a5c-ai

1300 verified skills681,664 total stars

github.com/a5c-ai

vulnerability-scanner

Security vulnerability scanning for dependencies and code, with CVE database checking and risk assessment

development680

Incremental Model Strategy Selector

Selects and configures optimal incremental model strategies

data-ai680

schema-comparator

Compare database schemas between source and target environments for migration planning

data-ai680

logging-migrator

Migrate logging infrastructure with format standardization, structured logging, and aggregation setup

development680

Subgraph development for The Graph protocol. Includes manifest configuration, GraphQL schema design, AssemblyScript handlers, entity relationships, and deployment to hosted and decentralized networks.

development680

BI Semantic Layer Generator

Generates semantic layer definitions for BI tools from dimensional models

tools680

license-compliance-checker

Automated license compliance verification for dependencies to ensure legal compliance during migration

testing680

Feature Engineering Optimizer

Optimizes feature engineering pipelines and feature store configurations

devops680

feast-feature-store

Feature store management skill for online/offline feature serving, feature registration, and training-serving consistency.

data-ai680

fairlearn-bias-detector

Fairness assessment skill using Fairlearn for bias detection, mitigation, and compliance reporting.

data-ai680

cloud-readiness-assessor

Assess application readiness for cloud migration with 6Rs classification and cloud-native compliance checking

testing680

dependency-updater

Automated dependency update execution with breaking change detection and rollback capability

tools680

slither-analysis

Expert integration with Slither static analyzer for smart contract vulnerability detection, code quality analysis, and security reporting. Supports all Slither detectors and custom analysis configurations.

development680

rollback-automation-skill

Automate rollback procedures with state snapshots, rollback scripts, and verification automation

tools680

bug-bounty

Bug bounty program management and security disclosure expertise for smart contracts. Covers program setup on Immunefi, vulnerability triage, responsible disclosure coordination, bounty payments, and post-disclosure analysis.

testing680

foundry-framework

Expert usage of Foundry (Forge, Cast, Anvil, Chisel) for smart contract development, testing, and deployment. Includes fuzzing, gas reporting, local development, and deployment scripting capabilities.

development680

legacy-code-interpreter

Understand and document legacy code behavior through deep analysis and behavior characterization

development680

refactoring-assistant

Suggest and guide application of refactoring patterns to improve code quality

development680

performance-baseline-capturer

Capture performance baselines before migration for regression comparison and SLA verification

databases680

Stream Processing Windowing Designer

Designs optimal windowing strategies for stream processing

content-media680

framework-compatibility-checker

Check codebase compatibility with target framework versions and generate migration paths

development680

airflow-dag-analyzer

Analyzes, validates, and optimizes Apache Airflow DAGs for reliability, performance, and best practices adherence.

testing680

technical-debt-quantifier

Measure, categorize, and prioritize technical debt for migration planning and remediation

development680

openapi-generator

Generate OpenAPI specifications from code or legacy APIs with schema inference and documentation

development680

test-coverage-analyzer

Analyze test coverage and identify gaps before migration to ensure adequate safety nets

testing680

wallet-integration

Wallet connection and transaction management for dApps using wagmi and viem. Supports multiple connectors, chain switching, EIP-712 signing, and hardware wallet integration.

data-ai680

Great Expectations Generator

Generates Great Expectations suites from data profiles and business rules

data-ai680

crypto-primitives

Implementation and secure usage of cryptographic primitives including ECDSA, BLS, Schnorr signatures, key derivation, secret sharing, and constant-time operations. Provides guidance for secure cryptographic implementations in blockchain applications.

data-ai680

mythril-symbolic

Symbolic execution analysis using Mythril for deep vulnerability detection in smart contracts. Supports configurable transaction depth, timeout settings, and proof-of-concept exploit generation.

testing680

certora-prover

Formal verification using Certora Prover with CVL specification language. Supports invariant rules, parametric verification, ghost variables, and counterexample analysis for mathematical proof of contract correctness.

testing680

openzeppelin

Expert usage of OpenZeppelin Contracts library for secure smart contract development. Covers access control, token standards, governance, upgrades, and security utilities.

development680

chain-forensics

On-chain analysis and transaction forensics for blockchain security investigations. Provides capabilities for tracing fund flows, identifying suspicious patterns, MEV analysis, and generating forensic reports for incident response.

testing680

evm-analysis

Deep EVM bytecode analysis and decompilation capabilities for smart contract security, gas optimization, and reverse engineering. Provides tools for analyzing opcodes, storage layouts, proxy patterns, and bytecode verification.

tools680

CDC Pattern Implementer

Implements Change Data Capture patterns for real-time data integration

data-ai680

OBT Design Optimizer

Designs and optimizes One Big Table (OBT) patterns

content-media680

Apache Spark Optimizer

Analyzes and optimizes Apache Spark jobs for performance, cost, and resource utilization

tools680

echidna-fuzzer

Property-based testing and fuzzing using Echidna for smart contracts. Includes invariant definition, corpus management, coverage analysis, and CI/CD integration for comprehensive security testing.

testing680

SCD Implementation Generator

Generates Slowly Changing Dimension implementations across platforms

tools680

dvc-dataset-versioning

Dataset versioning skill using DVC for tracking data changes, managing data pipelines, and ensuring reproducibility.

testing680

sql-query-optimizer

Analyzes and optimizes SQL queries across different data warehouse platforms (Snowflake, BigQuery, Redshift, Databricks) with platform-specific recommendations.

testing680

jupyter-notebook-executor

Jupyter notebook execution skill for running notebooks programmatically and extracting outputs.

tools680

event-sourcing-migrator

Migrate to event-sourcing architecture with event extraction, store setup, and CQRS implementation

testing680

iac-generator

Generate Infrastructure as Code from existing infrastructure with Terraform/CloudFormation support

development680

gas-optimization

Advanced gas optimization techniques for EVM smart contracts. Covers storage packing, memory vs calldata optimization, assembly/Yul, efficient data structures, batch operations, and benchmark-driven optimization strategies.

testing680

knowledge-extractor

Extract tribal knowledge from code, documentation, and commit history to preserve institutional memory

development680

great-expectations-validator

Data quality validation skill using Great Expectations for schema validation, expectation suites, data documentation, and automated data quality checks in ML pipelines.

testing680

etl-pipeline-builder

Build and manage ETL pipelines for data migration with transformation, CDC, and monitoring

development680

dead-code-eliminator

Identify and safely remove dead, unused, and unreachable code from codebases

development680

mlflow-experiment-tracker

MLflow integration skill for experiment tracking, model registry, and artifact management. Enables LLMs to log experiments, compare runs, manage model lifecycle, and retrieve artifacts through the MLflow API.

development680

migration-validator

Validate functional equivalence after migration with side-by-side comparison and behavioral verification

testing680

data-migration-validator

Validate data integrity during and after migration with comprehensive verification checks

testing680

compliance-validator

Validate compliance during migration with rule checking, audit trails, and security control validation

testing680

containerization-assistant

Assist in containerizing applications with Dockerfile generation and optimization

devops680

solidity-dev

Deep expertise in Solidity language features, patterns, and best practices for secure smart contract development. Covers ERC standards, gas optimization, upgradeable contracts, and security patterns.

development680

hardhat-framework

Expert usage of Hardhat for smart contract development, testing, and deployment. Includes TypeChain generation, plugin ecosystem, network forking, and deployment management.

tools680

defi-protocols

Integration expertise for major DeFi protocols including Uniswap, Aave, Compound, Chainlink, Curve, and Balancer. Supports swaps, liquidity provision, lending, borrowing, oracles, and flash loans.

data-ai680

strangler-fig-orchestrator

Orchestrate strangler fig pattern implementation for gradual migration with traffic routing and cutover management

databases680

static-code-analyzer

Deep static analysis of codebases for quality, complexity, and migration readiness assessment

development680

kubeflow-pipeline-executor

Kubeflow Pipelines skill for ML workflow orchestration, component management, and Kubernetes-native ML.

devops680

domain-model-extractor

Extract domain models from monolithic codebases using DDD principles for microservices decomposition

development680

codemod-executor

Execute automated AST-based code transformations for large-scale refactoring and migration

development680

zk-circuits

Zero-knowledge circuit development using Circom and Noir languages. Supports constraint optimization, ZK-friendly cryptographic primitives, proof generation (Groth16, PLONK), and Merkle tree implementations.

development680

documentation-generator

Generate documentation for migrated systems including API docs, architecture docs, and runbooks

development680

dependency-scanner

Comprehensive dependency scanning, inventory generation, and SBOM creation for migration readiness assessment

databases680

tokenomics

Token economics simulation and analysis. Supports supply modeling, staking mechanisms, liquidity mining, governance dynamics, agent-based simulations, and cadCAD integration.

development680

query-translator

Translate SQL queries between different database dialects with function mapping and optimization

data-ai680

Schema Evolution Manager

Manages schema evolution and compatibility across data systems

data-ai680

lime-explainer

LIME-based local explanation skill for individual predictions across tabular, text, and image data.

data-ai680

code-smell-detector

Automated detection of code smells and anti-patterns to identify refactoring opportunities

development680

model-card-generator

Model documentation skill for generating model cards following Google's model card framework.

development680

dbt-project-analyzer

Analyzes dbt projects for best practices, performance, maintainability, and generates actionable recommendations for improvement.

data-ai680

Kafka Topic Designer

Designs and optimizes Apache Kafka topics and configurations

content-media680

arize-observability

Arize AI skill for production ML monitoring, embedding drift, and performance analysis.

data-ai680

evidently-drift-detector

Evidently AI skill for data drift detection, model performance monitoring, target drift analysis, and automated reporting for ML systems in production.

data-ai680

soap-to-rest-converter

Convert SOAP web services to REST APIs with WSDL parsing and resource modeling

development680

alibi-explainer

Alibi explainability skill for counterfactual explanations, anchors, and trust scores.

development680

Data Catalog Enricher

Enriches data catalog entries with automated metadata

data-ai680

bentoml-model-packager

BentoML skill for model packaging, serving, and containerization.

data-ai680

data-lineage-mapper

Extracts and maps data lineage from various sources including SQL, dbt, Airflow, and Spark, generating comprehensive lineage graphs for impact analysis.

data-ai680

configuration-migrator

Migrate configuration files between formats and versions with environment variable extraction

development680

data-quality-profiler

Profiles data assets to assess quality dimensions, detect anomalies, and generate comprehensive data quality reports with actionable recommendations.

testing680

A/B Test Statistical Analyzer

Performs statistical analysis for A/B testing experiments

testing680

Cost Optimizer (Cloud Data Platforms)

Analyzes and optimizes costs for cloud data platforms

devops680

Dimensional Model Validator

Validates dimensional models against Kimball methodology best practices

testing680

cross-chain

Cross-chain bridge and multi-chain development expertise. Supports LayerZero, Chainlink CCIP, Wormhole, and Axelar for omnichain messaging, token bridging, and cross-chain state verification.

development680

node-operations

Blockchain node deployment and operations. Supports Ethereum execution and consensus clients, validator operations, node monitoring, MEV-Boost configuration, and archive node management.

tools680

ui-component-migrator

Migrate UI components between frameworks with structure, state, and style transformation

development680

contract-test-generator

Generate contract tests for API migrations with consumer-driven contracts and provider verification

development680

product-analytics

Deep integration with product analytics platforms for metrics, funnels, retention, and experimentation. Query Amplitude/Mixpanel/Heap data, generate retention curves, calculate conversion metrics, and build dashboard configurations.

development514

Roadmap Visualization

Generate roadmap visualizations and planning artifacts for product planning

tools514

Survey Design

Design and analyze surveys for product validation and user research

content-media514

Type Theory

Expert skill in type theory foundations for implementing type systems including inference, checking, and subtyping

testing514

axe-accessibility

Deep integration with axe-core for automated accessibility testing. Execute accessibility scans, interpret WCAG violations, generate compliance reports, and integrate with Playwright/Cypress for comprehensive a11y testing.

testing514

Code Coverage Analysis

Multi-language code coverage analysis, reporting, and quality gate enforcement

development514

Jest Testing

Expert Jest testing framework for JavaScript/TypeScript unit and integration testing

development514

Percy Visual Testing

Percy visual testing platform integration for visual regression detection

testing514

Stryker Mutation Testing

Stryker mutation testing for assessing test suite quality and effectiveness

testing514

deprecation-manager

Manage API and SDK deprecation lifecycle

development514

go-sdk-specialist

Go SDK development with idiomatic patterns

development514

oauth-flow-implementer

Implement OAuth 2.0 and OpenID Connect flows for SDKs

development514

python-sdk-specialist

Python SDK development with async support and type hints

development514

request-debugger

HTTP request/response debugging and inspection tools

tools514

sdk-mock-generator

Generate mock servers and clients for SDK testing

tools514

owasp-security-scanner

Automated OWASP Top 10 vulnerability detection and assessment. Run OWASP ZAP automated scans, detect injection vulnerabilities, identify broken authentication patterns, check for sensitive data exposure, analyze security misconfigurations, and generate OWASP-compliant reports.

testing514

vendor-security-questionnaire

Automated vendor security assessment through questionnaire generation, response parsing, and risk scoring

testing514

CVE/CWE Database Skill

CVE and CWE database querying and management

data-ai514

security-sandbox

Isolated analysis environment management for malware and exploit testing. Create and manage isolated VMs, configure Cuckoo Sandbox, set up REMnux/FlareVM environments, manage Docker-based analysis containers, and capture filesystem and process changes.

testing514

compliance-checker

Check compliance with SOC 2, GDPR, HIPAA, and PCI-DSS standards

testing514

mermaid-renderer

Render Mermaid diagrams to images with theme customization and Markdown integration

data-ai514

plantuml-renderer

Render PlantUML diagrams to various image formats with theme and styling support

development514

threat-modeler

Generate threat models using STRIDE, PASTA, or VAST methodologies

data-ai514

openapi-swagger

Expert skill for OpenAPI/Swagger specification analysis, validation, and documentation generation. Parse and validate specs, detect breaking changes, generate code samples, and lint for best practices.

development514

translation-management

Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines.

development514

mock-spec-extractor

Extracts design specifications from mock images including colors, typography, spacing, and component details

testing514

visual-diff-scorer

Multi-dimensional visual scoring using pixel-diff and structural analysis for design-to-implementation comparison

content-media514

aria

WAI-ARIA implementation, roles, states, and properties.

data-ai514

esbuild

esbuild bundling, plugins, and build optimization.

tools514

graphql

GraphQL schema design, resolvers, directives, subscriptions, and best practices for API development.

development514

keyboard-navigation

Keyboard accessibility, focus management, and shortcuts.

tools514

nestjs

NestJS architecture including modules, dependency injection, guards, interceptors, and microservices patterns.

tools514

nextjs-app-router

Deep expertise in Next.js App Router patterns including route groups, parallel routes, intercepting routes, layouts, and loading states.

tools514

nx

Nx workspace configuration, generators, and affected commands.

tools514

pinia

Pinia state management for Vue 3 including store creation, actions, getters, plugins, and DevTools integration.

tools514

pnpm-workspaces

pnpm workspace patterns and dependency management.

tools514

react-hooks

Deep expertise in React hooks patterns including custom hooks, composition, optimization, and testing strategies.

development514

redis

Redis caching patterns, pub/sub, sessions, rate limiting, and data structures.

data-ai514

secrets-management

Secrets handling, environment variables, and vault integration.

tools514

svelte

Svelte and SvelteKit development with built-in reactivity, stores, SSR/SSG, and modern web patterns.

development514

turborepo

Turborepo configuration, caching, and pipeline optimization.

devops514

vercel

Vercel deployment, edge functions, environment configuration, and preview deployments.

devops514

web-performance

Core Web Vitals optimization, Lighthouse audits, and performance monitoring.

development514

zustand

Zustand state management patterns including store creation, middleware, persistence, slices, and DevTools integration.

tools514

help

Explain Babysitter Codex usage, modes, setup, or operational behavior.

development514

resume

Resume an existing Babysitter run from Codex.

development514

retrospect

Summarize or retrospect on one or more completed Babysitter runs.

tools514

help

Explain Babysitter Cursor IDE/CLI usage, modes, setup, or operational behavior.

tools514

user-install

Install the user-level Babysitter Cursor IDE/CLI setup.

tools514

css-modules

CSS Modules patterns, composition, variables, and build configuration.

development514

digital-engagement-strategy

Develop digital content strategies including virtual exhibitions, online programming, social media campaigns, and digital collection access

development514

react-development

Specialized skill for React component development, hooks patterns, state management, context API, performance optimization, and modern React best practices.

development514

pact-contract-testing

Consumer-driven contract testing with Pact framework. Generate consumer contracts, configure Pact Broker publishing, execute provider verification, detect breaking changes, and integrate with CI/CD pipelines.

development514

Grasp Planning Skill

Grasp planning and execution for robotic manipulation tasks

tools514

Motion Planning Skill

Sampling-based and optimization-based motion planning algorithms

development514

interpretive-writing

Create accessible interpretive content for diverse audiences including labels, wall text, catalog essays, educational materials, and digital content

content-media514

Reinforcement Learning Skill

RL training for robot control using simulation with sim-to-real transfer

data-ai514

ros-integration

Deep integration with ROS/ROS2 middleware for node development, launch files, package management, and robot communication. Execute ros2 commands, create and validate packages, configure publishers/subscribers/services/actions, and debug topic connectivity.

development514

ros2_control Skill

Hardware abstraction and controller management using ros2_control framework

development514

RViz Visualization Skill

RViz configuration and custom visualization for robot development and debugging

development514

Safety System Skill

Robot safety system design and validation for industrial and collaborative robots

content-media514

style-specification

Create ultra-detailed musical style specifications including genres, BPM, instrumentation, vocal direction, production aesthetics, and reference tracks for AI music generation

testing514

sensor-fusion

Expert skill for multi-sensor fusion and state estimation using Kalman filtering. Implement EKF/UKF, configure robot_localization, fuse IMU, GPS, odometry, and visual sensors for robust localization.

tools514

interview-facilitation

Conduct semi-structured interviews and moderate focus groups with rapport building, probing techniques, and group dynamics management

development514

slam-algorithms

Expert skill for SLAM algorithm selection, configuration, and tuning. Configure visual SLAM (ORB-SLAM3, RTAB-Map), LiDAR SLAM (Cartographer, LIO-SAM), tune parameters, evaluate accuracy, and optimize for real-time performance.

development514

TF2 Transforms Skill

Expert skill for ROS tf2 coordinate frame management and transforms

tools514

observe

Observe, inspect, or monitor a Babysitter run.

tools514

compliance-evidence-collector

Automated evidence collection across compliance frameworks from cloud providers, identity systems, and security tools

tools514

vocal-direction

Create detailed vocal specifications including style, register, techniques, emotional delivery, and influence references for AI music generation

testing514

crypto-analyzer

Cryptographic implementation analysis and validation for encryption algorithms, key sizes, and certificate management

development514

production-coordination

Coordinate all aspects of live performance production including scheduling, technical requirements, artist contracts, venue logistics, and show documentation

documentation514

Concurrency Primitives

Expert skill for implementing language-level concurrency support including threads, channels, and synchronization

tools514

Bytecode VM

Expert skill for bytecode virtual machine design including instruction set design, dispatch mechanisms, and stack/register architectures

development514

Debug Adapter Protocol

Expert skill for implementing Debug Adapter Protocol for debugger integration

development514

Memory Allocator

Expert skill for custom memory allocator design optimized for language runtime needs

content-media514

Register Allocation

Expert skill for register allocation algorithms including graph coloring, linear scan, and spill code generation

development514

conservation-assessment

Assess condition of artworks and cultural objects, develop treatment proposals, and document conservation interventions following AIC ethical guidelines

development514

conceptual-analysis

Analyze philosophical concepts through examination of necessary and sufficient conditions, identify counterexamples, clarify conceptual boundaries, and resolve ambiguities

testing514

growing-outside-in-systems

Drive feature development using Outside-In TDD with Hexagonal Architecture. Design emerges through inline code, in-memory fakes, interface extraction, and deferred I/O. Use when building features, writing tests, or structuring backend services. Triggers on: TDD, outside-in, hexagonal, ports and adapters, emergent design, acceptance test, component test, walking skeleton, in-memory fakes, component, contract test, adapter, fast tests, sub-second feedback. Language-agnostic (Go, Rust, Python, TypeScript, Java, C#).

