All authors
Claude Skills by stanfish06
github.com/stanfish061,773 skills143 installs3,463 views
- Supramolecular ChemistExpert-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...Votes: 0GitHub stars: 8
- Surface ChemistExpert-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...Votes: 0GitHub stars: 8
- Surface Engineering SpecialistExpert-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...Votes: 0GitHub stars: 8
- Surface PhysicistExpert-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...Votes: 0GitHub stars: 8
- Surgeon ScientistExpert-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...Votes: 0GitHub stars: 8
- Surveyor Geomatics EngineerExpert-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.Votes: 0GitHub stars: 8
- Sustainability ScientistExpert-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...Votes: 0GitHub stars: 8
- Swiftpm MacosBuild, run, and test SwiftPM macOS packages and executables. Use when the repo is package-first or has no Xcode project.Votes: 0GitHub stars: 8
- Swiftui PatternsBuild macOS SwiftUI scenes and components with desktop patterns. Use when shaping windows, commands, toolbars, settings, split views, or inspectors.Votes: 0GitHub stars: 8
- Synthetic BiologistExpert-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...Votes: 0GitHub stars: 8
- Systems BiologistExpert-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...Votes: 0GitHub stars: 8
- Systems EngineerExpert-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...Votes: 0GitHub stars: 8
- Systems NeuroscientistExpert-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.Votes: 0GitHub stars: 8
- Taxonomist SystematistExpert-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...Votes: 0GitHub stars: 8
- TeamsSearch through Microsoft Teams chats or channels, triage unread or recent activity, draft follow-ups, and manage Planner tasks through connected Teams data.Votes: 0GitHub stars: 8
- TearsheetQuick one-page company overview and snapshotVotes: 0GitHub stars: 8
- Technology SelectionGuides 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...Votes: 0GitHub stars: 8
- Telecommunications EngineerExpert-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.Votes: 0GitHub stars: 8
- TelemetryAdd and verify lightweight macOS runtime telemetry. Use when wiring Logger events or inspecting logs for windows, sidebars, menus, and actions.Votes: 0GitHub stars: 8
- Template AuthoringGuides 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...Votes: 0GitHub stars: 8
- Template ComparisonCompares 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...Votes: 0GitHub stars: 8
- Template DiscoveryHelps 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...Votes: 0GitHub stars: 8
- Template InstantiationCreates .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...Votes: 0GitHub stars: 8
- Template Smart DefaultsApplies 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...Votes: 0GitHub stars: 8
- Template ValidationValidates 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...Votes: 0GitHub stars: 8
- TemplateCanonical 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...Votes: 0GitHub stars: 8
- TempoStand 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...Votes: 0GitHub stars: 8
- TerraformTerraform 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...Votes: 0GitHub stars: 8
- Test Analysis ExtensionsProvides 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...Votes: 0GitHub stars: 8
- Test Anti PatternsAudits an existing test file or suite in any language for anti-patterns and quality issues — produces a severity-ranked report (Critical/Warning/Info). INVOKE whenever asked to audit or review tests, find what's wrong with a suite, judge whether tests are any good, or check for: tests that pass but verify nothing, missing assertions, swallowed exceptions, self-comparing / tautological assertions, coverage-touching tests, broad exceptions, flaky or order-dependent tests (Thread.Sleep, DateTime...Votes: 0GitHub stars: 8
