deepchem
davila7Molecular machine learning toolkit. Property prediction (ADMET, toxicity), GNNs (GCN, MPNN), MoleculeNet benchmarks, pretrained models, featurization, for drug discovery ML.
n8n-node-configuration
davila7Operation-aware node configuration guidance. Use when configuring nodes, understanding property dependencies, determining required fields, choosing between get_node_essentials and get_node_info, or learning common configuration patterns by node type.
torch-geometric
davila7Graph Neural Networks (PyG). Node/graph classification, link prediction, GCN, GAT, GraphSAGE, heterogeneous graphs, molecular property prediction, for geometric deep learning.
torchdrug
davila7Graph-based drug discovery toolkit. Molecular property prediction (ADMET), protein modeling, knowledge graph reasoning, molecular generation, retrosynthesis, GNNs (GIN, GAT, SchNet), 40+ datasets, for PyTorch-based ML on molecules, proteins, and biomedical graphs.
deepchem
K-Dense-AIMolecular ML with diverse featurizers and pre-built datasets. Use for property prediction (ADMET, toxicity) with traditional ML or GNNs when you want extensive featurization options and MoleculeNet benchmarks. Best for quick experiments with pre-trained models, diverse molecular representations. For graph-first PyTorch workflows use torchdrug; for benchmark datasets use pytdc.
torch-geometric
K-Dense-AIGraph Neural Networks (PyG). Node/graph classification, link prediction, GCN, GAT, GraphSAGE, heterogeneous graphs, molecular property prediction, for geometric deep learning.
torchdrug
K-Dense-AIPyTorch-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.
rowan
K-Dense-AICloud-based quantum chemistry platform with Python API. Preferred for computational chemistry workflows including pKa prediction, geometry optimization, conformer searching, molecular property calculations, protein-ligand docking (AutoDock Vina), and AI protein cofolding (Chai-1, Boltz-1/2). Use when tasks involve quantum chemistry calculations, molecular property prediction, DFT or semiempirical methods, neural network potentials (AIMNet2), protein-ligand binding predictions, or automated computational chemistry pipelines. Provides cloud compute resources with no local setup required.
javascript-testing-expert
dubzzzExpert-level JavaScript testing skill focused on writing high-quality tests that find bugs, serve as documentation, and prevent regressions. Advocates for property-based testing with fast-check and protects against indeterministic code in tests. Does not cover black-box e2e testing.
n8n-node-configuration
czlonkowskiOperation-aware node configuration guidance. Use when configuring nodes, understanding property dependencies, determining required fields, choosing between get_node detail levels, or learning common configuration patterns by node type.
property-based-testing
trailofbitsProvides guidance for property-based testing across multiple languages and smart contracts. Use when writing tests, reviewing code with serialization/validation/parsing patterns, designing features, or when property-based testing would provide stronger coverage than example-based tests.
working-with-lockdownd
openclawComprehensive toolkit for interacting with iOS devices over WiFi using the Apple Lockdown Protocol (port 62078). Capabilities include device identification, real-time log streaming (syslog/os_trace), property querying (GetValue), and cryptographic secret extraction. Incorporates research from 'The Orchard' - woflo's research project regarding iOS 17+ security boundaries and WiFi capabilities.
property-based-test-helper
jeremylongshoreAssist with property based test helper operations. Auto-activating skill for Test Automation. Triggers on: property based test helper, property based test helper Part of the Test Automation skill category. Use when writing or running tests. Trigger with phrases like "property based test helper", "property helper", "property".
copyright-docs
catlog22Generate software copyright design specification documents compliant with China Copyright Protection Center (CPCC) standards. Creates complete design documents with Mermaid diagrams based on source code analysis. Use for software copyright registration, generating design specification, creating CPCC-compliant documents, or documenting software for intellectual property protection. Triggers on "software copyright", "design specification", "copyright registration", "CPCC", "software copyright application".
makepad-dsl
ZhangHanDongCRITICAL: Use for Makepad DSL syntax and inheritance. Triggers on: makepad dsl, live_design, makepad inheritance, makepad prototype, "<Widget>", "Foo = { }", makepad object, makepad property, makepad DSL syntax, makepad inheritance, makepad prototype, how to define makepad components
vrm-mtoon-outline
Project-N-E-K-OAdjusting VRM MToon material outline thickness in three-vrm. Covers outline width modes, property access, and how to fix outlines that appear too thick when models are scaled.
rails-testing
etewiahHelp with Rails testing including unit tests, integration tests, fixtures, and debugging test failures. Use when working on tests or debugging test issues.
theme-evaluation
etewiahEvaluate themes for accessibility, contrast, and design issues. Use when auditing themes for WCAG compliance, checking color contrast ratios, or identifying visual/UX problems.
theme-creation
etewiahCreate new themes for PropertyWebBuilder. Use when creating custom themes, styling websites, or modifying theme templates. Handles theme registration, view templates, CSS, and asset configuration.
axiom-swiftdata-migration
Use when creating SwiftData custom schema migrations with VersionedSchema and SchemaMigrationPlan - property type changes, relationship preservation (one-to-many, many-to-many), the willMigrate/didMigrate limitation, two-stage migration patterns, and testing migrations on real devices
migrate-honcho
Migrates Honcho Python SDK code from v1.6.0 to v2.0.0. Use when upgrading honcho package, fixing breaking changes after upgrade, or when errors mention AsyncHoncho, observations, Representation class, .core property, or get_config methods.