development514

GraphQL Mobile

GraphQL client integration for mobile applications

tools514

formal-logic-reasoner

Skill for formal logical reasoning and argument validation

tools514

formal-verification

Formal property verification and model checking skill for FPGA designs

testing514

fpga-debugging

On-chip debugging skill with ILA, VIO, and related FPGA debug tools

tools514

fsm

Finite State Machine skill for hierarchical FSM and state transitions.

tools514

Fuzzing Operations Skill

Comprehensive fuzzing operations with AFL++, libFuzzer, and OSS-Fuzz integration

tools514

YARA Rules Skill

YARA rule creation, testing, and deployment

testing514

graphql-schema-generator

Generate GraphQL schemas from data models with resolver stubs and federation support

data-ai514

adr-generator

Specialized skill for generating and managing Architecture Decision Records (ADRs). Supports Nygard, MADR, and custom templates with auto-numbering, linking, and status management.

testing514

log-schema-generator

Generate structured logging schemas with correlation ID patterns and ELK/Splunk integration

databases514

load-test-generator

Generate load test scripts for k6, Locust, and Gatling from OpenAPI specs

development514

game-analytics

Game analytics skill for event tracking.

data-ai514

markdown-processor

Specialized skill for processing Markdown and MDX documentation. Supports parsing, rendering, TOC generation, link validation, frontmatter processing, and diagram embedding.

testing514

game-hud

HUD design skill for health bars and minimaps.

content-media514

terraform-analyzer

Specialized skill for analyzing Terraform configurations. Supports parsing, security scanning (tfsec, checkov), cost estimation (infracost), drift detection, and plan visualization across AWS, Azure, and GCP.

testing514

Garbage Collection

Expert skill for garbage collector design and implementation including various collection algorithms

development514

gcp-security-scanner

GCP security configuration scanning and hardening using Security Command Center, Forseti, and ScoutSuite

testing514

hipaa-compliance-automator

HIPAA security and privacy compliance automation for ePHI protection, safeguards assessment, and audit preparation

tools514

gazebo-simulation

Expert skill for Gazebo Classic and Ignition/Gazebo Sim world creation and plugin development. Create SDF worlds with terrain, lighting, physics configuration, sensor models, and custom plugins.

tools514

iac-security-scanner

Infrastructure as Code security scanning and policy enforcement for Terraform, CloudFormation, Kubernetes, and Pulumi

development514

gdpr-compliance-automator

GDPR compliance assessment and automation for data mapping, consent management, DSAR handling, and privacy impact assessments

tools514

geant4-detector-simulator

Geant4 detector simulation skill for particle transport, detector geometry, and physics process modeling

data-ai514

multi-cloud-security-posture

Unified cloud security posture management across AWS, Azure, and GCP with normalized metrics and CIS benchmark comparison

testing514

generics-implementation

Expert skill for implementing parametric polymorphism including type parameter bounds, monomorphization, type erasure, variance, higher-kinded types, and associated types.

testing514

genre-analysis

Analyze and classify music genres, subgenres, and micro-genres with deep knowledge of characteristics, history, and relationships for accurate style specification

testing514

genre-analysis-film

Analyze and apply film/TV genre conventions, tropes, and audience expectations

research514

getopts-parser-generator

Generate getopts-based argument parsing for shell scripts with short/long options and validation.

tools514

Ghidra/IDA Reverse Engineering Skill

Deep integration with Ghidra and IDA Pro for binary analysis and reverse engineering

research514

git

Git workflows, branching strategies, and hooks.

tools514

gitbook-notion

Integration with hosted documentation platforms GitBook and Notion. Manage spaces, synchronize content with Git, export/import between formats, configure webhooks, and retrieve analytics.

development514

git-forensics-scanner

Git diff forensics for surfacing and classifying code changes for trojan detection

development514

facilitation-workshop-delivery

Design and facilitate engaging professional development workshops using adult learning principles and active learning strategies

development514

git-lfs

Git LFS skill for large game assets.

tools514

global-illumination

GI techniques skill for baked, real-time, screen-space, and ray-traced illumination.

tools514

hypothesis-generator

Automated hypothesis generation using abductive reasoning and knowledge graph traversal

tools514

Kotlin/Jetpack Compose Development

Expert skill for native Android development with Kotlin and Jetpack Compose

development514

A/B Test Design

Statistical experiment design and analysis capabilities for product experimentation

testing514

ab-testing

A/B testing skill for player segmentation.

testing514

academic-writing-assistant

Skill for assisting with academic and scientific writing

testing514

academic-writing-publication

Prepare manuscripts following APA, ASA, or discipline-specific guidelines with proper reporting standards and peer review navigation

testing514

accessibility-compliance

Ensure cultural programs and facilities meet ADA requirements and universal design principles including accommodations, assistive technologies, and inclusive practices

testing514

accessibility-compliance-auditing

Evaluate learning materials and technology for WCAG, Section 508, and accessibility compliance with remediation recommendations

testing514

accessibility-games

Game accessibility skill for colorblind modes and control remapping.

tools514

accessibility-report

Generate accessibility compliance reports including VPAT and ACR documents

documentation514

accessibility-testing

Mobile accessibility testing skill for WCAG compliance, VoiceOver/TalkBack validation, dynamic type support, color contrast analysis, and accessibility auditing across iOS and Android platforms.

testing514

accreditation-tracer-simulation

Simulate Joint Commission tracer methodology to assess compliance with accreditation standards across patient care processes and support systems

tools514

actionable-error-formatter

Format errors with actionable fix suggestions and documentation links

development514

additive-manufacturing

Skill for additive manufacturing process selection, design optimization, and build preparation

development514

aflow-materials-discovery

AFLOW automatic materials discovery skill for high-throughput DFT calculations and materials database queries

data-ai514

afm-spm-analyzer

Atomic Force Microscopy and Scanning Probe Microscopy skill for nanoscale topography, mechanical, and electrical property mapping

tools514

agent-generator

Generate AGENT.md files with proper YAML frontmatter, role definitions, expertise areas, and prompt templates following Babysitter SDK conventions.

development514

aiml-security

AI/ML model security testing and adversarial research capabilities. Generate adversarial examples, test model robustness, perform model extraction attacks, test for data poisoning, analyze model fairness, and support ART framework integration.

development514

ald-process-controller

Atomic Layer Deposition skill for conformal thin film deposition with atomic-level thickness control

tools514

analogy-mapper

Skill for identifying and mapping analogies across domains

data-ai514

Room Database

Expert skill for Android Room persistence library

development514

angular-development

Angular development patterns including modules, components, services, dependency injection, signals, and enterprise architecture.

development514

animation-blending

Animation blending skill for blend trees.

tools514

animation-rigging

Character rigging skill for IK constraints.

data-ai514

animation-state-machines

Animation state machine skill for transitions.

tools514

ansatz-designer

Parameterized quantum circuit (ansatz) design skill for variational algorithms

development514

api-compatibility-analyzer

Analyze API changes for backward compatibility with breaking change detection and consumer impact assessment

development514

api-diff-analyzer

Compare API specifications to detect breaking changes. Compare OpenAPI spec versions, categorize changes by severity, generate migration guides, and block breaking changes in CI.

development514

api-gateway-configurator

Configure API gateways for SDK traffic management

development514

api-key-manager

API key generation, rotation, and management system

development514

api-mock-server

Generate and run mock API servers from OpenAPI specifications

development514

API Testing

Comprehensive API testing for REST and GraphQL endpoints with contract validation

development514

bluesky-data-collection

Bluesky experimental orchestration skill for scan automation, data collection, and metadata management

tools514

Appium Mobile Testing

Appium mobile testing framework for iOS and Android automation

tools514

App Store Connect

Apple App Store submission and management expertise

tools514

architecture-analyzer

Analyze and visualize software architecture patterns, dependencies, and module boundaries for migration planning

testing514

archival-finding-aid-interpretation

Navigate finding aids, catalog systems, and archival hierarchies to locate relevant collections and documents efficiently

testing514

argparse-scaffolder

Generate argparse-based Python CLI applications with subparsers, type converters, and standard library patterns. Creates lightweight Python CLIs without external dependencies.

tools514

argument-mapping-reconstruction

Extract arguments from complex texts, identify premises, conclusions, and implicit assumptions, and create visual argument maps using Toulmin model or standard form

testing514

goap

Goal-Oriented Action Planning skill for world state and action costs.

development514

godot-3d

Godot 3D rendering skill for PBR materials, environment settings, and 3D scene composition.

development514

assessment-item-development

Create valid, reliable assessment items across formats (multiple choice, constructed response, performance tasks) following psychometric best practices

development514

asset-optimization

Asset optimization skill for mesh and texture budgets.

tools514

assimilate

Assimilate an external methodology, repo, spec, or process into a Babysitter workflow.

tools514

assimilate

Assimilate an external methodology, repo, spec, or process into a Babysitter workflow.

tools514

astar

A* pathfinding skill for heuristics and optimization.

tools514

AST Manipulation

Expert skill for abstract syntax tree design, traversal, transformation, and manipulation patterns

development514

asyncapi-docs

AsyncAPI specification handling for event-driven API documentation. Parse, validate, and generate documentation for message-based APIs including Kafka, MQTT, WebSocket, and AMQP systems.

development514

audience-analytics

Analyze visitor data, attendance patterns, and engagement metrics to inform programming decisions and measure organizational impact

testing514

authentication-migrator

Migrate authentication systems with credential migration, OAuth2/OIDC setup, and identity provider integration

databases514

aws-amplify

AWS Amplify deployment, hosting, and backend resources.

development514

aws-security-scanner

AWS security configuration scanning and hardening using Prowler, Security Hub, and AWS Config

testing514

axe-accessibility

Automated accessibility testing using axe-core API for WCAG compliance validation. Run accessibility scans, generate violation reports, suggest code fixes, and track accessibility debt.

development514

azure-security-scanner

Azure security configuration scanning and hardening using Azure Security Center, Azure Policy, and ScoutSuite

testing514

markdown-mdx

Advanced Markdown and MDX processing for technical documentation. Parse, validate, lint, and transform Markdown content with support for MDX components, front matter, and remark/rehype plugins.

tools514

babysit

Orchestrate via @babysitter. Use this skill when asked to babysit a run, orchestrate a process or whenever it is called explicitly. (babysit, babysitter, orchestrate, orchestrate a run, workflow, etc.)

testing514

babysit

testing514

babysit

testing514

backend-selector

Multi-backend comparison and selection skill for optimal hardware choice

development514

BackstopJS Visual Testing

BackstopJS visual regression testing for self-hosted visual comparison

testing514

barren-plateau-analyzer

Analysis skill for detecting and mitigating barren plateaus in variational circuits

testing514

bayesian-inference-engine

Bayesian probabilistic reasoning for prior specification, posterior computation, and belief updating

testing514

behavior-trees

Behavior tree design and implementation skill for game AI. Enables creation of behavior tree structures, custom nodes, decorators, composites, and integration with game engines for NPC and enemy AI systems.

data-ai514

Behavior Trees Skill

Behavior tree design and implementation for robot decision making

testing514

Binary Exploitation Skill

Advanced binary exploitation and mitigation bypass

tools514

blessed-widget-generator

Generate blessed widgets for Node.js terminal UIs with boxes, lists, forms, and dashboard layouts.

tools514

braket-executor

Amazon Braket integration skill for multi-vendor quantum hardware access and hybrid workflows

tools514

browser-stack

Cross-browser and cross-device testing using BrowserStack or Sauce Labs

development514

bsp

BSP geometry skill for Unreal brushes and CSG.

tools514

bubble-tea-scaffolder

Generate Bubble Tea (Go) TUI application structure with models, commands, and views using the Elm architecture.

development514

build-system-migrator

Migrate build systems to modern alternatives with build file conversion and CI/CD integration

development514

bundle-optimization

Bundle analysis, code splitting, tree shaking, and size optimization.

development514

Burp Suite/Web Security Skill

Web application security testing with Burp Suite integration

development514

c4-diagram-generator

Specialized skill for generating C4 model architecture diagrams. Supports Structurizr DSL, PlantUML, and Mermaid formats with multi-level abstraction (Context, Container, Component, Code).

development514

cad-modeling

Expert skill for parametric 3D CAD model development with design intent and configuration management

development514

calibration-analyzer

Hardware calibration data analysis skill for optimal qubit selection

data-ai514

call

Start a new Babysitter orchestration run from Codex.

development514

call

Start a new Babysitter orchestration run from Cursor IDE/CLI.

tools514

call

Start a new Babysitter orchestration run from GitHub Copilot CLI.

tools514

camb-cosmology-calculator

CAMB cosmological perturbation skill for CMB power spectra, matter power spectra, and cosmological parameter estimation

tools514

can-bus

CAN/CAN-FD bus analysis and development expertise

development514

causal-inference-engine

Causal reasoning implementing DAG construction, do-calculus, and intervention effect estimation

tools514

pdf-generation

Professional PDF documentation generation. Convert Markdown to PDF with custom templates, styling, table of contents, cross-references, and optimized output for print and archival.

documentation514

cdc-analysis

Specialized skill for clock domain crossing analysis and synchronizer design in FPGA designs

testing514

cfd-fluids

Deep integration with computational fluid dynamics tools for internal and external flow analysis

tools514

change-management

Skill for engineering change request and order processing through PLM systems

tools514

chaos-runner

Run chaos engineering experiments using Chaos Monkey, Litmus, or Gremlin

data-ai514

character-development

Build complete character profiles with psychology, backstory, arcs, and visual design for film/TV

development514

chocolatey-package-generator

Generate Chocolatey package for Windows CLI distribution.

tools514

cicd-pipeline-generator

Generate CI/CD pipelines for SDK build and release

development514

circuit-optimizer

Quantum circuit optimization skill for gate reduction, depth minimization, and hardware-aware compilation

testing514

clap-scaffolder

Generate Clap-based Rust CLI applications with derive macros, subcommands, and modern Rust patterns. Creates production-ready Rust CLI with proper cargo structure.

tools514

cleanroom-protocol-manager

Cleanroom operations skill for managing protocols, contamination control, and process flows

tools514

click-scaffolder

Generate Click-based Python CLI applications with decorators, groups, context, and modern Python patterns. Creates complete scaffolded CLI with proper project structure.

tools514

cli-e2e-test-harness

Set up E2E test harness for CLI applications with process spawning and assertions.

tools514

mcp-resource-uri-designer

Design and implement MCP resource URI schemes and templates with proper naming, hierarchy, and documentation.

tools514

client-server

Client-server architecture skill for authority models and validation.

tools514

cli-mock-stdin

Create mock stdin utilities for interactive CLI testing.

tools514

clinical-documentation-query

Generate compliant physician queries to clarify clinical documentation for accurate coding, severity of illness, and risk of mortality capture

tools514

clinical-workflow-analysis

Analyze clinical workflows to identify inefficiencies, bottlenecks, and improvement opportunities using Lean healthcare principles and value stream mapping techniques

tools514

cli-progress-bar-setup

Configure cli-progress with custom formatters, multi-bar support, and ETA calculations for CLI progress indication.

tools514

cli-snapshot-tester

Set up snapshot testing for CLI output with update workflows and diff reporting.

tools514

cli-table-formatter

Generate table formatters for structured CLI output with column alignment, borders, and responsive sizing.

tools514

cloud-cost-estimator

Estimate cloud costs for migration targets with resource sizing and optimization recommendations

devops514

cloud-cost-estimator

Estimate cloud costs across AWS, Azure, and GCP with pricing comparison

testing514

cloudformation-analyzer

Validate and analyze AWS CloudFormation templates for security and best practices

development514

cloud-security-testing

Multi-cloud security assessment and penetration testing capabilities. Execute Prowler/ScoutSuite assessments, analyze IAM policies, identify cloud misconfigurations, test permissions, and enumerate cloud resources across AWS/GCP/Azure.

testing514

cnc-programming

Expert skill for CNC programming and toolpath optimization using CAM software

tools514

csp

Content Security Policy configuration, nonces, and reporting.

testing514

codemod-generator

Generate automated code migration scripts (codemods)

development514

godot-development

Godot Engine integration skill for GDScript/C# development, scene composition, node management, and editor automation. Enables LLMs to interact with Godot Editor through MCP servers for asset manipulation, script generation, and automated workflows.

tools514

godot-physics

Godot physics skill for rigid bodies, areas, collision layers, and raycasting.

development514

code-sample-validator

Extract, validate, and test code samples in documentation. Verify syntax, execute samples, check outputs, validate imports, and ensure code samples are up-to-date with current APIs.

development514

code-signing-setup

Configure code signing for macOS and Windows binaries with notarization.

development514

color-palette-generator

Generate accessible color palettes with WCAG compliance

tools514

gog-sdk

GOG Galaxy SDK skill for achievements.

development514

Google Play Console

Google Play Store publishing and management expertise

development514

commander-js-scaffolder

Generate Commander.js CLI project structure with TypeScript, commands, options, and best practices. Creates a complete scaffolded CLI application ready for development.

tools514

comparative-religion-analysis

Conduct phenomenological comparison of religious traditions, beliefs, practices, and institutions while maintaining methodological neutrality and scholarly rigor

development514

compatibility-test-matrix

Multi-version, multi-platform SDK compatibility testing

development514

Computer Vision Skill

Specialized skill for robot vision including feature detection, tracking, and camera calibration

testing514

config-migration-generator

Generate configuration file migration utilities for version upgrades.

databases514

confluence-docs

Atlassian Confluence integration for enterprise documentation. Create and update pages via API, manage spaces and permissions, handle content migration, and sync between Markdown and Confluence.

development514

connected-papers-mapper

Citation graph exploration for discovering related work through visual graph traversal

testing514

console-performance

Console optimization skill for memory constraints and TCRs.

data-ai514

contact-angle-analyzer

Wettability analysis skill for surface energy characterization and hydrophobicity/hydrophilicity assessment

testing514

container-security-scanner

Container image and Kubernetes security scanning for CVEs, misconfigurations, and compliance

testing514

unreal-development

Unreal Engine integration skill for C++/Blueprint development, actor lifecycle management, plugin development, and editor automation. Enables LLMs to interact with Unreal Editor through MCP servers for level manipulation, Blueprint generation, and automated workflows.

tools514

doe-optimizer

Skill for optimizing experimental designs using DOE principles

testing514

plugin-manifest-schema

Define plugin manifest schema with versioning and dependency declarations.