- Test Gap AnalysisPerforms pseudo-mutation analysis on production code in any language to find gaps in existing tests. Use when the user asks to find weak or shallow tests, discover untested edge cases, or check whether tests would catch a bug — e.g. \"would my tests catch it if someone changed the code\", \"would a subtle logic or boundary change slip past the current tests\", \"are my tests strong enough to catch a subtle bug\". Evaluates test effectiveness through mutation-style reasoning: analyzes mutation...Votes: 0GitHub stars: 8
- Test Smell DetectionDeep-dive audit using the full testsmells.org 19-smell academic catalog for tests in any language. Every finding maps to a named, citable smell from the research literature (Assertion Roulette, Duplicate Assert, Mystery Guest, Eager Test, Sensitive Equality, Conditional Test Logic, Sleepy Test, Magic Number Test, etc.) with research-backed severity. Polyglot: .NET (MSTest/xUnit/NUnit/TUnit), Python (pytest/unittest), TS/JS (Jest/Vitest/Mocha/node:test), Java (JUnit/TestNG), Go, Ruby (RSpec/Mi...Votes: 0GitHub stars: 8
- Test TaggingAnalyzes test suites in any language and tags each test with standardized traits (positive, negative, critical-path, boundary, smoke, regression, integration, performance, security). Use when the user wants to categorize, audit, or label tests with traits. Works across .NET (MSTest/xUnit/NUnit/TUnit), Python (pytest), TS/JS (Jest/Vitest), Java, Go, Ruby, Rust, Swift, Kotlin, PowerShell, and C++ — auto-editing when the framework has canonical tag syntax, otherwise report-only. Do not use for w...Votes: 0GitHub stars: 8
- Test TriageTriage macOS tests across Xcode and SwiftPM. Use when narrowing failures, explaining assertions or crashes, or separating setup from regressions.Votes: 0GitHub stars: 8
- Testing Data VisualizationsTest data visualizations and dashboards. Use when the user needs chart or diagram test strategy, screenshot or image diff testing, visual regression, mocked or synthetic chart data, component or unit tests, E2E dashboard QA, interactive UML-like diagram verification, scroll-driven story verification, export verification, or guidance on avoiding brittle over-testing.Votes: 0GitHub stars: 8
- Theoretical ChemistExpert-thinking profile for Theoretical Chemist (dynamics theory / PES construction / TST & master-equation kinetics / quantum scattering): Reasons from Hamiltonians, partition functions, and flux through dividing surfaces using validated potential energy surfaces, variational transition state theory with Eckart and small-curvature tunneling (Polyrate), and master-equation falloff solvers (MESMER, MultiWell), while treating spurious saddle imaginary...Votes: 0GitHub stars: 8
- Theoretical Computer ScientistExpert-thinking profile for Theoretical Computer Scientist (theoretical / complexity, algorithms, and formal proof): Reasons from explicit models (TM, circuit, communication, query) and resource measures; audits Karp/parsimonious/gap/fine-grained reductions against ETH/SETH/#ETH and PCP/UGC/APX barriers; uses Complexity Zoo, ECCC/arXiv cs.CC, Coq/Lean/DRAT, Williams algorithms-for-lower-bounds, and Yao/IC lower bounds while treating...Votes: 0GitHub stars: 8
- Theoretical PhysicistExpert-thinking profile for Theoretical Physicist (analytic theory / QFT & EFT / lattice & many-body numerics / RG & critical phenomena / GR & gravitation): Reasons from symmetries, conservation laws, effective field theory, and limiting cases through Feynman-diagram and on-shell amplitude tools, renormalization-group flow, lattice and tensor-network numerics, and the conformal bootstrap, while treating gauge-dependent artifacts, unitarity and Ward-identity violations...Votes: 0GitHub stars: 8
- Thermodynamics EngineerExpert-thinking profile for Thermodynamics Engineer (energy-system analysis / cycle modeling / exergy & pinch / heat exchangers / acceptance testing (ASME PTC, AHRI)): Reasons from energy conservation, entropy generation, state properties, and exergy quality through cycle modeling on T-s/h-s diagrams, IAPWS-IF97/REFPROP/CoolProp property models, LMTD/ε-NTU and pinch analysis, and ASME PTC/AHRI acceptance protocols, while treating efficiency-above-Carnot claims, pinch violations...Votes: 0GitHub stars: 8