materials-database-querier
a5c-aiMaterials database query skill for accessing structure and property data from multiple repositories
vasp-dft-executor
a5c-aiVASP DFT calculation skill for electronic structure, geometry optimization, and property prediction of nanomaterials
qt-qml-component-generator
a5c-aiGenerate QML components with proper property bindings, signal/slot connections, and Qt Quick Controls integration
thermal-analysis
Skill for thermal characterization workflows including DSC, TGA, DTA, TMA, and DMA for phase transitions, decomposition, and viscoelastic property analysis
section-property-calculator
a5c-aiCross-sectional property calculation tool for structural sections, including standard and custom shapes
uv-vis-nir-analyzer
a5c-aiUV-Vis-NIR spectroscopy skill for optical property characterization including plasmon resonance and bandgap analysis
temporal-logic-translator
a5c-aiTranslate between temporal logic formalisms and generate property specifications
rdkit-chemoinformatics
a5c-aiRDKit chemoinformatics skill for molecular property calculation and compound library management
thermodynamic-model-selector
a5c-aiAutomated thermodynamic property method selection based on component characteristics and operating conditions
ifc-model-analyzer
a5c-aiIFC model analysis skill for validation, property extraction, and model comparison
formal-verification
a5c-aiFormal property verification and model checking skill for FPGA designs
afm-spm-analyzer
a5c-aiAtomic Force Microscopy and Scanning Probe Microscopy skill for nanoscale topography, mechanical, and electrical property mapping
echidna-fuzzer
a5c-aiProperty-based testing and fuzzing using Echidna for smart contracts. Includes invariant definition, corpus management, coverage analysis, and CI/CD integration for comprehensive security testing.
vasp-dft-calculator
a5c-aiVASP DFT calculation skill for electronic structure, band structures, and materials property predictions
ark-sdk-development
Regenerate and debug types across the ARK stack (SDK, API, Dashboard). Use when fixing TypeScript type errors in ark-dashboard, updating types after CRD changes, regenerating types.ts from OpenAPI spec, debugging "Property does not exist on type" schema errors, or adding custom SDK functionality via overlays. Covers the full type pipeline from Kubernetes CRDs to TypeScript.
testing-strategies
ancolemanStrategic guidance for choosing and implementing testing approaches across the test pyramid. Use when building comprehensive test suites that balance unit, integration, E2E, and contract testing for optimal speed and confidence. Covers multi-language patterns (TypeScript, Python, Go, Rust) and modern best practices including property-based testing, test data management, and CI/CD integration.
Swift SwiftUI
HoangNguyen0403Standards for State Management, View Lifecycle, and Property Wrappers
Adding a Configuration Property
microbus-ioCreates or modify a configuration property of a microservice. Use when explicitly asked by the user to create or modify a configuration property of a microservice, or when it makes sense to externalize a certain setting of the microservice.
Removing a Feature of a Microservice
microbus-ioRemoves a configuration property, functional endpoint, event source, event sink, web handler endpoint, ticker or metric, from a microservice. Use when explicitly asked by the user to remove a feature of a microservice.
property-based-testing
ed3daiUse when writing tests for serialization, validation, normalization, or pure functions - provides property catalog, pattern detection, and library reference for property-based testing
ring:dev-cycle
LerianStudioMain orchestrator for the 10-gate development cycle system. Loads tasks/subtasks from PM team output and executes through implementation → devops → SRE → unit testing → fuzz testing → property testing → integration testing (write) → chaos testing (write) → review → validation gates (Gates 0-9), with state persistence and metrics collection. Gates 6-7 (integration/chaos) write and update test code per unit but only execute tests at end of cycle (deferred execution).
robotics-testing
arpitg1304Testing strategies, patterns, and tools for robotics software. Use this skill when writing unit tests, integration tests, simulation tests, or hardware-in-the-loop tests for robot systems. Trigger whenever the user mentions testing ROS nodes, pytest with ROS, launch_testing, simulation testing, CI/CD for robotics, test fixtures for sensors, mock hardware, deterministic replay, regression testing for robot behaviors, or validating perception/planning/control pipelines. Also covers property-based testing for kinematics, fuzz testing for message handlers, and golden-file testing for trajectories.
framer-code-components-overrides
fredm00nCreate Framer Code Components and Code Overrides. Use when building custom React components for Framer, writing Code Overrides (HOCs) to modify canvas elements, implementing property controls, working with Framer Motion animations, handling WebGL/shaders in Framer, or debugging Framer-specific issues like hydration errors and font handling.
testing-patterns
yonatangrossComprehensive testing patterns for unit, integration, E2E, pytest, API mocking (MSW/VCR), test data, property/contract testing, performance, LLM, and accessibility testing. Use when writing tests, setting up test infrastructure, or validating application quality.
property-based-testing
aj-geddesDesign property-based tests that verify code properties hold for all inputs using automatic test case generation. Use for property-based, QuickCheck, hypothesis testing, generative testing, and invariant verification.
lading-optimize-validate
DataDogValidates discovered bugs with reproducing tests and validates fixes with regression tests. Called by other skills when bugs are found during optimization hunting. Creates property tests (proptest) and Kani proofs when feasible.
cfe-borrow
Arman-KudaibergenovBorrowing objects from a 1C configuration into an extension (CFE). Use when you need to intercept a method, modify a form, or add a property to an existing configuration object.