tools514

fatigue-analysis

Specialized skill for fatigue life assessment and durability prediction under cyclic loading conditions

tools514

process-planning

Skill for manufacturing process planning including operation sequencing and work instructions

testing514

tolerance-stackup

Skill for dimensional tolerance analysis and stack-up calculations

research514

fluorescence-spectroscopy-analyzer

Fluorescence spectroscopy skill for quantum dot characterization, FRET measurements, and photoluminescence analysis

research514

lammps-md-executor

LAMMPS molecular dynamics skill for nanoscale system simulation with force field management

tools514

raman-spectroscopy-analyzer

Raman spectroscopy skill for molecular fingerprinting, structural characterization, and chemical identification of nanomaterials

tools514

targeting-ligand-designer

Active targeting skill for designing and validating nanoparticle targeting strategies

content-media514

comsol-multiphysics-modeler

COMSOL finite element skill for multiphysics simulations including electromagnetics, heat transfer, and fluid dynamics

data-ai514

qrng-generator

Quantum random number generation skill for cryptographic applications

tools514

qubit-mapper

Qubit mapping and routing skill for hardware topology optimization

tools514

statevector-simulator

Full state vector simulation skill for exact quantum circuit evaluation

testing514

stim-simulator

Clifford circuit simulation skill using Stim for error correction studies

tools514

checklist-validator

Skill for validating research against reporting checklists

testing514

elicit-research-assistant

AI-assisted literature review for question-answering over papers and evidence synthesis

testing514

interactive-dashboard-builder

Skill for building interactive data dashboards

development514

latex-document-compiler

Skill for compiling and managing LaTeX documents

development514

osf-workflow-integrator

Skill for integrating with Open Science Framework workflows

development514

replication-feasibility-assessor

Skill for assessing feasibility of study replication

research514

semantic-scholar-search

Academic literature search using Semantic Scholar API for citation-aware paper discovery

development514

zotero-reference-manager

Reference management for bibliography organization, annotation sync, and citation formatting

development514

dialogue-crafting

Create character-specific dialogue with distinct voices, subtext, and naturalistic speech patterns

testing514

scene-writing

Write individual screenplay scenes with proper industry formatting, visual action, and dramatic structure

development514

shot-composition

Plan camera angles, movements, shot sizes, and visual design for cinematic storytelling

testing514

video-prompt-engineering

Optimize prompts for AI video generation platforms including Sora, Runway, Pika, and Kling

data-ai514

production-guidance

Provide detailed production specifications including instrumentation, arrangement, mix characteristics, effects, and era-specific production aesthetics

testing514

learning-analytics-interpretation

Analyze learner data from LMS reports, assessments, and engagement metrics to identify patterns and inform instructional decisions

testing514

learning-objectives-writing

Write measurable, SMART learning objectives using Bloom's Taxonomy cognitive levels aligned with desired outcomes and assessment strategies

documentation514

lms-configuration-administration

Configure learning management system settings, user roles, course templates, gradebooks, and third-party integrations

tools514

care-transition-coordination

Manage care transitions between settings including discharge planning, medication reconciliation, follow-up scheduling, and post-acute care coordination

testing514

medical-coding-audit

Review clinical documentation and assigned codes for accuracy, compliance, and optimization, identifying documentation improvement opportunities and coding errors

tools514

workforce-demand-forecasting

Project healthcare workforce requirements based on patient volume trends, acuity levels, productivity standards, and skill mix optimization

tools514

citation-scholarly-apparatus

Format citations, footnotes, and bibliographies following Chicago, MLA, and disciplinary style guides with accuracy

development514

oral-history-interview-technique

Conduct life history and testimonial interviews with appropriate prompting, active listening, and trauma-informed approaches

testing514

philosophical-writing-argumentation

Compose clear, rigorous philosophical prose with well-structured arguments, anticipation of objections, and proper scholarly engagement with existing literature

development514

socratic-dialogue-facilitation

Lead philosophical inquiry through structured questioning, elicit assumptions, expose contradictions, and guide interlocutors toward deeper understanding

testing514

causal-inference-methods

Apply propensity score methods, instrumental variables, difference-in-differences, and regression discontinuity designs for causal identification

content-media514

freertos-integration

Expert skill for FreeRTOS configuration, debugging, and optimization

development514

jtag-swd-debug

Deep integration with JTAG/SWD debug probes for hardware-level debugging and flash programming

development514

memory-analysis

Embedded memory analysis, optimization, and leak detection

research514

unity-ceedling-test

Embedded unit testing with Unity framework and CMock

testing514

wireless-protocols

Embedded wireless protocol implementation (LoRa, Zigbee, Thread, Matter)

tools514

axi-protocol

Expert skill for AMBA AXI protocol implementation and verification in FPGA designs

content-media514

hls-cpp-to-rtl

Expert skill for C/C++ to RTL conversion using High-Level Synthesis tools

tools514

memory-interfaces

Expert skill for on-chip and external memory interface design in FPGAs

content-media514

place-and-route

Expert skill for FPGA place and route optimization and physical implementation

tools514

adaptive-music

Adaptive music skill for horizontal/vertical resequencing and stingers.

testing514

blender-integration

Blender to engine pipeline skill for GLTF/FBX export.

devops514

cloth-simulation

Cloth physics skill for softbody dynamics and constraint systems.

data-ai514

construct

Construct 3 visual programming skill for rapid prototyping and 2D game development.

development514

dedicated-server

Dedicated server skill for deployment, scaling, and orchestration.

devops514

defold

Defold engine skill for Lua scripting and cross-platform mobile development.

development514

enet

ENet reliable UDP skill for channels and packet fragmentation.

data-ai514

fluid-simulation

Water physics skill for fluid dynamics and buoyancy systems.

tools514

glsl

GLSL shader programming skill for OpenGL/Vulkan, fragment and vertex shaders.

data-ai514

godot-2d

Godot 2D game development skill for tilemaps, pixel-perfect rendering, and 2D physics.

development514

mobile-ads

Ad mediation skill for rewarded video.

content-media514

pbr-rendering

Physically-based rendering skill for BRDF models and material workflows.

data-ai514

post-processing

Post-processing skill for bloom, DOF, motion blur, color grading, and TAA.

tools514

procedural-generation

Procedural level generation skill for PCG algorithms.

development514

remote-config

Remote configuration skill for feature flags.

tools514

state-sync

State synchronization skill for delta compression and interpolation.

tools514

substance

Substance Painter/Designer skill for baking and material export.

data-ai514

trail-effects

Trail renderer skill for motion trails.

data-ai514

unity-addressables

Unity Addressables asset management skill for remote catalogs, content updates, asset bundles, and memory-efficient asset loading.

testing514

unity-development

Unity Engine integration skill for project setup, C# scripting, scene management, prefab creation, and editor automation. Enables LLMs to interact with Unity Editor through MCP servers for asset manipulation, script generation, and automated workflows.

tools514

unity-profiler

Unity Profiler skill for performance analysis, frame debugging, memory profiling, and optimization workflows.

development514

unity-urp

Universal Render Pipeline configuration skill for Unity, including custom shaders, lighting setup, post-processing effects, and render feature development.

development514

unreal-cpp

Unreal Engine C++ programming skill for UCLASS macros, reflection system, garbage collection, and engine integration.

tools514

unreal-materials

Unreal Engine Material Editor skill for PBR workflows, material instances, shader complexity, and material functions.

tools514

utility-ai

Utility AI skill for scoring functions and decision making.

tools514

unified-memory

Expert skill for CUDA Unified Memory and memory prefetching optimization. Configure managed memory allocations, implement memory prefetch strategies, handle page fault analysis, configure memory hints and advise, profile unified memory migration, optimize for oversubscription scenarios, and compare managed vs explicit memory.

testing514

process-validator

Validate process JS files for correct SDK patterns, task definitions, syntax, and quality gate implementation.

development514

specialization-validator

Validate specialization completeness across all 7 phases, score each phase, identify gaps, and generate validation reports.

testing514

deep-linking

Universal links and deep linking skill for implementing iOS Universal Links, Android App Links, custom URL schemes, and deferred deep linking across mobile platforms.

tools514

Firebase Mobile

Firebase backend services integration for mobile apps

development514

iOS Persistence (Core Data/Realm)

Specialized skill for iOS local data persistence solutions

testing514

Mobile Performance Profiling

Mobile app performance analysis and optimization

research514

Mobile Testing Frameworks

Comprehensive mobile testing framework expertise

development514

React Native Development

Deep integration with React Native ecosystem for cross-platform mobile development

development514

grpc-protocol

Expert skill for gRPC protocol implementation, debugging, and performance optimization

development514

network-simulation

Skill for network condition simulation, emulation, and chaos engineering

tools514

network-testing

Comprehensive network testing, benchmarking, and performance validation skill

testing514

tls-security

Expert skill for TLS/SSL implementation and certificate management. Generate and validate TLS configurations, create and manage X.509 certificates, analyze cipher suite security, debug TLS handshake failures, and implement certificate pinning.

development514

GTM Strategy

Go-to-market planning and execution capabilities for product launches

development514

OKR Planning

Objectives and Key Results planning, tracking, and alignment capabilities

tools514

zbmath-interface

Interface with zbMATH Open database

data-ai514

user-research-synthesis

Specialized skill for synthesizing qualitative user research into actionable insights. Analyzes interview transcripts, extracts patterns and themes, identifies pain points, creates affinity diagrams, and generates persona attributes from research data.

testing514

user-story-generator

Generate and validate user stories from various inputs including requirements, research, and feature descriptions. Apply INVEST criteria validation, create acceptance criteria, split large stories, and convert between story formats.

development514

uvm-methodology

Deep expertise in Universal Verification Methodology (IEEE 1800.2) for FPGA verification

tools514

vasp-dft-calculator

VASP DFT calculation skill for electronic structure, band structures, and materials property predictions

tools514

vasp-dft-executor

VASP DFT calculation skill for electronic structure, geometry optimization, and property prediction of nanomaterials

tools514

vehicle-physics

Vehicle simulation skill for wheel colliders, suspension, and aerodynamics.

tools514

vendor-risk-monitor

Continuous vendor security monitoring for security ratings, breach notifications, and risk change detection

testing514

vitest

Vitest configuration, mocking, coverage, snapshot testing, and performance.

testing514

vhdl-language

Deep expertise in VHDL language constructs, IEEE 1076 standard compliance, and synthesis coding guidelines. Expert skill for generating synthesizable VHDL code.

development514

viper-go-setup

Set up Viper for Go configuration management with file, env, and flag binding.

development514

warp-primitives

Warp-level programming and SIMD optimization. Use warp shuffle instructions, voting functions, cooperative groups, warp-synchronous algorithms, and minimize warp divergence for optimal GPU performance.

development514

websocket

Specialized skill for WebSocket protocol implementation and testing. Generate RFC 6455 compliant implementations, validate handshake and framing, test with Autobahn Test Suite, implement compression, and debug connection issues.

development514

welding-qualification

Skill for welding procedure development and qualification per AWS and ASME codes

development514

wwise

Wwise integration skill for sound banks, RTPC, and interactive music.

tools514

xbox-gdk

Xbox GDK skill for achievements and certification.

tools514

xrd-crystallography-analyzer

X-ray Diffraction skill for crystal structure, phase identification, and crystallite size analysis of nanomaterials

research514

yaml-json-toml-loader

Generate multi-format configuration file loaders for YAML, JSON, and TOML formats.

development514

yargs-scaffolder

Generate Yargs-based CLI applications with commands, positional args, middleware, and TypeScript support. Creates a complete scaffolded CLI application with modern patterns.

tools514

zbrush

ZBrush skill for decimation and normal map baking.

testing514

pymatching-decoder

Minimum-weight perfect matching decoder skill for surface code error correction

development514

pyscf-interface

PySCF quantum chemistry interface for classical electronic structure calculations

tools514

nanoparticle-synthesis-optimizer

Synthesis parameter optimization skill for metal, semiconductor, and oxide nanoparticle production with automated protocol generation and reproducibility validation

testing514

pyzx-simplifier

ZX-calculus based circuit simplification skill for advanced quantum circuit optimization

testing514

qec-code-builder

Quantum error correction code implementation skill for fault-tolerant quantum computing

development514

sem-eds-analyzer

Scanning Electron Microscopy with Energy Dispersive X-ray Spectroscopy skill for morphology and elemental analysis

research514

delphes-fast-simulator

Delphes fast detector simulation skill for phenomenological studies and BSM searches

tools514

gromacs-biosim-runner

GROMACS molecular dynamics skill specialized for biomolecular systems, protein simulations, and free energy calculations

testing514

kwant-quantum-transport

Kwant quantum transport skill for mesoscopic physics, scattering matrix calculations, and nanostructure modeling

data-ai514

bash-script-template

Generate bash script templates with best practices including error handling, argument parsing, logging, and portability considerations.

tools514

cobra-scaffolder

Generate Cobra/Viper-based Go CLI applications with persistent flags, subcommands, and configuration management. Creates production-ready Go CLI with modern patterns.

tools514

meep-fdtd-simulator

MEEP electromagnetic FDTD simulation skill for photonic devices, metamaterials, and waveguides

development514

mcp-mock-client

Create mock MCP client for server testing with request/response simulation.

tools514

mutually-exclusive-group-handler

Generate logic for handling mutually exclusive argument groups with clear error messages and validation in CLI applications.

tools514

oclif-scaffolder

Generate oclif CLI framework projects with plugin support, topics, hooks, and TypeScript. Creates enterprise-grade CLI applications with extensibility.

tools514

pkg-binary-builder

Configure pkg for Node.js binary builds with asset bundling and cross-platform targets.

development514

api-inventory-scanner

Discover and document existing API endpoints from code, logs, and traffic analysis

development514

scipy-optimization-toolkit

SciPy scientific computing skill for numerical optimization, integration, and signal processing in physics

tools514

characterization-test-generator

Generate characterization tests to capture and verify existing behavior before migration

testing514

sympy-computer-algebra

Symbolic computation using SymPy for Python-based mathematical analysis

development514

gdt-drawing

Specialized skill for geometric dimensioning and tolerancing specification per ASME Y14.5 and ISO 1101

testing514

material-selection

Systematic material selection using Ashby methodology and performance indices

tools514

mechanism-design

Skill for mechanism kinematics, dynamics, and motion analysis

content-media514

pressure-vessel

Skill for pressure vessel design and analysis per ASME BPVC

content-media514

test-correlation

Skill for correlating test results with analytical predictions and model validation

testing514

test-planning

Skill for comprehensive mechanical test plan development and execution support

development514

vibration-analysis

Expert skill for modal analysis, frequency response, and vibration characterization of mechanical systems

research514

characterization-workflow-orchestrator

Workflow automation skill for orchestrating multi-technique characterization sequences

tools514

wannier90-tight-binding

Wannier90 skill for maximally localized Wannier functions and tight-binding model construction

data-ai514

cleanroom-metrology-controller

Nanofabrication metrology skill for process control with CD-SEM, ellipsometry, and profilometry

tools514

colloidal-stability-analyzer

Colloidal stability assessment skill for evaluating nanoparticle dispersion stability through zeta potential, aggregation kinetics, and shelf-life prediction

tools514

comsol-multiphysics-executor

COMSOL Multiphysics skill for continuum-scale nanomaterial and device modeling

development514

zemax-optical-designer

Zemax optical design skill for lens systems, imaging optics, and tolerancing analysis

testing514

cvd-pvd-process-controller

Chemical/Physical Vapor Deposition skill for thin film and nanostructure deposition optimization

tools514

drug-encapsulation-optimizer

Drug delivery formulation skill for optimizing drug loading, encapsulation efficiency, and release kinetics

testing514

graphviz-renderer

Render Graphviz DOT graphs to images with multiple layout algorithms

development514

argument-validator-generator

Generate argument validation logic with type coercion, constraints, custom validators, and helpful error messages for CLI applications.

tools514

bats-test-scaffolder

Generate BATS test structure and fixtures for shell script testing with setup/teardown, assertions, and mocking.

testing514

chalk-styling-system

Create consistent chalk-based color and styling system for CLI output with themes, semantic colors, and formatting utilities.

tools514

cross-platform-path-handler

Generate cross-platform path handling utilities for Windows, macOS, and Linux compatibility in CLI applications.

tools514

dotenv-integration

Integrate dotenv for environment variable loading with validation and type coercion.

testing514

encoding-handler

Handle text encoding across platforms including UTF-8, Windows codepages, and BOM handling.

development514

env-var-mapper

Generate environment variable to CLI argument mapping with prefix support, type conversion, and fallback chains for configuration.

tools514

goreleaser-setup

Set up goreleaser for Go release automation with cross-compilation and publishing.

tools514

plugin-sandbox-setup

Configure plugin sandboxing with vm2 or isolated-vm for secure plugin execution.

tools514

pyinstaller-config

Configure PyInstaller for Python binary builds with spec files and bundling options.

development514

shell-completion-generator

Generate shell completion scripts for bash, zsh, and fish from CLI command definitions. Creates intelligent completions with argument suggestions, file completions, and dynamic values.

tools514

scale-up-process-analyzer

Process engineering skill for analyzing and optimizing nanomaterial synthesis scale-up from lab to production

tools514

uv-vis-nir-analyzer

UV-Vis-NIR spectroscopy skill for optical property characterization including plasmon resonance and bandgap analysis

research514

xps-surface-analyzer

X-ray Photoelectron Spectroscopy analysis skill for surface composition, chemical state, and depth profiling

research514

emcee-mcmc-sampler

emcee MCMC skill for Bayesian parameter estimation and posterior sampling in physics applications

tools514

lammps-md-simulator

LAMMPS molecular dynamics simulation skill for atomistic simulations, force field setup, and large-scale parallel computations

tools514

lighthouse

Performance and accessibility auditing using Google Lighthouse. Measure Core Web Vitals, accessibility scores, SEO, and best practices. Generate reports and track performance budgets.

development514

pymc-bayesian-modeler

PyMC probabilistic programming skill for hierarchical Bayesian models in physics data analysis

data-ai514

tket-compiler

Cambridge Quantum (Quantinuum) t|ket> compiler skill for platform-independent circuit optimization

development514

vqc-trainer

Variational quantum classifier training skill with gradient optimization

data-ai514

pubmed-literature-miner

Biomedical literature mining using PubMed/MEDLINE for systematic review support

tools514

time-series-analyzer

Skill for time series analysis and forecasting

research514

storyboard-prompting

Generate detailed image prompts for storyboard frames optimized for Midjourney, DALL-E, and Stable Diffusion

data-ai514

world-building

Design settings, locations, props, costumes, and production elements for film/TV with visual consistency

development514

album-conceptualization

Develop cohesive album concepts including themes, motifs, sonic palettes, narrative arcs, track sequencing, and visual direction for unified album experiences

development514

arts-advocacy-communication

Craft persuasive advocacy messages, coordinate coalition building, and engage with policymakers to advance arts funding and cultural policy priorities

development514

collection-documentation

Create and maintain comprehensive collection records including cataloging, photography, condition documentation, and database management following AAM/ICOM standards

documentation514

clinical-decision-support-rules

Develop and maintain clinical decision support rules including alerts, reminders, order sets, and evidence-based recommendations within EHR systems

tools514

patient-safety-event-analysis

Investigate patient safety events using RCA, FMEA, and other systematic analysis methods to identify contributing factors and develop corrective actions

development514

openapi

OpenAPI/Swagger specification, code generation, documentation, and validation.

development514

regulatory-compliance-assessment

Evaluate organizational compliance with healthcare regulations including HIPAA, CMS Conditions of Participation, and accreditation standards through gap analysis and audit procedures

testing514

gis-mapping-humanities

Create spatial visualizations and geographic analyses for historical and cultural research questions using QGIS/ArcGIS

research514

literary-close-reading

Perform systematic textual analysis identifying patterns in language, imagery, narrative structure, and rhetorical devices

development514

research-ethics-irb-navigation

Prepare ethics applications, develop informed consent protocols, and navigate institutional review processes for human subjects research

development514

tei-text-encoding

Encode texts following Text Encoding Initiative standards for digital editions, annotations, and scholarly apparatus

development514

sse

Server-Sent Events implementation, streaming patterns, and real-time updates.

tools514

timing-constraints

Expert skill for developing and validating timing constraints. Writes SDC (Synopsys Design Constraints) and XDC files for FPGA timing closure.

development514

fallacy-detection-analysis

Identify formal and informal logical fallacies in arguments, classify fallacy types, and explain precisely why reasoning fails with reference to logical principles

testing514

scholarly-literature-synthesis

Survey, analyze, and synthesize philosophical literature on topics, identify major positions, trace debates, and locate gaps in scholarly discourse

tools514

thought-experiment-design

Construct, analyze, and evaluate philosophical thought experiments to test intuitions, reveal conceptual commitments, and probe theoretical implications

testing514

ethnographic-research

Conduct participant observation, fieldwork, immersion, and thick description documentation in diverse cultural settings

testing514

policy-communication

Translate research findings into accessible policy briefs, presentations, and stakeholder communications

content-media514

research-ethics-irb

Navigate institutional review board processes, informed consent, confidentiality, and ethical considerations in human subjects research

research514

arm-cortex-m

Deep expertise in ARM Cortex-M architecture and peripherals

tools514

embedded-docs

Embedded firmware documentation generation and maintenance using Doxygen and related tools. Expert skill for API documentation, hardware interface documentation, memory maps, and integration with documentation systems.