- Thick ClientUse for authorized security testing of desktop thick clients including local storage, update channels, IPC, traffic, and client-side trust boundaries.Votes: 0GitHub stars: 8
- Thin Film ScientistExpert-thinking profile for Thin-Film Scientist (deposition (PVD/CVD/ALD) / thin-film metrology / stress & adhesion / optical coatings / semiconductor fab): Reasons from nucleation and growth modes, film stress, interfacial adhesion, and conformality across topography through spectroscopic ellipsometry, XRR, Stoney wafer-curvature, XPS/RBS, and standards like ASTM E2244 and ISO 9211 while treating columnar porosity, barrier pinholes, reactive-sputter hysteresis drift, and...Votes: 0GitHub stars: 8
- Threat ModelUse when Codex is already in the threat-modeling phase of a security scan, the user explicitly invokes $threat-model, or the user explicitly asks to create, update, or persist a repository threat model. Do not use as the primary trigger for full PR, commit, branch, patch, or repository scans.Votes: 0GitHub stars: 8
- Three Webgl GameImplement browser-game runtimes with plain Three.js. Use when the user wants imperative scene control in TypeScript or Vite with GLB assets, loaders, physics, and low-level WebGL debugging.Votes: 0GitHub stars: 8
- Threejs Data VisualizationRender WebGL-accelerated data visualizations with Three.js, raw WebGL, deck.gl, luma.gl, PixiJS, Sigma.js, Plotly WebGL traces, ECharts GL, CesiumJS, Babylon.js, or related GPU libraries. Use when the visualization needs true spatial structure, dense 2D or 3D GPU rendering, particle or flow animation, volumetric views, or interactive exploration that adds real analytical value.Votes: 0GitHub stars: 8
- TiledbvcfEfficient storage and retrieval of genomic variant data using TileDB. Scalable VCF/BCF ingestion, incremental sample addition, compressed storage, parallel queries, and export capabilities for population genomics.Votes: 0GitHub stars: 8
- Timesfm ForecastingZero-shot time series forecasting with Google's TimesFM foundation model. Use for any univariate time series (sales, sensors, energy, vitals, weather) without training a custom model. Supports CSV/DataFrame/array inputs with point forecasts and prediction intervals. Includes a preflight system checker script to verify RAM/GPU before first use.Votes: 0GitHub stars: 8
- Tissue EngineerExpert-thinking profile for Tissue Engineer (wet-lab / regenerative medicine): Reasons from the TE triad, Krogh transport limits, and Engler mechanobiology through perfusion bioreactors, dECM constructive remodeling, ASTM F2150/F1635 characterization, and ARRIVE/ISO 10993/21560 translation—treating hypoxic cores, acellular controls, and biological-vs-technical replicate inflation as first-class...Votes: 0GitHub stars: 8
- TopologistExpert-thinking profile for Topologist (proof-based / algebraic topology / low- dimensional & knot theory / TDA (persistent homology)): Reasons from continuity, compactness, connectedness, homotopy, and manifold structure through invariants and tools like π₁ via Seifert-van Kampen, cellular/simplicial homology with ∂²=0 and Smith-normal-form torsion, Mayer-Vietoris, and SnapPy/GUDHI computation, while treating lost-Hausdorffness in quotients, torsion...Votes: 0GitHub stars: 8
- Torch GeometricPyTorch Geometric (PyG) for graph neural networks — node/link/graph classification, message passing (GCN, GAT, GraphSAGE, GIN), heterogeneous graphs, neighbor sampling, and custom datasets. Use when working with torch_geometric, not for general NetworkX analytics or non-graph PyTorch models.Votes: 0GitHub stars: 8
- TorchdrugPyTorch-native graph neural networks for molecules and proteins. Use when building custom GNN architectures for drug discovery, protein modeling, or knowledge graph reasoning. Best for custom model development, protein property prediction, retrosynthesis. For pre-trained models and diverse featurizers use deepchem; for benchmark datasets use pytdc.Votes: 0GitHub stars: 8