, explaining why a default was applied and ensuring an explicit user value is...

Validates custom dotnet new templates for correctness before publishing. Catches missing fields, parameter bugs, shortName conflicts, constraint issues, and common authoring mistakes that cause templates to fail silently. USE FOR: checking template.json files for errors before publishing or testing, diagnosing why a template doesn't appear after installation, reviewing template parameter definitions for type mismatches and missing defaults, finding shortName conflicts with dotnet CLI commands...

Canonical rules and HTML/CSS contract for the page chrome (head boilerplate, cover, table of contents, section block, sources-section wrapper, footer, outlook-badge, design tokens) shared across Moody's Agentic Solutions HTML report skills (earnings-call-summary, peer-analysis, public-information-book, sector-analysis, etc.). Sibling of `skills/shared/citations/` using the same inlining pattern. Parent skills must read BOTH this `SKILL.md` (authoring rules: shared-layer classes, allowed per-s...

Stand up Grafana Tempo as a cost-efficient distributed-tracing backend that only needs object storage, and write TraceQL queries against it. Covers OTLP + Jaeger + Zipkin ingestion, the distributor → live-store → block-builder → object-storage write path, metrics-generator for RED spanmetrics + service graphs, Helm `tempo-distributed` deployment, multi-tenant `X-Scope-OrgID`, TraceQL span / resource / event scopes, structural operators (`>>`, `<<`), `rate()` + `quantile_over_time` metrics, an...

Terraform and OpenTofu infrastructure-as-code (IaC) — declare cloud/SaaS resources in HCL, manage state with remote backends and locking, author and consume modules, and run the init/plan/apply/destroy lifecycle. Use whenever the user mentions Terraform, OpenTofu, the tofu CLI, IaC, "infrastructure as code", provisioning cloud resources, .tf/HCL files, tfstate/backends, providers, modules, workspaces, drift, or importing existing infrastructure. For AWS-only IaC written in a general-purpose l...

Provides file paths to language-specific reference files for the test ANALYSIS skills (assertion-quality, test-anti-patterns, test-gap-analysis, test-smell-detection, test-tagging). Call this skill to discover available extension files (e.g., dotnet.md for .NET/MSTest/xUnit/NUnit/TUnit, python.md for pytest/unittest, typescript.md for Jest/Vitest/Mocha, java.md for JUnit/TestNG, etc.). Do not use directly — invoked by the test-quality-auditor agent and polyglot analysis skills that need frame...