tools514

motor-control

Motor control algorithms and driver implementation

development514

fsm-design

Specialized skill for finite state machine design and optimization in FPGAs

testing514

rtl-linting

RTL code quality checking and linting. Runs lint rules, identifies synthesis issues, detects inferred latches, and generates lint reports with waivers.

development514

verilog-sv-language

Expert-level Verilog and SystemVerilog knowledge following IEEE 1800 standards. Generates synthesizable RTL code with proper coding styles and constructs.

development514

anti-cheat

Anti-cheat skill for server validation and cheat detection.

tools514

audio-dsp

Audio DSP skill for filters and real-time processing.

content-media514

character-physics

Character controller skill for movement physics and platformer mechanics.

tools514

compute-shaders

GPU compute programming skill for parallel algorithms and data processing.

development514

dialogue-ai

Dialogue system skill for branching conversations and response generation.

data-ai514

forward-rendering

Forward+ and clustered rendering skill for transparency handling.

tools514

godot-networking

Godot multiplayer skill for high-level networking API, RPCs, and peer-to-peer networking.

development514

gamemaker

GameMaker Studio skill for GML scripting and 2D game patterns.

data-ai514

godot-csharp

Godot C# programming skill for .NET integration, scripting patterns, and performance optimization.

development514

godot-gdscript

GDScript programming skill for Godot Engine, including signals, coroutines, and performance optimization.

development514

godot-shaders

Godot shading language skill for visual shaders, custom rendering, and material effects.

development514

houdini

Houdini Engine skill for procedural assets and HDA deployment.

devops514

lag-compensation

Lag compensation skill for client-side prediction and rollback.

tools514

menu-systems

Menu skill for navigation and settings.

tools514

navmesh

Navigation mesh generation and pathfinding skill for game AI. Enables creation and configuration of navigation meshes, pathfinding queries, dynamic obstacles, and navigation agent setup across Unity, Unreal, and Godot engines.

development514

p2p-networking

Peer-to-peer networking skill for NAT punch-through and relay servers.

tools514

phaser

Phaser.js 2D game development skill for web games, arcade physics, and web deployment.

development514

physics-engine

Physics engine integration skill for rigid body dynamics and collision detection.

tools514

procedural-audio

Procedural sound skill for synthesis and dynamic sound design.

content-media514

root-motion

Root motion skill for movement sync.

tools514

shadow-techniques

Shadow mapping skill for cascaded shadows, contact hardening, and optimization.

tools514

zod

Zod schema validation and type inference.

databases514

steam-sdk

Steamworks skill for achievements and cloud saves.

development514

terrain

Terrain skill for heightmaps, splatmaps, and vegetation.

data-ai514

tile-based

Tile-based level design skill for autotiling.

content-media514

unity-cinemachine

Unity Cinemachine skill for virtual cameras, procedural camera control, and cinematic sequences.

testing514

unity-ecs

Unity DOTS/ECS skill for data-oriented design, jobs system, burst compiler optimization, and high-performance gameplay systems.

development514

unity-physics

Unity Physics skill for collision detection, rigidbody dynamics, raycasting, and physics configuration.

databases514

unity-ui-toolkit

Unity UI Toolkit skill for runtime UI development, USS styling, UXML templates, and custom visual elements.

tools514

unreal-blueprint

Unreal Engine Blueprint visual scripting skill for macros, functions, event graphs, and rapid prototyping.

development514

unreal-chaos

Unreal Engine Chaos physics skill for destruction, vehicle simulation, and cloth physics.

tools514

voice-chat

Voice chat skill for echo cancellation and codec optimization.

development514

unreal-gamesframework

Unreal Engine Gameplay Ability System (GAS) skill for attributes, abilities, and gameplay effects.

development514

unreal-lumen

Unreal Engine Lumen skill for global illumination, reflections, and dynamic lighting.

tools514

world-composition

Large world streaming skill for world partition.

tools514

unreal-metasounds

Unreal Engine MetaSounds skill for procedural audio, real-time synthesis, and advanced audio graphs.

content-media514

unreal-nanite

Unreal Engine Nanite skill for virtualized geometry, mesh streaming, and LOD-free workflows.

tools514

unreal-networking

Unreal Engine networking skill for replication, RPCs, relevancy, and dedicated server architecture.

tools514

unreal-sequencer

Unreal Engine Sequencer skill for cinematics, camera cuts, and in-game cutscenes.

testing514

hip-rocm

AMD HIP and ROCm ecosystem for cross-platform GPU development. Execute hipify conversion tools, generate HIP-compatible kernel code, handle CUDA/HIP API differences, configure ROCm toolchain, and profile with rocprof.

tools514

vulkan-compute

Vulkan compute shader development and pipeline configuration. Generate GLSL/HLSL compute shaders, compile to SPIR-V, configure compute pipelines, manage descriptor sets and resource bindings, implement memory barriers and synchronization.

development514

process-generator

Generate process JS files following Babysitter SDK patterns including task definitions, quality gates, breakpoints, and proper io configuration.

development514

skill-generator

Generate SKILL.md files with proper YAML frontmatter, capabilities documentation, and usage examples following Babysitter SDK conventions.

development514

Fastlane/Mobile CI-CD

Automated mobile build, test, and deployment with Fastlane

development514

Flutter/Dart Development

Specialized skill for Flutter app development and Dart programming

development514

Mobile Offline Storage

Cross-platform offline-first data management

data-ai514

Swift/SwiftUI Development

Expert skill for native iOS development with Swift and SwiftUI

development514

protocol-fuzzer

Expert skill for protocol fuzzing, vulnerability discovery, and security testing

testing514

socket-programming

Deep integration with socket APIs for TCP/UDP programming across platforms. Execute socket operations, analyze socket options and buffer configurations, debug connection states, and generate optimized socket code for different I/O models.

development514

gatling-load-testing

Expert skill for Gatling simulation development, load test execution, and performance analysis. Write Gatling simulations in Scala DSL, configure injection profiles and feeders, define assertions, analyze HTML reports, and integrate with Gatling Enterprise.

development514

Competitive Intelligence

Deep competitive analysis and market monitoring capabilities for product strategy

research514

Feature Flagging

Feature flag configuration and rollout planning for controlled releases

tools514

Persona Development

Create and maintain user personas from research data for product targeting

development514

Stakeholder Communication

Generate stakeholder-specific communications and presentations for product updates

testing514

Lexer Generator

Expert skill for generating and hand-writing lexers using DFA-based, table-driven, and recursive approaches

tools514

Language Server Protocol

Expert skill for implementing Language Server Protocol servers with full IDE feature support

tools514

Allure Test Reporting

Allure test reporting framework for comprehensive test result visualization

development514

Cucumber BDD Testing

Cucumber/Gherkin BDD testing for behavior-driven development workflows

development514

k6 Performance Testing

k6 load testing expertise for performance validation and analysis

testing514

test-data-generation

Synthetic test data generation and management using Faker.js and similar tools. Generate realistic test data, create data factories, implement database seeding, and manage test data anonymization.

tools514

Calibration Tools Skill

Sensor and robot calibration using specialized robotics calibration tools

tools514

changelog-generator

Automated changelog generation from commits and PRs

documentation514

cli-framework-builder

Build command-line interfaces for SDK interaction

tools514

csharp-sdk-specialist

C#/.NET SDK development with async patterns

development514

developer-portal-builder

Build unified developer portals with Backstage or custom frameworks

development514

error-code-catalog

Manage and document SDK error codes and messages

development514

graphql-schema-designer

GraphQL schema design and optimization with federation support

content-media514

idp-configurator

Configure Internal Developer Platform (IDP) components

development514

jwt-handler

JWT creation, validation, and management for SDK authentication

development514

middleware-chain-designer

Design middleware and interceptor chains for SDK extensibility

development514

package-publisher

Publish packages to language-specific registries

testing514

sdk-init-generator

Generate SDK initialization wizards and scaffolding

development514

smithy-sdk-generator

AWS Smithy-based SDK generation for enterprise-grade APIs

development514

typespec-sdk-generator

Microsoft TypeSpec-based API and SDK generation

development514

pci-dss-compliance-automator

PCI DSS compliance assessment and reporting for cardholder data protection, SAQ automation, and ASV scan orchestration

tools514

sast-analyzer

Static Application Security Testing orchestration and analysis. Execute Semgrep, Bandit, ESLint security plugins, CodeQL, and other SAST tools. Parse, prioritize, and deduplicate findings across multiple tools with remediation guidance.

tools514

code-complexity-analyzer

Analyze code complexity metrics including cyclomatic complexity, code smells, and technical debt

development514

dependency-graph-generator

Generate module dependency graphs with circular dependency detection and coupling metrics

testing514

openapi-validator

Validate OpenAPI specifications for correctness, security, and best practices

development514

security-scanner

Run security scans including SAST, dependency scanning, and secret detection

testing514

tracing-schema-generator

Generate distributed tracing schemas for OpenTelemetry with Jaeger/Zipkin integration

testing514

animation-spec

Generate animation specifications, easing curves, and motion design documentation

testing514

component-inventory

Audit and inventory existing UI components in a codebase

development514

heatmap-analysis

Analyze user interaction heatmaps for attention patterns and click behavior

tools514

prototype-interaction

Define and document prototype interactions, transitions, and hotspots

documentation514

user-flow-diagram

Generate user flow diagrams and flowcharts using Mermaid and other formats

development514

analytics

Google Analytics 4, tag management, and event tracking.

development514

apollo-server

Apollo Server configuration, plugins, caching, federation, and performance optimization.

tools514

caching

HTTP caching, service workers, cache invalidation, and CDN configuration.

tools514

cypress

Cypress testing patterns, custom commands, component testing, and CI integration.

testing514

design-tokens

Design token management, generation, and multi-platform support.

content-media514

docker-web

Docker containerization for web apps, multi-stage builds, and optimization.

development514

drizzle

Drizzle ORM patterns, migrations, type-safe queries, and database schema design.

data-ai514

express

Express.js middleware patterns, routing, error handling, security, and production best practices.

testing514

fastify

Fastify plugins, hooks, validation, serialization, and performance optimization patterns.

tools514

github-actions-web

GitHub Actions for web app CI/CD, testing, and deployment.

development514

image-optimization

Image formats, responsive images, lazy loading, and CDN integration.

development514

jest

Jest configuration, mocking strategies, snapshot testing, and coverage.

testing514

jwt

JWT implementation, token management, refresh patterns, and security.

testing514

lit

Web Components development with Lit including custom elements, reactive properties, shadow DOM, and interoperability.

development514

msw

Mock Service Worker API mocking, request handlers, and integration testing.

development514

nextauth

NextAuth.js (Auth.js) configuration including providers, adapters, session management, callbacks, and JWT handling.

tools514

nextjs

Next.js specific patterns including App Router, React Server Components, Server Actions, streaming, caching, and Vercel deployment.

development514

nuxt

Nuxt 3 patterns including Nitro server, auto-imports, modules, hybrid rendering, and full-stack development.

development514

rest-api-design

RESTful API design principles, versioning, pagination, HATEOAS, and documentation.

development514

seo

Technical SEO, structured data, sitemaps, and meta tags.

data-ai514

styled-components

Styled Components theming, variants, SSR support, and patterns.

tools514

typescript

TypeScript configuration, strict mode, generics, and type utilities.

development514

vite

Vite configuration, plugins, optimization, HMR, and build customization.

tools514

vue-development

Vue 3 development with Composition API, reactivity system, component patterns, TypeScript integration, and best practices.

development514

wcag

WCAG 2.1/2.2 compliance, auditing, and remediation.

testing514

web-security

OWASP Top 10, security headers, CSP, XSS prevention, and vulnerability prevention.

development514

webpack

Webpack configuration, module federation, loaders, plugins, and optimization.

tools514

websocket

WebSocket implementation, connection management, scaling patterns, and real-time features.

development514

yaml

YAML configuration for CI/CD, Docker Compose, and Kubernetes.

testing514

assimilate

Assimilate an external methodology, repo, spec, or process into a Babysitter workflow.

tools514

forever

Run Babysitter in recurring or continuous workflow mode.

tools514

doctor

Diagnose Babysitter run health, integration issues, or orchestration failures.

documentation514

issue

Run an issue-centric Babysitter workflow.

tools514

plan

Plan a Babysitter workflow without executing the run.

tools514

project-install

Install the Babysitter Codex workspace integration into the current project.

development514

plan

Plan a Babysitter workflow without executing the run.

tools514

user-install

Install the user-level Babysitter Codex setup.

development514

yolo

Run Babysitter autonomously with minimal manual interruption.

tools514

retrospect

Summarize or retrospect on one or more completed Babysitter runs.

tools514

retrospect

Summarize or retrospect on one or more completed Babysitter runs.

tools514

resume

Resume an existing Babysitter run from GitHub Copilot CLI.

tools514

babysitter

testing514

Customer Feedback Aggregation

Aggregate and analyze customer feedback from multiple sources for product insights

databases514

screenplay-formatting

Format screenplays to industry standard using Fountain markup for professional presentation

development514

babysit

testing514

doctor

Diagnose Babysitter run health, integration issues, or orchestration failures.

documentation514

protocol-analyzer

Serial protocol analysis and debugging for common embedded interfaces (I2C, SPI, UART)

development514

config-schema-validator

Generate Zod/JSON Schema configuration validators with defaults and error messages.

databases514

zephyr-rtos

Specialized skill for Zephyr RTOS development and configuration

development514

bioethics-deliberation

Apply bioethical principles (autonomy, beneficence, non-maleficence, justice) and case-based reasoning to healthcare decisions, research protocols, and clinical dilemmas

tools514

mcp-sdk-python-bootstrapper

Bootstrap MCP server with Python SDK, transport configuration, tool/resource handlers, and proper project structure.

tools514

contract-test-framework

Consumer-driven contract testing for SDK-API compatibility. Generate Pact consumer tests, verify provider contracts, configure Pact broker, and implement can-i-deploy checks.

development514

contrast-checker

Check color contrast ratios for WCAG compliance

testing514

cosmiconfig-setup

Set up cosmiconfig for hierarchical configuration loading from multiple sources and formats.

development514

cosmosis-parameter-estimator

CosmoSIS cosmological parameter estimation skill for MCMC sampling and likelihood analysis

research514

cover-art-prompting

Create detailed text-to-image prompts for album and song cover artwork optimized for Midjourney, DALL-E, and other AI image generators

data-ai514

critical-theory-application

Apply theoretical frameworks (postcolonial, feminist, Marxist, post-structuralist) to cultural texts and phenomena

development514

cross-env-setup

Configure cross-env for cross-platform environment variable setting in npm scripts and CLI commands.

tools514

css-precision-editor

Precision CSS/styling modifications for pixel-perfect adjustments with Tailwind, CSS Modules, and plain CSS support

development514

cublas-cudnn

Expert integration with NVIDIA GPU-accelerated math libraries. Configure cuBLAS tensor core operations, generate cuBLAS GEMM calls, integrate cuDNN layers, handle algorithm selection, and support mixed-precision operations.

development514

cuda-debugging

Expert skill for GPU debugging using CUDA-GDB and NVIDIA Compute Sanitizer. Detect memory errors, race conditions, uninitialized memory access, validate atomic operations, analyze kernel synchronization issues, and generate debugging reports with recommendations.

development514

cuda-graphs

Expert skill for CUDA Graph capture and optimization for reduced launch overhead. Capture CUDA operations into graphs, instantiate and execute graph instances, update graph node parameters, profile graph vs stream execution, design graph-friendly kernel patterns, and optimize launch latency for inference.

content-media514

meta-analysis-engine

Skill for conducting meta-analyses of research findings

research514

cuda-toolkit

Deep integration with NVIDIA CUDA toolkit for kernel development, compilation, and debugging. Execute nvcc compilation with optimization flags analysis, generate and validate CUDA kernel code, analyze PTX/SASS assembly output, and configure execution parameters.

tools514

cultural-policy-analysis

Analyze cultural policies, assess community cultural needs, and develop evidence-based recommendations for arts funding and cultural development

development514

curatorial-research

Conduct art historical research, provenance investigation, and scholarly analysis to inform exhibitions, acquisitions, and publications using primary and secondary sources

research514

curriculum-gap-analysis

Identify gaps, overlaps, and misalignments in curriculum coverage through systematic comparison with standards and learning progressions

data-ai514

cutlass-triton

High-performance kernel template libraries and DSLs. Generate CUTLASS GEMM configurations, implement Triton kernel definitions, configure epilogue operations, tune tile sizes and warp arrangements, and benchmark against cuBLAS.

data-ai514

Cypress E2E Testing

Expert Cypress testing framework integration for browser-based end-to-end testing

development514

cytotoxicity-assay-analyzer

Nanotoxicology skill for in vitro cytotoxicity assessment and cell viability analysis

testing514

dashboard-generator

Generate monitoring dashboards for Grafana and DataDog with alert integration

data-ai514

dast-scanner

Dynamic Application Security Testing execution and management. Configure and execute OWASP ZAP and Nuclei scans, run authenticated scanning, manage scan policies and scope, correlate findings with SAST results, and generate comprehensive vulnerability reports.

testing514

data-encoder

Classical data encoding skill for quantum machine learning applications

development514

data-versioning-manager

Skill for managing data versions and provenance

data-ai514

db-query-analyzer

Analyze database query performance with execution plans and index recommendations

data-ai514

Debugger Integration Skill

Advanced debugging integration for vulnerability research

development514

decal-systems

Decal projection skill for impact marks.

tools514

deferred-rendering

Deferred shading/lighting skill for G-buffer design and decals.

content-media514

dependency-scanner

Software Composition Analysis (SCA) and dependency vulnerability scanning. Scan npm, pip, maven, gradle dependencies. Check CVE databases, generate SBOM (CycloneDX, SPDX), identify license compliance issues, and track EPSS scores for prioritization.

testing514

design-review

Skill for formal design review preparation and execution (PDR/CDR)

content-media514

design-system-validator

Validate design system compliance in code and detect token usage violations

development514

design-token-transformer

Transform design tokens across multiple formats and platforms. Parse W3C design token format, transform to CSS/SCSS/JS/iOS/Android, handle token aliases and references, and generate documentation.

development514

destruction

Destructible environment skill for fracturing and debris systems.

tools514

dfm-review

Skill for design for manufacturing review and optimization

content-media514

diagram-generation

Multi-format diagram generation from text descriptions. Create Mermaid, PlantUML, D2, and Graphviz diagrams including flowcharts, sequence diagrams, architecture diagrams (C4), and data models.

development514

diataxis-doc-generator

Generate documentation following the Diataxis framework

development514

director-ai

AI Director skill for pacing control and dynamic difficulty.

testing514

distributed-caching

Expert skill for distributed cache design, implementation, and optimization using Redis and Memcached. Design cache architectures, configure eviction policies, implement caching patterns (cache-aside, write-through, write-behind), monitor cache performance, and optimize memory usage.

testing514

dls-particle-sizer

Dynamic Light Scattering skill for hydrodynamic size distribution and polydispersity analysis

research514

dns-protocol

Expert skill for DNS protocol implementation, configuration, and service discovery

tools514

docker-test-environments

Docker-based test environment management for isolated, reproducible test execution. Create Docker Compose environments, manage test containers, configure service dependencies, and integrate with CI/CD pipelines.

testing514

docs-accessibility

Documentation accessibility validation and remediation. Check WCAG 2.1 compliance, validate alt text, analyze heading hierarchy, verify color contrast, and generate accessibility reports.

testing514

docs-analytics

Documentation usage analytics and insights. Integrate with Google Analytics, Algolia analytics, and custom tracking to measure documentation effectiveness, identify content gaps, and optimize user journeys.

development514

docs-site-generator

Generate documentation sites using Docusaurus, MkDocs, or VuePress

documentation514

green-synthesis-evaluator

Sustainability assessment skill for evaluating and designing environmentally friendly nanomaterial synthesis routes

data-ai514

gpu-benchmarking

Expert skill for automated GPU performance benchmarking and regression detection. Design micro-benchmarks, measure kernel execution time with CUDA events, calculate achieved vs theoretical performance, generate comparison reports, detect regressions in CI/CD, and profile power/thermal characteristics.

testing514

gpu-memory-analysis

Specialized skill for GPU memory hierarchy analysis and optimization. Analyze memory access patterns, detect bank conflicts, optimize cache utilization, profile global memory bandwidth, and generate optimized memory access code patterns.

development514

doctor

Diagnose Babysitter run health, integration issues, or orchestration failures.

documentation514

docusaurus

Deep integration with Docusaurus for documentation site development. Configure projects, manage sidebars, versioning, i18n, develop plugins, and optimize builds for React-based documentation.

tools514

sphinx-docs

Sphinx documentation system expertise for technical and API documentation. Configure projects, autodoc for Python APIs, intersphinx for cross-project linking, extensions, and multiple output formats.

tools514

storybook-docs

Storybook integration for UI component documentation. Configure docs addon, generate component documentation from stories, write MDX documentation, and integrate with design systems.

documentation514

donor-relationship-management

Cultivate and steward donor relationships including prospect research, personalized engagement strategies, gift acknowledgment, and impact reporting

business514

doxygen-javadoc

Documentation generation for C, C++, and Java codebases using Doxygen and Javadoc. Extract API documentation from source code, generate cross-references, call graphs, and comprehensive technical documentation.

development514

dsa-process-controller

Directed Self-Assembly skill for block copolymer lithography and nanoparticle templating

tools514

ebl-process-controller

Electron Beam Lithography skill for high-resolution nanopatterning with dose optimization and proximity effect correction

tools514

economy-balancing

Virtual economy skill for currency balance.

testing514

Edge Deployment Skill

ML model optimization and deployment on robot edge devices (Jetson, embedded)

development514

effect-systems

Expert skill for designing and implementing algebraic effect systems including effect annotation, inference, handlers, polymorphism, and row-based effect typing.

data-ai514

elearning-storyboarding

Create detailed storyboards for interactive digital learning content specifying narration, visuals, interactions, and navigation

testing514

embedded-crypto

Embedded cryptographic operations and secure element integration. Expert skill for hardware crypto accelerators, secure key storage, TrustZone configuration, and side-channel attack mitigation.

development514

environmental-fate-modeler

Environmental nanosafety skill for modeling nanomaterial environmental fate and transport

data-ai514

Grammar Design

Expert skill for formal grammar design including disambiguation, precedence, and validation

content-media514

epics-control-system

EPICS control system skill for accelerator and beamline instrument control and monitoring

data-ai514

epic-sdk

Epic Online Services skill for launcher integration.

development514

Error Messages

Expert skill for designing and implementing high-quality compiler error messages

development514

eslint

ESLint configuration, custom rules, and plugin development.

tools514

ethical-framework-application

Apply multiple ethical frameworks (deontological, consequentialist, virtue ethics, care ethics) systematically to moral problems and generate reasoned recommendations

development514

ethnographic-coding-thematics

Code qualitative field data, identify emergent themes, and develop grounded interpretations using NVivo/Atlas.ti methodologies

development514

event-loop

Expert skill for high-performance event-driven I/O programming and optimization

tools514

evidence-justification-assessment

Evaluate epistemic warrant, assess evidence quality and relevance, apply epistemic standards appropriate to different domains, and identify sources of knowledge

testing514

exhibition-design

Plan and design exhibition layouts including spatial arrangement, object placement, lighting, graphics, and visitor flow optimization for diverse audiences

content-media514

experiment-planner-doe

Design of Experiments skill for systematic optimization of nanomaterial synthesis and processing

content-media514

gromacs-md-executor

GROMACS molecular dynamics skill for nanoparticle-biomolecule interaction simulations

tools514

facial-animation

Facial animation skill for blend shapes and lip sync.

testing514

fai-inspection

Skill for first article inspection planning and execution per AS9102

data-ai514

failure-analysis

Systematic failure analysis methodology for mechanical component failures

data-ai514

fea-structural

Deep integration with finite element analysis tools for structural simulation across static, dynamic, and nonlinear domains

tools514

FFI Design

Expert skill for designing and implementing foreign function interfaces to native code

development514

fib-mill-controller

Focused Ion Beam milling skill for site-specific nanofabrication and cross-section preparation

testing514

figma-api

Direct Figma API interactions for design asset management. Fetch files and components, extract design tokens, export images, manage comments, and access version history.

development514

flipbook

Flipbook texture skill for sprite sheets.

tools514

fmod

FMOD Studio integration skill for events, parameters, and mixing.

tools514

formal-logic-analysis

Apply propositional, predicate, and modal logic systems to formalize arguments, construct proofs, and evaluate validity using symbolic notation and truth tables

research514

grant-narrative-writing

Compose compelling research narratives for NEH, ACLS, and foundation funding proposals with clear significance statements

research514

grant-proposal-writing

Develop compelling funding proposals for foundations, government agencies, and corporations including narrative development, budget creation, and compliance documentation

development514

hardware-security

Hardware and embedded security research capabilities. Interface with JTAG debuggers, analyze SPI/I2C communications, dump and analyze firmware, support fault injection, side-channel analysis, and hardware exploitation research.

development514

hdl-simulation

Multi-simulator expertise for functional verification of FPGA designs

content-media514

health-check-endpoint

Implement health check and readiness endpoints for SDK consumers

development514

health-data-integration

Facilitate interoperability between health IT systems including EHR, HIE, and clinical decision support through HL7, FHIR, and other healthcare data standards

tools514

heat-exchanger-design

Specialized skill for heat exchanger sizing, rating, and optimization per TEMA standards including shell-and-tube, plate, and air-cooled configurations

testing514

help

Explain Babysitter GitHub Copilot CLI usage, modes, setup, or operational behavior.

tools514

help-text-formatter

Generate formatted help text with examples, descriptions, sections, and consistent styling for CLI applications.

tools514

hermeneutical-interpretation

Conduct systematic textual interpretation using historical-critical, literary, and phenomenological methods while attending to context, genre, and interpretive traditions

tools514

hlsl

HLSL shader programming skill for DirectX, compute shaders, and optimization.

tools514

homebrew-formula-generator

Generate Homebrew formula for CLI distribution on macOS and Linux.

tools514

homoglyph-detector

Byte-level Unicode homoglyph detection for identifying invisible character substitutions in code

development514

http-protocol

Deep HTTP/1.1, HTTP/2, and HTTP/3 protocol expertise for web protocol implementation and compliance

development514

hvac-design

Skill for HVAC system design and analysis per ASHRAE standards including load calculations, equipment selection, and energy efficiency analysis

testing514

iap

In-app purchases skill for receipt validation.

tools514

iminuit-statistical-fitter

iminuit statistical fitting skill for physics data analysis with proper error handling and profile likelihood

data-ai514

ftir-analyzer

Fourier Transform Infrared spectroscopy skill for molecular identification and surface functional group analysis

devops514

incident-forensics

Digital forensics and incident response capabilities. Analyze memory dumps with Volatility, parse filesystem artifacts, extract browser forensics, analyze Windows event logs, create forensic timelines, recover deleted files, and generate forensic reports.

testing514

ink-component-generator

Generate Ink (React for CLI) components for terminal UIs with hooks, state management, and layout components.

tools514

JIT Compilation

Expert skill for just-in-time compilation including profiling, tiered compilation, and deoptimization

tools514

inquirer-prompt-generator

Generate interactive command-line prompts using Inquirer.js with validation, conditional logic, and custom renderers. Creates user-friendly input collection flows for CLI applications.

tools514

instructional-video-production

Plan, record, edit, and produce instructional video content including screencasts, demonstrations, and talking-head videos

content-media514

interactive-api-console

Build interactive API try-it-out consoles for documentation

development514

ipa-transcription-phonological

Transcribe speech using International Phonetic Alphabet and analyze sound systems including phonotactics and phonological rules

tools514

ip-core-management

Vendor IP core configuration and integration expertise for FPGA designs

content-media514

NVIDIA Isaac Sim Skill

Specialized skill for NVIDIA Isaac Sim photorealistic simulation and synthetic data generation

testing514

iso-nanotechnology-compliance-checker

Regulatory compliance skill for ISO nanotechnology standards verification and documentation

testing514

java-sdk-specialist

Java SDK development for enterprise environments

development514

JMeter Performance Testing

Apache JMeter expertise for enterprise-grade load and performance testing

testing514

jsdoc-tsdoc

JavaScript and TypeScript documentation generation using JSDoc and TSDoc. Parse source code, generate API documentation, validate coverage, and integrate with TypeDoc for comprehensive developer documentation.

development514

json-schema

JSON Schema validation and API contract design.

development514

jupyter-reproducibility-checker

Skill for checking and ensuring Jupyter notebook reproducibility

testing514

k8s-validator

Validate Kubernetes manifests for security, best practices, and resource limits

testing514

key-management-orchestrator

Cryptographic key lifecycle management orchestration including generation, rotation, and destruction across key management systems

tools514

Kinematics/Dynamics Skill

Robot kinematics and dynamics computation including forward/inverse kinematics and dynamics

tools514

labview-instrument-controller

LabVIEW instrument control skill for DAQ systems, hardware integration, and real-time data acquisition

data-ai514

latex-physics-documenter

LaTeX scientific documentation skill specialized for physics papers with equation rendering and journal formatting

development514

learning-needs-analysis

Conduct comprehensive learner audience analysis, identify performance gaps, and determine instructional requirements using surveys, interviews, and data analysis

data-ai514

learning-transfer-design

Design instructional strategies that promote knowledge and skill transfer to real-world application contexts

content-media514

ligand-exchange-protocol-manager

Surface chemistry skill for managing ligand exchange reactions, bioconjugation protocols, and functional group quantification

development514

line-ending-normalizer

Normalize line endings for cross-platform file handling with CRLF/LF conversion and git configuration.

tools514

linker-script

GNU linker script generation and optimization for embedded systems. Expert skill for memory layout definition, section placement, multi-image linking, and memory protection configuration.

content-media514

link-validator

Comprehensive link checking and validation for documentation. Validate internal links, external URLs, anchors, detect redirects, monitor link rot, and generate sitemap validation reports.

testing514

LLVM Backend

Expert skill for LLVM integration including IR generation, optimization passes, and native code emission

development514

load-balancer

Expert skill for load balancer configuration, algorithms, and high availability design

development514

lobby-system

Lobby management skill for party systems and session handling.

tools514

localization

Game localization skill for text tables and cultural adaptation.

tools514

lod

Level of Detail skill for mesh simplification and HLOD generation.

data-ai514

logline-writing

Craft compelling one-sentence story hooks that capture protagonist, conflict, stakes, and unique appeal for film/TV pitches

development514

lottie-animations

Lottie animation skill for integrating After Effects animations into iOS, Android, and cross-platform mobile apps with playback control, performance optimization, and interactive animation capabilities.

tools514

lumerical-photonics-simulator

Lumerical FDTD and MODE skill for nanophotonics, integrated photonics, and solar cell design

content-media514

lyric-writing

Write complete song lyrics with structural annotations and production notes optimized for AI music generation platforms like Suno and Udio

documentation514

macro-systems

Expert skill for designing and implementing macro systems including hygienic macros, procedural macros, and macro expansion. Supports pattern-based macros, quasi-quotation, and hygiene management.

content-media514

madgraph-amplitude-calculator

MadGraph matrix element calculation skill for BSM physics, cross-section computation, and event generation

tools514

markdown

Markdown documentation, MDX, and content formatting.

development514

matchmaking

Matchmaking skill for ELO/MMR and skill-based matching.

tools514

materials-database-querier

Materials database query skill for accessing structure and property data from multiple repositories

data-ai514

material-testing

Skill for planning and specifying mechanical material tests per ASTM standards

testing514

maya-integration

Maya to engine pipeline skill for FBX export and rigging workflows.

devops514

mcp-capability-declarator

Generate MCP capability declarations from tool and resource inventory with proper versioning and feature flags.

tools514

mcp-error-code-mapper

Map application errors to MCP error codes with proper messages, error types, and recovery suggestions.

tools514

mcp-inspector-integration

Set up MCP Inspector for debugging and testing MCP servers with request logging, response inspection, and protocol validation.

tools514

mcp-sdk-typescript-bootstrapper

Bootstrap MCP (Model Context Protocol) servers with the official TypeScript SDK. Creates complete server implementations with transport layer, tools, resources, and proper error handling.

tools514

mcp-tool-schema-generator

Generate JSON Schema definitions for MCP tool input parameters. Creates well-documented, AI-consumable schemas with proper types, descriptions, and validation rules.

tools514

mcp-transport-sse-setup

Configure HTTP/SSE transport for web-based MCP servers with proper endpoints, authentication, and CORS.

tools514

mcp-transport-websocket-setup

Configure WebSocket transport for bidirectional MCP communication with connection management and reconnection handling.

tools514

memlab-analysis

Expert skill for JavaScript memory leak detection using Facebook MemLab. Configure MemLab scenarios, execute memory leak detection runs, analyze heap snapshots, identify detached DOM elements, find event listener leaks, and integrate with CI pipelines.

development514

metadata-standards-implementation

Apply Dublin Core, METS, MODS, and other metadata schemas for digital collections and archival materials

data-ai514

metrics-schema-generator

Generate metrics schemas for Prometheus, OpenTelemetry, and Grafana dashboards

databases514

misra-c-analysis

MISRA C compliance checking and static analysis integration

testing514

mitiq-error-mitigator

Error mitigation skill using Mitiq for NISQ device noise reduction

development514

MITRE ATT&CK Skill

MITRE ATT&CK framework mapping and analysis

development514

mixed-methods-integration

Design and execute convergent, explanatory sequential, and exploratory sequential mixed methods research designs

content-media514

mkdocs-material

MkDocs with Material theme expertise for Python-centric documentation. Configure navigation, plugins, multi-language support, PDF export, and advanced Material theme features.

tools514

ml-materials-predictor

Machine learning skill for nanomaterial property prediction and discovery acceleration

data-ai514

Mobile Analytics

Mobile app analytics and crash reporting integration

data-ai514

mobile-optimization

Mobile GPU optimization skill for thermal management.

tools514

mobile-security

Mobile application security skill for implementing OWASP MASVS compliance, secure storage, certificate pinning, biometric authentication, and security hardening across iOS and Android platforms.

testing514

Mobile Security Testing Skill

Android and iOS application security testing

testing514

model

Inspect or change Babysitter model-routing policy by phase.

data-ai514

nanomaterial-lims-manager

Laboratory Information Management System skill for nanomaterial sample tracking and data management

development514

module-systems

Expert skill for designing module systems including resolution algorithms, import/export mechanisms, visibility control, namespace management, and cyclic dependency handling.

tools514

mongodb

MongoDB schema design, aggregation pipelines, indexing strategies, and performance.

development514

monte-carlo-physics-simulator

Monte Carlo simulation skill for statistical physics, particle transport, and stochastic processes

tools514

morphosyntactic-analysis

Parse word structure and sentence patterns to document grammatical systems for language description and typology

documentation514

motion-matching

Motion matching skill for animation databases.

data-ai514

MoveIt Motion Planning Skill

Deep expertise in MoveIt/MoveIt2 configuration and manipulation planning

tools514

MPC Controller Skill

Expert skill for Model Predictive Control implementation and tuning

data-ai514

multimedia-learning-design

Apply Mayer's multimedia learning principles to design effective audio, video, graphics, and animations that reduce cognitive load

testing514

Multi-Robot Coordination Skill

Coordination and task allocation for multi-robot systems and fleets

tools514

music-prompt-engineering

Optimize and format prompts specifically for AI music generation platforms like Suno and Udio, including platform-specific syntax and tag optimization

development514

nanohub-simulator-interface

NanoHUB tool interface skill for accessing educational and research nanoscience simulations

tools514

nanoimprint-process-controller

Nanoimprint Lithography skill for high-throughput nanopatterning with template management and demolding optimization

tools514

nanomaterial-sds-generator

Safety documentation skill for generating Safety Data Sheets for nanomaterials

documentation514

nanosensor-calibration-manager

Nanosensor characterization skill for calibration, sensitivity analysis, and selectivity validation

research514

Nav2 Navigation Skill

Specialized skill for ROS2 Nav2 navigation stack configuration and behavior trees

testing514

nbodykit-cosmology-analyzer

nbodykit large-scale structure analysis skill for N-body simulations and galaxy surveys

research514

nccl-communication

NVIDIA Collective Communications Library integration for multi-GPU operations. Initialize NCCL communicators, execute collective operations, configure communication topologies, profile collective performance, and support RCCL for AMD compatibility.

development514

netlify

Netlify deployment, functions, forms, and edge handlers.

devops514

network-analysis

Map and analyze social network structures using centrality measures, community detection, and visualization tools like Gephi or UCINET

tools514

network-performance

Expert skill for network performance analysis and optimization. Analyze packet captures, identify network latency bottlenecks, configure TCP tuning parameters, analyze connection pooling behavior, debug TLS handshake performance, and optimize HTTP/2 and HTTP/3 settings.

development514

network-visualizer

Skill for visualizing network and graph data

data-ai514

ngrx

NgRx state management for Angular including store, effects, entity adapter, component store, and selectors.

tools514

nodejs-profiling

Expert skill for Node.js-specific profiling and optimization. Use V8 CPU profiler, analyze heap snapshots, configure clinic.js tools (Doctor, Flame, Bubbleprof), debug event loop blocking, analyze async hooks performance, and optimize V8 JIT compilation.

tools514

noise-modeler

Quantum noise modeling skill for simulation and hardware characterization

data-ai514

nordic-nrf

Nordic Semiconductor nRF5x/nRF Connect SDK expertise

development514

npm-publish-config

Configure npm publishing with proper bin entry, files, and registry settings.

tools514

nsight-profiler

Expert skill for NVIDIA Nsight Systems and Nsight Compute profiling tools. Configure profiling sessions, analyze kernel reports, interpret occupancy metrics, roofline model data, memory bandwidth bottlenecks, and warp execution efficiency.

tools514

nta-particle-tracker

Nanoparticle Tracking Analysis skill for single-particle size and concentration measurements

research514

nvenc-nvdec

NVIDIA hardware video encoding/decoding integration. Configure NVENC encoding parameters, set up NVDEC decoding pipelines, handle codec configurations, integrate with CUDA for pre/post processing, and manage video memory surfaces.

development514

cirq-circuit-builder

Google Cirq integration skill for quantum circuit design and execution on Google quantum processors

development514

oauth

OAuth 2.0/OIDC flows, provider integration, and token handling.

tools514

Object Detection/Segmentation Skill

Deep learning based object detection and segmentation for robotics applications

tools514

observe

Observe, inspect, or monitor a Babysitter run.

tools514

observe

Observe, inspect, or monitor a Babysitter run.

tools514

occlusion-culling

Occlusion culling skill for visibility determination and GPU queries.

tools514

Offensive Security Skill

Offensive security tools and techniques integration

tools514

openapi-codegen-orchestrator

Orchestrate multi-language SDK generation from OpenAPI specifications. Configure OpenAPI Generator per language, apply custom templates and post-processing, handle edge cases and custom extensions, and validate generated code compilation.

tools514

openapi-generator

Specialized skill for generating and validating OpenAPI 3.0/3.1 specifications. Supports code-first and spec-first approaches, schema inference, validation, and mock server generation.

development514

openapi-spec-generator

Automated OpenAPI specification generation from code annotations, comments, and interface definitions

development514

opencl-runtime

Cross-vendor OpenCL runtime management and kernel development. Query platforms/devices, generate portable OpenCL C kernel code, handle vendor-specific extensions, manage contexts and command queues, compile and cache programs.

tools514

openfermion-hamiltonian

Molecular Hamiltonian construction skill using OpenFermion

tools514

opentelemetry-integrator

Integrate OpenTelemetry tracing and metrics into SDKs

development514

ora-spinner-integration

Integrate ora spinners with consistent styling, promise handling, and status updates for CLI progress feedback.

tools514

ota-firmware-update

Over-the-air firmware update implementation expertise for embedded systems. Expert skill for delta updates, image signing, update protocols, partition management, and rollback mechanisms.

data-ai514

owasp-zap-security

Deep integration with OWASP ZAP for automated security scanning, vulnerability detection, and API security testing. Execute spider/active scans, analyze alerts, generate security reports, and integrate with CI/CD pipelines.

development514

packet-capture

Expert skill for packet capture and analysis using libpcap/Wireshark. Execute tcpdump/tshark commands, write BPF filter expressions, analyze pcap files, decode protocol layers, calculate statistics, and generate Wireshark dissectors.

development514

parallel-patterns

GPU parallel algorithm design patterns and implementations. Implement parallel reduction, scan/prefix sum, histogram, parallel sort algorithms, stream compaction, and work-efficient patterns optimized for specific GPU architectures.

development514

paraview-scientific-visualizer

ParaView visualization skill for 3D scientific data rendering and analysis

testing514

Parser Generator

Expert skill for parser generation and implementation using LL, LR, LALR, PEG, and Pratt parsing techniques

tools514

particle-systems

Particle system skill for emitters and GPU particles.

tools514

pattern-matching

Expert skill for implementing pattern matching including exhaustiveness checking, decision tree compilation, and efficient match dispatch code generation.

development514

payer-contract-analysis

Analyze payer contracts for reimbursement rates, terms, and value-based incentives to optimize revenue and support contract negotiations

development514

peer-review-simulator

Skill for simulating peer review feedback on manuscripts

databases514

pennylane-hybrid-executor

PennyLane integration skill for hybrid quantum-classical machine learning and variational algorithms

development514

perception-system

AI perception skill for sight, hearing, and threat detection systems.

data-ai514

perforce

Perforce skill for game projects, streams, and shelving.

tools514

performance-benchmark-suite

SDK performance benchmarking and regression detection

development514

performance-profiler

Profile application performance including CPU, memory, and flame graph generation

tools514

persona-development

Create comprehensive artist personas including identity, backstory, artistic voice, visual aesthetic, discography arc, and character traits for consistent music generation

development514

persona-template

Generate user persona documents and empathy maps from templates

documentation514

phishing-simulation-skill

Phishing simulation campaign execution and analysis for security awareness assessment

testing514

photon

Photon PUN/Fusion skill for rooms and real-time communication.

tools514

piping-stress

Skill for piping system stress analysis per ASME B31

research514

plan

Plan a Babysitter workflow without executing the run.

tools514

plasma-etch-controller

Plasma etching skill for anisotropic nanostructure patterning with selectivity and profile control

tools514

player-retention

Retention skill for daily rewards.

data-ai514

playstation-sdk

PlayStation SDK skill for trophies and submission.

development514

playwright

Playwright E2E testing, page objects, fixtures, visual regression, accessibility testing, and CI integration patterns.

testing514

Playwright E2E Testing

Deep integration with Playwright for browser automation and end-to-end testing

tools514

plugin-dependency-resolver

Generate plugin dependency resolution logic with topological sorting.

tools514

plugin-hook-system

Generate hook-based plugin extension system with event emitter patterns.

tools514

plugin-loader-generator

Generate dynamic plugin loading system with discovery, validation, and lifecycle management.

tools514

plugin-registry-manager

Manage SDK plugin discovery and registration

tools514

Point Cloud Processing Skill

Specialized skill for 3D point cloud processing and analysis using PCL and Open3D

testing514

population-health-stratification

Stratify patient populations by risk level using claims data, clinical data, and social determinants to prioritize care management interventions

tools514

posix-shell-validator

Validate scripts for POSIX compliance with portability checks, bashism detection, and cross-platform compatibility.

testing514

postgresql

PostgreSQL query optimization, indexing, full-text search, JSONB, and advanced features.

databases514

power-analysis

FPGA power estimation and optimization skill for low-power design

content-media514

power-analysis-calculator

Skill for statistical power analysis and sample size calculation

research514

power-profiler

Power consumption measurement and analysis expertise for embedded systems. Integrates with power analyzer tools to measure, profile, and optimize power consumption in battery-powered and energy-efficient designs.

tools514

pqc-evaluator

Post-quantum cryptography evaluation skill for quantum-safe migration

databases514

prd-generator

Generate comprehensive Product Requirements Documents from structured inputs. Apply company templates, create technical specifications, define success metrics, build launch checklists, and version PRD changes over time.

development514

prettier

Prettier configuration and integration.

tools514

primary-source-evaluation

Authenticate, date, and critically assess historical documents for provenance, reliability, and bias with systematic source criticism methodology

testing514

prioritization-calculator

Automated calculation and scoring for product prioritization frameworks including RICE, ICE, MoSCoW, and custom weighted scoring. Normalizes scores, validates inputs, and generates priority rankings with confidence intervals.

development514

prisma-orm

Prisma ORM schema design, migrations, relations, query optimization, and database integration patterns.

data-ai514

probuilder

Unity ProBuilder skill for level prototyping.

development514

procedural-animation

Procedural animation skill for IK solvers and physics-driven animation.

tools514

process-analyzer

Analyze processes, identify workflows, define boundaries and scope, and map process requirements for specialization creation.

testing514

process-integrator

Integrate skills and agents into process files by updating task definitions with appropriate skill.name and agent.name references.

data-ai514

program-evaluation

Design and implement formative, summative, and developmental evaluations using logic models and mixed methods

development514

protobuf-grpc-designer

Protocol Buffers and gRPC service definition with backward compatibility checks

testing514

Network Protocol Analysis Skill

Network protocol capture, analysis, and fuzzing capabilities

research514

protocol-builder

Skill for building standardized research protocols

development514

protocol-parser

Specialized skill for binary and text protocol parsing and serialization. Design and validate protocol message formats, generate parser code from specifications, implement state machine parsing, and handle endianness and byte alignment.

development514

proxy-server

Expert skill for proxy server implementation, configuration, and traffic interception

tools514

psychometric-assessment

Develop, validate, and adapt measurement instruments including factor analysis, reliability testing, and cross-cultural validation

development514

push-notifications

Multi-platform push notification skill for implementing APNs (iOS), FCM (Android), and cross-platform notification systems with rich media, deep linking, and background processing capabilities.

content-media514

Pwntools Exploitation Skill

Exploit development automation using pwntools framework

tools514

pymeasure-automation

PyMeasure laboratory automation skill for instrument control and automated measurement sequences

tools514

pyscf-quantum-chemistry

PySCF quantum chemistry skill for molecular calculations, coupled cluster, and multireference methods

tools514

pytest Testing

Expert pytest framework for Python unit, integration, and functional testing

development514

pythia-event-generator

Pythia event generation skill for proton-proton and lepton collisions at high energies

tools514

qiskit-circuit-builder

IBM Qiskit integration skill for quantum circuit construction, transpilation, and execution on IBM Quantum hardware

development514

qiskit-nature-solver

Qiskit Nature skill for quantum chemistry and materials science applications

testing514

qiskit-quantum-simulator

Qiskit quantum computing skill for circuit design, simulation, and quantum algorithm development

development514

quality-metrics-measurement

Collect, calculate, and report healthcare quality metrics including core measures, HEDIS, patient safety indicators, and value-based purchasing measures

testing514

qsharp-compiler

Microsoft Q# skill for quantum algorithm development with the Q# language and Azure Quantum integration

development514

qualitative-analysis

Conduct systematic qualitative data analysis using grounded theory, thematic analysis, and content analysis with NVivo or Atlas.ti

data-ai514

quality-assurance-review

Conduct systematic quality reviews of instructional materials using established rubrics (Quality Matters) and design standards

testing514

quantitative-methods

Design and execute statistical analyses including regression modeling, hypothesis testing, power analysis, and robustness checks using R, Stata, SPSS, or Python

development514

quantum-espresso-executor

Quantum ESPRESSO calculation skill for DFT simulations with pseudopotential management

tools514

quantum-espresso-runner

Quantum ESPRESSO DFT skill for plane-wave pseudopotential calculations and materials simulation

tools514

quantum-kernel-estimator

Quantum kernel computation skill for quantum machine learning

tools514

qubo-formulator

QUBO (Quadratic Unconstrained Binary Optimization) formulation skill for optimization problems

data-ai514

quimb-tensor-network

QuTiP/quimb tensor network skill for quantum many-body simulations and entanglement analysis

research514

radix-ui

Radix UI primitives, composition patterns, accessibility, and customization.

tools514

ragdoll

Ragdoll physics skill for joint constraints and hit reactions.

development514

randomization-generator

Skill for generating randomization schemes for experiments

tools514

rate-limiter-designer

Design and implement rate limiting strategies

content-media514

raytracing

Real-time ray tracing skill for DXR/VK_KHR_ray_tracing and hybrid rendering.

testing514

rb-benchmarker

Randomized benchmarking skill for gate fidelity characterization

tools514

react-query

TanStack Query (React Query) patterns for server state management, caching, mutations, optimistic updates, and infinite queries.

development514

react-server-components

React Server Components patterns including streaming, data fetching, client/server component composition, and performance optimization.

tools514

react-testing-library

React Testing Library patterns, queries, user events, and accessibility testing.

development514

readme-platform

ReadMe.com platform integration for API documentation. Sync OpenAPI specs, manage versions, configure API reference settings, automate changelogs, and integrate with metrics dashboards.

development514

redux-toolkit

Redux Toolkit patterns including slice creation, async thunks, RTK Query, state normalization, and DevTools integration.

tools514

regression-analyzer

Skill for comprehensive regression analysis and modeling

data-ai514

remix

Remix patterns including loaders, actions, nested routing, progressive enhancement, and deployment strategies.

devops514

REPL Development

Expert skill for building interactive REPLs with rich editing and evaluation features

development514

requirements-flowdown

Skill for systematic requirements capture, decomposition, and traceability

tools514

resource-estimator

Quantum resource estimation skill for algorithm feasibility analysis

development514

responsive-image

Generate responsive image sets with srcset, WebP/AVIF conversion, and art direction

development514

resume

Resume an existing Babysitter run from Cursor IDE/CLI.

tools514

revenue-cycle-analytics

Analyze revenue cycle performance metrics including denial rates, days in AR, clean claim rates, and collection efficiency to identify improvement opportunities

testing514

risk-mitigation-planning

Develop comprehensive risk management plans for collections and cultural venues including disaster preparedness, security protocols, and insurance coordination

development514

root-data-analyzer

ROOT/CERN data analysis skill for high-energy physics data processing, histogramming, and statistical analysis

data-ai514

rubric-design-validation

Develop clear scoring rubrics with defined criteria, performance levels, and anchor examples ensuring inter-rater reliability

development514

rust-sdk-specialist

Rust SDK development with zero-cost abstractions

development514

rxjs

RxJS reactive programming patterns including operators, error handling, multicasting, and Angular integration.

development514

saxs-waxs-analyzer

Small/Wide Angle X-ray Scattering skill for nanostructure size, shape, and organization analysis

research514

scientific-figure-generator

Skill for generating publication-quality scientific figures

testing514

scikit-hep-analysis

Scikit-HEP toolkit skill for particle physics data analysis with modern Python tools

tools514

scoop-manifest-generator

Generate Scoop manifest for Windows CLI distribution.

tools514

scope-logic-analyzer

Test equipment integration for signal analysis (oscilloscope and logic analyzer)

testing514

scope-permission-designer

Design and implement scoped permission models

data-ai514

screen-effects

Full-screen effect skill for damage indicators.

tools514

secret-detection-scanner

Detect secrets, credentials, and sensitive data in code and configurations. Scan git history for secrets, detect API keys, tokens, passwords, check environment files, monitor CI/CD logs for exposure, generate remediation steps, and track secret rotation status.

development514

screen-reader

Screen reader compatibility, testing, and optimization.

testing514

screenshot-comparison

Visual regression testing through screenshot capture and comparison. Pixel-diff analysis, responsive screenshot capture across viewports, and visual change reporting with highlighted differences.

testing514

secure-coding-training-skill

Developer security training and assessment for secure coding practices and vulnerability prevention

development514

Selenium WebDriver

Selenium WebDriver expertise for cross-browser automation and legacy system testing

tools514

semantic-code-analyzer

LLM-powered semantic analysis of code diffs to detect business-logic trojans

development514

semver-analyzer

Analyze code changes and determine semantic version bumps. Detect breaking changes automatically, suggest version bump (major/minor/patch), generate changelog entries, and validate version consistency.

development514

sensitivity-analysis-uq

Global sensitivity analysis methods

research514

serialization

Expert skill for binary and text serialization formats, schema design, and optimization

development514

shadcn

shadcn/ui component patterns, customization, theming, and integration.

tools514

shader-effects

Common shader effects skill for dissolve, outline, hologram, toon, water, fire effects.

tools514

Sim-to-Real Transfer Skill

Techniques for minimizing simulation-to-reality gap and validating transfer

tools514

shader-optimization

Shader performance optimization skill for instruction counting, GPU profiling, and rendering efficiency.

testing514

shellcheck-config-generator

Generate .shellcheckrc configuration with appropriate rules, exclusions, and severity settings for shell script linting.

development514

Smart Contract Analysis Skill

Ethereum and blockchain smart contract security analysis

testing514

soc2-compliance-automator

SOC 2 Trust Services Criteria compliance automation for evidence collection, control mapping, and audit preparation

tools514

socketio

Socket.io rooms, namespaces, adapters, middleware, and real-time patterns.

tools514

sound-design-direction

Create comprehensive audio design including music cues, sound effects, Foley, and score direction

content-media514

Source Maps

Expert skill for generating and consuming source maps for debugging compiled code

development514

spatial-audio

3D audio skill for HRTF and ambisonics.

content-media514

special-functions-library

Comprehensive special functions evaluation and manipulation

development514

specialization-researcher

Research specialization domains, compile references, analyze best practices, and gather comprehensive knowledge for new specialization creation.

development514

spinw-magnetic-simulator

SpinW spin wave simulation skill for magnetic materials, magnon dispersions, and neutron scattering analysis

research514

SSA/IR Design

Expert skill for designing intermediate representations and implementing SSA construction

content-media514

stakeholder-facilitation

Facilitate meetings, workshops, and community consultations with diverse stakeholders including artists, board members, funders, and community representatives

testing514

stan-bayesian-modeling

Stan probabilistic programming for Bayesian inference

data-ai514

standards-alignment-mapping

Systematically map curriculum content to educational standards with vertical and horizontal alignment documentation

documentation514

static-analysis-runner

Run static analysis tools including SonarQube, ESLint, and multi-language linters

tools514

Static Analysis Tools Skill

Integration with security-focused static analysis tools

tools514

statistical-reporting-formatter

Skill for formatting statistical results according to reporting standards

development514

statistical-test-selector

Skill for selecting appropriate statistical tests for analyses

testing514

steamworks-networking

Steam P2P networking skill for lobbies and relay servers.

tools514

steering-behaviors

Steering behaviors skill for flocking, avoidance, and group movement.

tools514

stencil-convolution

Expert skill for optimized stencil and convolution pattern implementations on GPU. Design tiled stencil algorithms with halos, implement 2D/3D convolution kernels, optimize boundary condition handling, apply temporal blocking techniques, generate separable filter implementations, and profile stencil memory bandwidth.

development514

STIX/TAXII Intelligence Skill

STIX/TAXII threat intelligence format and sharing

development514

stm32-hal

STMicroelectronics STM32 HAL and Low-Level driver expertise

tools514

stm-analyzer

Scanning Tunneling Microscopy skill for atomic-resolution imaging and local density of states measurements

tools514

storybook

Storybook configuration, stories, addons, interaction testing, and documentation.

testing514

structured-data

JSON-LD schema markup and validation.

data-ai514

survey-design-administration

Develop survey instruments, implement sampling strategies, optimize response rates, and manage multi-mode data collection

development514

survey-platform

Integrate with survey platforms to create, distribute, and analyze user surveys

tools514

sva-assertions

Specialized skill for creating and debugging SystemVerilog assertions for FPGA verification

development514

svg-optimizer

Optimize SVG assets, generate sprites, and convert to React components

development514

swagger-ui-deployer

Deploy interactive API documentation using Swagger UI with custom branding

development514

switch-sdk

Nintendo Switch SDK skill for Joy-Con features.

development514

synthesis-optimization

Expertise in RTL optimization for FPGA synthesis tools. Analyzes synthesis reports, applies attributes, and guides resource inference for optimal QoR.

tools514

systematic-review

Conduct comprehensive literature searches, quality assessments, evidence synthesis, and meta-analyses

testing514

systems-dynamics-modeler

Skill for building and simulating systems dynamics models

development514

tailwind-css

Tailwind CSS configuration, custom plugins, design systems, theming, and component patterns for modern web applications.

tools514

team-install

Install the team-pinned Babysitter Codex workspace setup.

development514

tech-writing-lint

Automated technical writing style and quality enforcement. Lint documentation with Vale, check for inclusive language, enforce style guides, and analyze readability metrics.

development514

nanocatalyst-performance-analyzer

Nanocatalysis skill for evaluating catalytic activity, selectivity, and stability of nanomaterial catalysts

tools514

tech-writing-linter

Lint technical documentation for style, consistency, and readability

development514

tem-image-analyzer

Transmission Electron Microscopy image analysis skill for nanoparticle size, morphology, and crystallography assessment

content-media514

tensorflow-physics-ml

TensorFlow machine learning skill specialized for physics applications including neural network potentials and surrogate models

testing514

tensor-network-simulator

Tensor network-based simulation skill for large circuit approximation

testing514

tensorrt-optimization

NVIDIA TensorRT model optimization and deployment. Convert models to TensorRT engines, configure optimization profiles and precision modes, apply INT8 calibration, analyze kernel fusion, generate custom plugins, and profile inference performance.

tools514

terminal-capability-detector

Detect terminal capabilities including color support, TTY status, size, and Unicode support for adaptive CLI output.

tools514

textual-scaffolder

Generate Textual (Python) TUI application structure with widgets, screens, and CSS styling.

development514

texture-pipeline

Texture skill for compression, atlasing, and streaming.

devops514

theological-synthesis

Integrate scriptural, traditional, and rational sources to formulate coherent theological positions, addressing doctrinal questions within systematic frameworks

development514

thermal-analysis

Skill for thermal management design and heat transfer analysis across conduction, convection, and radiation including heat sink sizing and electronic cooling

content-media514

tof-sims-analyzer

Time-of-Flight Secondary Ion Mass Spectrometry skill for molecular surface analysis and imaging

research514

topic-modeling-text-mining

Apply LDA, NMF, and other computational methods to discover patterns in large text corpora with appropriate parameter tuning

data-ai514

touch-controls

Touch input skill for virtual joysticks.

tools514

track-sequencing

Design optimal track order and album flow including opener/closer strategy, energy curves, transitions, and pacing for cohesive listening experiences

testing514

trade-study

Structured skill for conducting engineering trade studies and concept selection

research514

trap-handler-generator

Generate trap handlers for cleanup, signal handling, and graceful shutdown in shell scripts.

tools514

treatment-writing

Develop narrative synopses that tell the complete story cinematically, serving as sales documents and production blueprints

development514

Tree-sitter

Expert skill for creating tree-sitter grammars for incremental parsing and syntax highlighting

tools514

triz-contradiction-solver

Skill for systematic innovation using TRIZ methodology

tools514

trotter-simulator

Hamiltonian simulation skill using Trotter-Suzuki decomposition

tools514

trpc

tRPC end-to-end type safety, procedures, routers, middleware, and React integration.

development514

tui-test-renderer

Set up testing utilities for TUI components with ink-testing-library and Bubble Tea testing.

development514

turbopack

Turbopack configuration and Next.js integration.

tools514

tutorial-systems

Tutorial skill for hints and onboarding.

documentation514

typescript-sdk-specialist

TypeScript SDK development with Node.js and browser support. Design SDK architecture, implement type-safe API clients, support ESM and CommonJS modules, and configure bundling for browsers.

tools514

typography-calculator

Calculate typography scales, metrics, and responsive font sizing

tools514

unity-animation

Unity Animation skill for Animator controllers, Animation Rigging, Timeline integration, and animation state machines.

tools514

unity-hdrp

High Definition Render Pipeline configuration for Unity, including ray tracing, volumetric effects, and high-fidelity graphics setup.

testing514

unity-input-system

Unity New Input System configuration skill for action maps, device bindings, control schemes, and cross-platform input handling.

development514

unity-netcode

Unity Netcode for GameObjects skill for multiplayer networking, RPCs, state synchronization, and server-authoritative gameplay.

development514

unity-shader-graph

Unity Shader Graph skill for visual shader authoring, custom nodes, and material effects.

tools514

unity-vfx-graph

Unity Visual Effect Graph skill for GPU particle systems, procedural effects, and high-performance visual effects.

tools514

unreal-control-rig

Unreal Engine Control Rig skill for procedural animation, IK chains, and runtime rig modifications.

data-ai514

unreal-niagara

Unreal Engine Niagara VFX skill for particle simulations, GPU sprites, and procedural visual effects.

tools514

urdf-sdf-model

Expert skill for robot model creation and validation in URDF and SDF formats. Generate URDF files with proper link-joint hierarchy, create Xacro macros, calculate inertial properties, configure joint types, and validate models.

development514

usage-analytics-collector

Privacy-respecting SDK usage analytics collection

development514

usb-stack

USB device and host stack implementation expertise

development514

user-install

Install the user-level Babysitter GitHub Copilot CLI setup.

tools514

code-review-orchestration

6-agent parallel code review orchestration covering architecture, security, performance, testing, quality, and documentation dimensions with weighted scoring.

development510

context-engineering

Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning.

data-ai510

advanced-ds-library

Provide implementations of advanced data structures

development510

library/methodologies/ccpm/skills/context-management

# Context Management Project context loading, isolation, and persistent state management across CCPM sessions. ## Capabilities - Load project context from .claude/ directory structure - Maintain persistent context across sessions (PRD, epic, task states) - Isolate agent contexts per work stream - Context handoff between phases - Session state recovery ## Context Sources ``` .claude/ prds/ # PRD documents epics/ # Epic and task documents agents/ # Agen

development510

continuous-learning

Pattern extraction, confidence-scored evaluation, skill creation, organization, versioning, and cross-project export pipeline.

devops510

library/methodologies/ccpm/skills/github-sync

# GitHub Sync Bidirectional synchronization of epics and tasks with GitHub issues, labels, and relationships. ## Agent Project Tracker - `project-tracker` ## Workflow 1. Create epic issue with `epic` and `ccpm` labels 2. Create task issues linked to epic with stream-type labels 3. Add acceptance criteria as checkboxes in issue body 4. Set issue relationships (parent/child) 5. Sync progress updates as issue comments 6. Close issues when tasks complete 7. Maintain bidirectional sync state ## I

development510

content-moderation-api

Content moderation API integration using OpenAI Moderation, Perspective API, and others

development510

gsd-tools

Central utility skill for GSD operations. Provides config parsing, slug generation, timestamps, path operations, and orchestrates calls to other specialized skills. Acts as the unified entry point that the original gsd-tools.cjs provided via its lib/ modules (commands, config, core, init).

tools510

convoy-management

Create, track, and land convoys of related beads as primary work orders in the Gas Town multi-agent orchestration framework.

development510

solution-comparator

Compare multiple solutions for correctness and performance

tools510

verification-before-completion

Evidence requirement enforcement ensuring all claims are backed by logs, test results, or exit codes. Zero = success, non-zero = failure. No guessing allowed.

development510

planning-patterns

Structured planning methodology with research, brainstorming, phased plan creation, risk assessment, and plan-to-build continuity.

development510

solution-explainer

Generate clear explanations of algorithm solutions

development510

cross-artifact-analysis

Perform cross-artifact consistency and coverage analysis across constitution, specification, plan, and task artifacts to detect gaps, conflicts, and misalignments before implementation.

testing510

constitution-creation

Establish project governing principles including dev guidelines, code quality standards, testing policies, UX requirements, performance benchmarks, and security constraints.

development510

library/methodologies/automaker/skills/test-automation

# Test Automation Execute Vitest and Playwright test suites with result collection and failure analysis. ## Agent Test Runner - `automaker-test-runner` ## Workflow 1. Navigate to worktree path 2. Run Vitest unit tests (npx vitest run --reporter=json) 3. Run Playwright E2E tests (npx playwright test --reporter=json) 4. Collect pass/fail counts per suite 5. Extract failure messages and stack traces 6. Measure code coverage 7. Identify flaky tests 8. Analyze failure root causes for convergence

tools510

constitutional-ai-prompts

Constitutional AI and safety guardrail prompts for aligned LLM behavior

data-ai510

library/methodologies/automaker/skills/code-review-gate

# Code Review Gate Perform code review with quality scoring and configurable threshold enforcement. ## Agent Code Reviewer - `automaker-code-reviewer` ## Workflow 1. Review all changed files for correctness 2. Check for security vulnerabilities 3. Identify performance issues 4. Verify test coverage adequacy 5. Check code style consistency 6. Detect dead code and debug artifacts 7. Verify no secrets in code 8. Assign quality score (0-100) 9. Make approve/reject decision 10. Enforce quality thr

development510

spacy-ner

spaCy NER model training and entity extraction for conversational AI

data-ai510

number-theory-toolkit

Provide number theory algorithm implementations and guidance

tools510

requirements-interview

Interactive PM interview with expertise-adaptive questioning for requirements elicitation

testing510

spec-driven-development

Specification creation and management for the Pilot Shell methodology. Covers semantic search, clarifying questions, structured spec generation, and iterative refinement.

development510

spec-execution

6-phase iterative specification execution workflow covering implementation, testing, review, improvement, commit, and progress tracking with quality-gated convergence.

testing510

security-hardening

AIDefence security layer with prompt injection blocking, input validation, sandboxed execution, output sanitization, and STRIDE threat modeling.

testing510

security-scanning

AgentShield security audit with 5 scanning categories, 102 static analysis rules, and optional red-team simulation.

development510

segment-tree-builder

Generate customized segment tree implementations

development510

plan-review-gate

Adversarial plan review by 3 independent reviewers (Feasibility, Completeness, Scope & Alignment) before presenting to user.

tools510

test-enforcement

Automated test validation, coverage checking, and quality metrics with aggressive defaults

testing510

session-memory

Mandatory memory persistence system across session resets using three markdown surfaces in .claude/cc10x/. Iron law - every workflow must load at start and update at end.

tools510

multi-service-orchestration

PM2 process management, backend/frontend cascade execution, parallel worktree builds, and cross-service integration testing.

development510

maintenance-orchestration

Technical debt management including branch cleanup, doc verification, TODO scanning, and dependency auditing

testing510

hotfix-triage

Urgent issue classification, root cause analysis, and fast-path routing for production hotfixes

research510

library/methodologies/planning-with-files/skills/session-recovery

# Session Recovery Detect and recover previous planning sessions, reconstructing lost context from persistent planning files. ## Agent Session Manager - `pwf-session-manager` ## Workflow 1. Check project path for existing planning files 2. Check ~/.claude/projects/ for session data 3. Find last planning file update timestamp 4. Extract post-update conversation context (lost context) 5. Build catchup report summarizing accomplished work 6. Merge recovered state into current session ## Inputs

development510

work-decomposition

Decompose goals into MEOWs (Molecular Expressions of Work) - trackable atomic units following Gas Town's bead-based work model.

development510

patrol-monitoring

Continuous monitoring using Deacon/Witness patterns for agent health checks, stuck detection, and automated recovery.

testing510

cog-team-intelligence

Cross-reference GitHub, Linear, Slack, and PostHog with bidirectional sync for team briefs

business510

hook-management

Session-scoped hook lifecycle management with enable/disable/status controls, execution profiling, and color-coded performance alerts.

development510

context-engineering

Dynamic context injection, mode switching (dev/review/research), selective loading, and strategic compaction for token optimization.

development510

specification-generation

Convert requirements into structured technical specifications with architecture decisions

testing510

anti-drift

Hierarchical coordination and drift detection with frequent checkpoints, shared memory coherence validation, role specialization enforcement, and short task cycles.

testing510

specification-writing

Write feature specifications as requirements and user stories with acceptance criteria, focusing on business value and testable conditions.

testing510

complexity-analyzer

Automated Big-O complexity analysis of code and algorithms. Performs static analysis of loop structures, recursive call trees, space complexity estimation, and amortized analysis with detailed derivation documents.

development510

algorithm-visualizer

Generate visual representations of algorithm execution

development510

data-structure-selector

Select optimal data structure based on operation requirements

data-ai510

combinatorics-calculator

Calculate combinatorial values with modular arithmetic

tools510

decision-documentation

Create Architecture Decision Records (ADRs) documenting significant technical choices with context, options, consequences, and sequential numbering.

testing510

code-review-patterns

Multi-dimensional code assessment across security, quality, performance, and maintainability with confidence-gated reporting (>=80%) and Router Contract generation.

development510

opentelemetry-llm

OpenTelemetry instrumentation for LLM applications with distributed tracing

testing510

geometry-primitive-library

Provide robust computational geometry primitives

development510

orchestrated-execution

Execute work units through the rigorous 4-phase Metaswarm cycle (Implement -> Validate -> Adversarial Review -> Commit) with independent quality gate enforcement.

development510

semantic-kernel-setup

Microsoft Semantic Kernel planner and plugin setup for orchestrated AI

tools510

library/methodologies/ccpm/skills/parallel-orchestration

# Parallel Orchestration Coordinate multiple specialized agents across parallel work streams with quality gates and conflict resolution. ## Agents - Database Engineer - `database-engineer` - API Developer - `api-developer` - UI Developer - `ui-developer` - Test Engineer - `test-engineer` - Documentation Writer - `documentation-writer` ## Workflow 1. Prepare execution plan with stream batches 2. Dispatch specialized agents per stream (ctx.parallel.all) 3. Execute tasks sequentially within each

development510

langsmith-tracing

LangSmith tracing and debugging setup for LLM applications. Configure observability, capture traces, and enable debugging for LangChain/LangGraph agents.

development510

writing-skills

Use when creating new skills, editing existing skills, or verifying skills work before deployment.

testing510

using-superpowers

Use when starting any conversation. Establishes how to find and use skills, requiring skill invocation before any response.

tools510

self-optimization

SONA self-optimizing neural architecture with ReasoningBank trajectory learning, EWC++ anti-forgetting, and reinforcement learning feedback loops.

databases510

process-builder

Scaffold new babysitter process definitions following SDK patterns, proper structure, and best practices. Guides the 3-phase workflow from research to implementation.

development510

story-decomposition

Break technical specifications into small, implementable stories with dependency ordering

testing510

geometry-algorithm-library

Implement computational geometry algorithms

development510

frontmatter-parsing

YAML frontmatter parsing and manipulation for .planning/ documents. Provides read, write, update, query, and validation operations on frontmatter blocks in GSD markdown artifacts.

documentation510

strict-tdd

Strict RED->GREEN->REFACTOR test-driven development with enforcement. Never write production code before a failing test. Atomic commits per TDD cycle.

development510

agent-coordination

Coordinate Crew (persistent) and Polecat (transient) agents using Gas Town's hook-based work distribution and GUPP principle.

testing510

library/methodologies/automaker/skills/agent-dispatch

# Agent Dispatch Build dependency-aware, batched dispatch queues for parallel agent execution. ## Agent Feature Planner - `automaker-feature-planner` ## Workflow 1. Analyze inter-feature dependencies 2. Build directed acyclic graph (DAG) 3. Generate topologically sorted execution order 4. Group features into batches respecting concurrency limits 5. Ensure no batch contains interdependent features 6. Assign agent types to each feature ## Inputs - `projectName` - Project name - `orderedPlans`

tools510

code-profiler

Profile code performance and identify bottlenecks

development510

subagent-driven-development

Use when executing implementation plans with independent tasks in the current session. Dispatches fresh subagent per task.

development510

persistent-memory

Observation capture and retrieval across sessions. Stores decisions, discoveries, and bugfix patterns. Searchable via tags and relevance scoring.

testing510

graph-algorithm-selector

Select optimal graph algorithm based on problem constraints

development510

codeforces-api-client

Interface with Codeforces API for contest data, problem sets, and submissions

tools510

suffix-structure-builder

Build and query suffix arrays and related structures

development510

library/methodologies/automaker/skills/kanban-management

# Kanban Management Initialize and manage Kanban board state for feature workflow tracking. ## Agent Feature Planner - `automaker-feature-planner` ## Workflow 1. Create Kanban board with columns: Backlog, Ready, In Progress, Review, Done 2. Place features as cards in Backlog 3. Assign priority scores to cards 4. Establish WIP limits per column 5. Track card movement through columns 6. Generate board state snapshots ## Inputs - `projectName` - Project name - `features` - Feature list to place

development510

dp-optimizer

Apply advanced DP optimizations automatically

tools510

dp-pattern-library

Maintain and match against a library of classic dynamic programming patterns. Provides pattern matching, template code generation, variant detection, and problem-to-pattern mapping for DP problems.

development510

library/methodologies/automaker/skills/streaming-progress

# Streaming Progress Emit real-time progress events for streaming UI consumption. ## Agent Progress Streamer - `automaker-progress-streamer` ## Workflow 1. Receive progress event from execution stage 2. Format event with timestamp and stage information 3. Calculate completion percentage 4. Generate human-readable summary 5. Include machine-readable data for UI rendering 6. Emit formatted event ## Inputs - `projectName` - Project name - `featureId` - Feature being tracked - `event` - Progress

development510

chroma-integration

Chroma local vector database setup and operations for development and production

development510

pinecone-integration

Pinecone vector database setup, configuration, and operations for RAG applications

data-ai510

checkpoint-management

Git-backed state management for safe rollback. Create and restore checkpoints with tagged commits and metadata tracking.

testing510

library/methodologies/automaker/skills/worktree-isolation

# Worktree Isolation Manage git worktree lifecycle for safe, isolated parallel development. ## Agent Worktree Manager - `automaker-worktree-manager` ## Workflow 1. Create new branch from base (feature/<id>) 2. Set up git worktree in .worktrees/ directory 3. Verify worktree isolation 4. Install dependencies in worktree 5. After completion, merge or preserve worktree 6. Clean up merged worktrees, preserve failed ones ## Inputs - `projectName` - Project name - `featureId` - Feature identifier -

development510

library/methodologies/bmad-method/skills/code-review

# Code Review Multi-dimensional code review across correctness, security, performance, maintainability, and test coverage. ## Agents - Amelia (Developer) - `bmad-dev-amelia` (full team mode) - Barry (Solo Dev) - `bmad-solodev-barry` (quick flow mode) ## Workflow 1. Review correctness: logic, edge cases, error handling 2. Review security: validation, auth, data protection 3. Review performance: efficiency, resources, caching 4. Review maintainability: clarity, naming, SOLID 5. Review test cove

development510

library/methodologies/planning-with-files/skills/plan-creation

# Plan Creation Create a structured task_plan.md with phases, goals, and checkbox tracking for persistent planning. ## Agent Plan Architect - `pwf-plan-architect` ## Workflow 1. Analyze task description to identify logical phases 2. Decompose phases into specific, achievable goals 3. Define phase dependencies and review gates 4. Generate task_plan.md with markdown checkbox format 5. Validate plan completeness and goal coverage 6. If recovering, merge with existing plan state ## Inputs - `tas

development510

planning-design

Design technical architecture, select technology stack, and define implementation strategy from specifications and constitution constraints.

testing510

plan-writing

Transform research findings into actionable implementation plans with stakes-based rigor, test-first strategy, and granular task decomposition.

development510

entity-memory-extraction

Entity and fact extraction for user profiling and personalization

tools510

library/methodologies/bmad-method/skills/project-documentation

# Project Documentation Generate comprehensive project documentation with source tree analysis and Mermaid diagrams. ## Agent Paige (Tech Writer) - `bmad-writer-paige` ## Workflow 1. Scan project structure and identify components 2. Analyze source tree with annotations 3. Generate project context for onboarding 4. Create deep-dive component documentation 5. Generate Mermaid architecture diagrams 6. Build documentation index with navigation ## Inputs - `projectName` - Project name - `projectP

development510

swarm-orchestration

Multi-agent swarm formation and coordinated execution with topology-aware agent deployment, consensus protocols, and anti-drift enforcement.

development510

library/methodologies/bmad-method/skills/sprint-planning

# Sprint Planning Plan implementation sprints with story selection, goal definition, and execution ordering. ## Agent Bob (Scrum Master) - `bmad-sm-bob` ## Workflow 1. Review available stories from epic backlog 2. Consider velocity from previous sprints 3. Select stories forming coherent sprint goal 4. Validate stories are implementation-ready 5. Order by dependency and priority 6. Define sprint goal and identify blockers ## Inputs - `projectName` - Project name - `sprintNumber` - Current sp

development510

library/methodologies/bmad-method/skills/story-development

# Story Development Implement user stories with test-driven development methodology. ## Agent Amelia (Developer) - `bmad-dev-amelia` ## Workflow 1. Read entire story and acceptance criteria 2. Write failing tests for each criterion 3. Implement minimum code to pass tests 4. Refactor while keeping tests green 5. Run full test suite 6. Document implementation decisions ## Inputs - `projectName` - Project name - `story` - Story with acceptance criteria and tasks - `architecture` - Architecture

development510

library/methodologies/planning-with-files/skills/error-logging

# Error Logging Log all errors with full context, detect patterns, and suggest approach mutations to avoid repeated failures. ## Agent Error Analyst - `pwf-error-analyst` ## Workflow 1. Log ALL errors immediately to progress.md (Rule 3) 2. Include error context, stack traces, and reproduction steps 3. Tag errors with severity: critical, warning, informational 4. Analyze error patterns across phases and iterations 5. Suggest approach mutations for known failure patterns (Rule 4) 6. Track error

development510

systematic-debugging

Structured debugging methodology using hypothesis-driven investigation, log analysis, and bisection to isolate and resolve defects.

development510

systematic-debugging

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes. Requires root cause investigation first.

development510

code-generation

Minimal, pattern-matching code output. Write the least code that satisfies requirements. Match existing project patterns. Use Write/Edit tools only.

tools510

debugging-patterns

Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring.

development510

test-driven-development

Strict RED-GREEN-REFACTOR cycle enforcement. Tests are never skipped or deferred. Run mode only, never watch mode. Exit code evidence mandatory.

development510

task-decomposition

Convert technical plans into actionable development tasks with dependency graphs, effort estimates, and parallelization opportunities.

development510

chain-of-thought-prompts

Chain-of-thought and step-by-step reasoning prompts for complex problem solving

data-ai510

executing-plans

Use when you have a written implementation plan to execute in a separate session with review checkpoints between batches.

testing510

tdd-enforcement

Red-Green-Refactor TDD methodology with mandatory failing tests, minimal implementation, quality refactoring, and 80% coverage gating.

development510

library/methodologies/ccpm/skills/epic-generation

# Epic Generation Transform PRD into a technical implementation plan with architecture decisions and dependency mapping. ## Agent Architect - `architect` ## Workflow 1. Parse PRD and extract structured requirements 2. Define architecture decisions with ADR format 3. Specify technology approach and stack choices 4. Map internal, external, and cross-team dependencies 5. Assemble complete epic document 6. Validate epic covers all PRD requirements ## Inputs - `projectName` - Project name - `feat

development510

library/methodologies/ccpm/skills/progress-tracking

# Progress Tracking Status dashboards, standup reports, and blocked task management with GitHub synchronization. ## Agent Project Tracker - `project-tracker` ## Workflow 1. Gather current state from all sources (tasks, GitHub, artifacts) 2. Generate standup report (accomplished, in-progress, blockers, next) 3. Manage blocked tasks with categorization and escalation 4. Create status dashboard with stream breakdown and traceability 5. Verify completion against PRD criteria 6. Sync tracking data

development510

external-tool-coordination

Coordinate external AI tool integration (OpenAI Codex, Google Gemini) for cross-model adversarial review and delegated implementation.

tools510

library/methodologies/ccpm/skills/task-decomposition

# Task Decomposition Break epics into parallelizable tasks with acceptance criteria, effort estimates, and dependency graphs. ## Agent Task Analyst - `task-analyst` ## Workflow 1. Analyze epic and identify 4-5 parallel work streams 2. Decompose each stream into concrete tasks (parallel) 3. Set acceptance criteria in Given/When/Then format 4. Estimate effort (S/M/L/XL) and set parallelization flags 5. Build cross-stream dependency graph 6. Validate coverage against PRD user stories 7. Fill gap

development510

codebase-mapping

Automatic codebase indexing for invisible context injection. Catalogs project structure, file types, entry points, dependencies, and test layout.

development510

spec-creation

Feature specification creation from codebase research. Produces requirements, acceptance criteria, architecture decisions, implementation plans, and risk analysis.

development510

brainstorming

Use when starting any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.

development510

brainstorming

Clarify vague requirements through exploratory questioning and option generation before committing to research or implementation.

data-ai510

template-scaffolding

Template loading, variable filling, and scaffolding for all GSD artifacts. Manages 22+ templates covering every document type in the GSD system, from PROJECT.md to milestone archives.

documentation510

cog-braindump-capture

Capture raw thoughts with automatic domain classification and vault routing

data-ai510

library/methodologies/automaker/skills/feature-intake

# Feature Intake Parse and normalize features from text descriptions, images, and screenshots into structured requirements. ## Agent Feature Planner - `automaker-feature-planner` ## Workflow 1. Parse feature title and description text 2. Analyze attached images and screenshots for UI requirements 3. Extract explicit and implicit requirements 4. Categorize feature type (UI, API, infrastructure, refactor, bugfix) 5. Estimate initial complexity 6. Extract acceptance criteria ## Inputs - `projec

development510

library/methodologies/bmad-method/skills/prd-creation

# PRD Creation Create Product Requirements Documents through structured discovery using Jobs-to-be-Done framework. ## Agent John (Product Manager) - `bmad-pm-john` ## Workflow 1. Synthesize user interviews and Jobs-to-be-Done analysis 2. Define product goals aligned with business objectives 3. Create detailed feature specifications with acceptance criteria 4. Prioritize using MoSCoW or RICE framework 5. Define MVP scope and release strategy 6. Validate PRD completeness (BMad Master) ## Input

development510

library/methodologies/ccpm/skills/prd-creation

# PRD Creation Interactive PRD brainstorming and drafting with quality-gated refinement. ## Agent Product Planner - `product-planner` ## Workflow 1. Brainstorm ideas, users, and pain points 2. Draft structured PRD with vision, user stories, success criteria 3. Validate PRD quality (completeness, clarity, testability, consistency) 4. Iteratively refine until quality threshold met 5. Finalize and write to .claude/prds/<featureName>.md ## Inputs - `projectName` - Project name - `featureName` -

development510

cog-daily-intelligence

Generate personalized verified news briefs with 7-day freshness and 95%+ source accuracy

data-ai510

file-guard

PreToolUse protection blocking sensitive file access across 195+ patterns in 12 categories with bash pipeline analysis and multi-tool ignore support.

tools510

finishing-a-development-branch

Use when implementation is complete, all tests pass, and you need to decide how to integrate the work.

development510

finishing-work

Final completion discipline including summary generation, plan document updates, and confirmation that all success criteria from the original plan are satisfied.

testing510

cog-onboarding

Personalize COG Second Brain workflow through role pack selection and vault initialization

data-ai510

cog-url-extraction

Save URLs with auto-extracted insights, credibility scoring, and vault routing

tools510

code-review-pipeline

Multi-dimensional code review across correctness, security, performance, and maintainability with confidence-gated reporting and remediation loops.

development510

test-driven-development

Test-first development practice where test specifications are written before production code, integrated into plan tasks as mandatory first sub-steps.

development510

test-driven-development

Use when implementing any feature or bugfix, before writing implementation code. Enforces RED-GREEN-REFACTOR cycle.

development510

eval-harness

Evaluation harness for testing agent and skill quality through structured benchmarks, regression tests, and quality scoring.

testing510

haystack-pipeline

Haystack NLP pipeline configuration for document processing and QA

testing510

research-first-dev

Research-first development methodology that investigates existing solutions, brainstorms alternatives, and evaluates trade-offs before any implementation begins.

development510

formula-authoring

Author TOML-based Formula workflow templates that become Protomolecules and active Molecules in Gas Town's durable workflow system.

data-ai510

library/methodologies/bmad-method/skills/product-brief-creation

# Product Brief Creation Create comprehensive product briefs from market, domain, and technical research. ## Agent Mary (Analyst) - `bmad-analyst-mary` ## Workflow 1. Conduct market research (competitors, trends, opportunities) 2. Perform domain research (problem space, stakeholders, pain points) 3. Evaluate technical feasibility 4. Synthesize findings into structured product brief 5. Define success metrics and scope boundaries ## Inputs - `projectName` - Project name - `projectDescription`

development510

merge-queue

Process the Refinery merge queue - collect agent work, detect and resolve conflicts, merge in dependency order, and verify integration.

testing510

library/methodologies/planning-with-files/skills/progress-tracking

# Progress Tracking Maintain progress.md with session logs, test results, error records, and phase status indicators. ## Agent Execution Monitor - `pwf-execution-monitor` ## Workflow 1. Initialize progress.md with session header and phase sections 2. Log session entries with timestamps during execution 3. Record test results and their outcomes 4. Track phase completion status indicators 5. Detect continuity gaps across sessions 6. Analyze progress for verification ## Inputs - `projectPath` -

development510

prompt-compression

Token-efficient prompt compression techniques for cost optimization

testing510

prompt-injection-detector

Prompt injection detection and prevention for secure LLM applications

data-ai510

prompt-template-design

Structured prompt template creation with variables, formatting, and version control

development510

proof-assistant

Assist in constructing algorithm correctness proofs

development510

session-management

Manage agent sessions including initialization, handoffs, revival (seance), and persistent identity for Polecats and Crew agents.

data-ai510

flow-network-builder

Model optimization problems as network flow problems

development510

huggingface-classifier

Hugging Face transformer model fine-tuning and inference for intent classification

data-ai510

git-integration

Git commit patterns, formats, and conventions for GSD methodology. Provides atomic commits per task, structured commit messages, planning file commits, branch management, and milestone tag operations.

development510

state-management

STATE.md reading, writing, and field-level updates. Provides cross-session state persistence via .planning/STATE.md with structured fields for current task, completed phases, blockers, decisions, and quick tasks.

testing510

verification-suite

Plan structure validation, phase completeness checks, reference integrity verification, and artifact existence confirmation. Provides the structured verification layer ensuring GSD artifacts are well-formed and complete.

testing510

code-review-gate

Architect code review with DRY, YAGNI, abstraction, and test coverage principle enforcement

development510

design-review-gate

Parallel design review by 6 specialist agents (PM, Architect, Designer, Security Design, UX, CTO) with mandatory unanimous approval.

testing510

codebase-research

Systematic codebase exploration following the Iron Law - understand the problem before exploring code. Four phases with file-finder and web-researcher agents.

development510

knowledge-curation

Context priming before work (bd prime) and self-reflection after completion to extract patterns, gotchas, and decisions into the knowledge base.

development510

pr-shepherding

Monitor PR lifecycle from creation through merge including CI monitoring, review comment handling, thread resolution, and merge readiness verification.

testing510

behavior-contract

Bug condition/postcondition formalization as testable Behavior Contracts. Defines invariants that must be preserved across fixes.

testing510

context-preservation

State capture and restore across context window compactions. Monitors usage thresholds and serializes quality, task, and spec state for seamless continuation.

testing510

quality-hooks

Language-specific auto-lint/format/typecheck pipeline. Supports Python (ruff+pyright), TypeScript (prettier+eslint+tsc), Go (gofmt+golangci-lint). Auto-fix and convergence loops.

development510

library/methodologies/bmad-method/skills/qa-testing

# QA Testing Generate and execute API and E2E tests with quality gate assessment. ## Agent Quinn (QA Engineer) - `bmad-qa-quinn` ## Workflow 1. Generate API tests for new endpoints 2. Create E2E tests for critical user flows 3. Test edge cases from code review findings 4. Run regression tests 5. Generate coverage report 6. Provide quality gate recommendation ## Inputs - `projectName` - Project name - `storyResults` - Implemented story results - `codeReview` - Code review findings (optional)

development510

library/methodologies/planning-with-files/skills/completion-verification

# Completion Verification Verify all phases are complete with weighted quality scoring before allowing session exit. ## Agent Completion Verifier - `pwf-completion-verifier` ## Workflow 1. Read all three planning files in parallel 2. Parse checkbox completion state from task_plan.md 3. Cross-reference plan, findings, and progress for consistency 4. Check error resolution status 5. Calculate weighted quality score (phases 40%, errors 25%, findings 20%, continuity 15%) 6. Generate recommendatio

development510

library/methodologies/planning-with-files/skills/findings-capture

# Findings Capture Capture and persist research findings, discoveries, and decision rationale to findings.md. ## Agent Findings Curator - `pwf-findings-curator` ## Workflow 1. Initialize findings.md with structured section headers 2. Capture findings during execution with timestamps 3. Apply 2-Action Rule: persist after every 2 operations 4. Record decisions with supporting rationale 5. Deduplicate and organize on final flush 6. Analyze coverage for verification ## Inputs - `projectPath` - R

development510

code-review

Structured code quality assessment with Conventional Comments format, scaled review depth, and soft-gating verdicts preserving user autonomy.

development510

issue-tracking

Track beads as git-backed issues with persistent attribution, supporting Gas Town's bead lifecycle and convoy progress monitoring.

tools510

plan-implementation

Disciplined execution of approved plans with step-by-step verification, phase checkpoints, failure investigation, and mandatory code/security reviews.

development510

verification

Verification-before-completion discipline ensuring all success criteria are met, tests pass, and reviews complete before declaring work done.

testing510

smart-routing

Complexity-based task routing with Q-Learning optimization, Agent Booster WASM fast-path, and Mixture-of-Experts model selection.

data-ai510

implementation-execution

Execute development tasks to build features, producing code, tests, and configuration artifacts that satisfy specification requirements and comply with constitution standards.

development510

quality-checklist

Validate implementation quality through custom checklists, scoring against constitution standards, specification coverage, and producing remediation recommendations.

testing510

dispatching-parallel-agents

Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies.

testing510

autogen-setup

Microsoft AutoGen multi-agent configuration for conversational AI systems

data-ai510

using-git-worktrees

Use when starting feature work that needs isolation from current workspace or before executing implementation plans.

tools510

verification-before-completion

Use when about to claim work is complete, fixed, or passing, before committing or creating PRs. Evidence before assertions.

data-ai510

cog-knowledge-consolidation

Build structured knowledge frameworks from scattered vault notes with source attribution

development510

knowledge-graph-management

Capture, validate, query, and sync architectural patterns and design decisions in the knowledge graph

testing510

crewai-setup

CrewAI multi-agent orchestration setup for collaborative AI systems

data-ai510

langchain-chains

LangChain chain composition including SequentialChain, RouterChain, and LCEL patterns

data-ai510

langchain-react-agent

LangChain ReAct agent implementation with tool binding for reasoning and action loops

tools510

langchain-tools

LangChain tool creation and integration utilities for agent systems

tools510

langfuse-integration

LangFuse LLM observability integration for tracing, analytics, and cost tracking

testing510

langgraph-checkpoint

LangGraph checkpoint and persistence configuration for stateful workflow management

testing510

langgraph-hitl

Human-in-the-loop integration for LangGraph workflows with approval and intervention points

tools510

langgraph-routing

Conditional edge routing and state-based transitions for LangGraph workflows

tools510

langgraph-state-graph

LangGraph StateGraph builder with state schema design. Create stateful agent workflows with cycles, conditionals, and persistence.

development510

few-shot-example-gen

Few-shot example generation and optimization for improved LLM performance

data-ai510

library/methodologies/bmad-method/skills/quick-flow

# Quick Flow Lean solo-developer workflow for rapid spec-to-implementation with minimal overhead. ## Agent Barry (Solo Dev) - `bmad-solodev-barry` ## Workflow 1. Quick Spec: Create technical specification with stories 2. Quick Dev: Implement each story with tests 3. Code Review: Multi-dimensional quality assessment ## Inputs - `projectName` - Project name - `projectDescription` - Project requirements - `techStack` - Preferred technology stack (optional) - `storyCount` - Number of stories (de

development510

work-unit-decomposition

Decompose implementation plans into discrete work units with enumerated DoD items, file scope declarations, dependency mapping, and human checkpoint flags.

testing510

leetcode-problem-fetcher

Fetch and parse LeetCode problems with metadata, constraints, examples, hints, difficulty ratings, and related problems. Integrates with LeetCode API for comprehensive problem data retrieval.

development510

guardrails-ai-setup

Guardrails AI validation framework setup for LLM applications. Implement input/output validation, safety checks, and structured output enforcement.

development510

library/methodologies/ccpm/skills/audit-trail

# Audit Trail Full traceability from PRD to code commit through the CCPM spec-driven pipeline. ## Traceability Chain PRD -> Epic -> Task -> GitHub Issue -> Code Commit ## Capabilities - PRD user story to task mapping - Task to GitHub issue linking - Commit to issue cross-referencing - Coverage matrix generation - Audit completeness verification ## File Structure ``` .claude/ prds/<feature-name>.md # PRD with user stories epics/<feature-name>/ epic.md #

development510

rag-chunking-strategy

Document chunking with multiple strategies including semantic, recursive, and fixed-size chunking

documentation510

langchain-memory

LangChain memory integration including ConversationBufferMemory, ConversationSummaryMemory, and vector-based memory

data-ai510

rag-embedding-generation

Batch embedding generation with caching, rate limiting, and multiple provider support

data-ai510

llm-classifier

LLM-based zero-shot and few-shot classification for flexible intent detection

data-ai510

rag-query-transformation

Query expansion, HyDE, and multi-query generation for improved retrieval

development510

langchain-retriever

LangChain retriever implementation with various retrieval strategies for RAG applications

data-ai510

rasa-nlu-integration

Rasa NLU pipeline configuration and training for intent and entity extraction

devops510

langgraph-subgraph

Subgraph composition and modular workflow design for LangGraph

content-media510

llamaindex-agent

LlamaIndex agent and query engine setup for RAG-powered agents

data-ai510

memory-summarization

Conversation summarization for memory compression and context management

tools510

nemo-guardrails

NVIDIA NeMo Guardrails configuration for conversational safety and control

data-ai510

phoenix-arize-setup

Arize Phoenix observability platform setup for LLM debugging and evaluation

development510

pii-redaction

PII detection and redaction utilities for privacy-compliant conversational AI

data-ai510

library/methodologies/bmad-method/skills/ux-design

# UX Design Create comprehensive UX design with user flows, wireframes, and design systems. ## Agent Sally (UX Designer) - `bmad-ux-sally` ## Workflow 1. Synthesize user research from PRD personas 2. Create user journey maps for primary flows 3. Design information architecture and navigation 4. Create wireframes for key screens 5. Define interaction patterns and micro-interactions 6. Establish visual design system foundations 7. Design for accessibility (WCAG) 8. Create developer handoff spec

development510

receiving-code-review

Use when receiving code review feedback, before implementing suggestions. Requires technical rigor and verification, not blind implementation.

development510

qdrant-integration

Qdrant vector database with filtering, payloads, and quantization support

data-ai510

agent-booster

WASM-based instant code transforms for simple tasks, achieving 352x speedup over LLM inference with zero cost.

development510

rag-hybrid-search

Hybrid search combining semantic and keyword retrieval for RAG pipelines. Implement BM25 + dense vector search with fusion strategies.

devops510

vector-memory

HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management.

data-ai510

rag-reranking

Cross-encoder reranking and MMR diversity filtering for improved retrieval quality

development510

requesting-code-review

Use when completing tasks, implementing major features, or before merging to verify work meets requirements.

development510

redis-memory-backend

Redis backend for conversation state persistence and caching

development510

research-orchestration

Parallel research agent orchestration dispatching 5-10 concurrent agents for comprehensive multi-source research with synthesis and validation.

data-ai510

setfit-few-shot

SetFit few-shot learning for efficient intent classification with minimal data

testing510

atcoder-client

Interface with AtCoder for Japanese competitive programming contests

tools510

code-template-manager

Manage and generate competitive programming templates

development510

dp-state-designer

Assist in designing optimal DP states and transitions

content-media510

cog-meeting-processing

Process meeting recordings and transcripts into decisions, action items, and team dynamics

testing510

mem0-integration

Mem0 memory layer integration for AI agents. Implement persistent, semantic memory for long-term context retention and personalization.

data-ai510

weaviate-integration

Weaviate vector database setup with GraphQL queries and hybrid search

data-ai510

roadmap-management

Roadmap parsing, analysis, and mutation operations for ROADMAP.md. Handles phase and milestone lifecycle including add, insert (decimal), remove, complete, and requirements coverage analysis.

testing510

adversarial-review

Fresh adversarial code review with binary PASS/FAIL verdicts, evidence citations, and anchoring bias prevention via fresh reviewer spawning.

development510

micro-optimizer

Apply language-specific micro-optimizations

testing510

architecture-patterns

System and API design guidance covering component boundaries, data flow, integration patterns, and scalability considerations.

development510

milvus-integration

Milvus distributed vector database configuration for large-scale RAG applications

data-ai510

graph-modeler

Convert problem descriptions into graph representations

data-ai510

cog-weekly-reflection

Cross-domain pattern analysis with personal, professional, and project domain synthesis

data-ai510

interview-problem-bank

Curated bank of interview problems organized by company, pattern, and difficulty. Provides problem recommendations, coverage tracking, weak area identification, and premium problem alternatives for FAANG interview preparation.

data-ai510

writing-plans

Use when you have a spec or requirements for a multi-step task, before touching code. Creates bite-sized TDD implementation plans with dependency tracking.

development510

interview-simulator

Simulate realistic coding interview experience

tools510

library/methodologies/bmad-method/skills/architecture-design

# Architecture Design Design comprehensive system architecture with technology selection and ADRs. ## Agent Winston (Architect) - `bmad-architect-winston` ## Workflow 1. Define high-level system architecture with components 2. Select technology stack with justification 3. Design data model and database architecture 4. Define API contracts and integration patterns 5. Plan security, scalability, and deployment 6. Document Architecture Decision Records (ADRs) 7. Validate implementation readiness

development510

Adoption

a5c-ai

vulnerability-scanner

Incremental Model Strategy Selector

schema-comparator

logging-migrator

subgraph-indexing

BI Semantic Layer Generator

license-compliance-checker

Feature Engineering Optimizer

feast-feature-store

fairlearn-bias-detector

cloud-readiness-assessor

dependency-updater

slither-analysis

rollback-automation-skill

bug-bounty

foundry-framework

legacy-code-interpreter

refactoring-assistant

performance-baseline-capturer

Stream Processing Windowing Designer

framework-compatibility-checker

airflow-dag-analyzer

technical-debt-quantifier

openapi-generator

test-coverage-analyzer

wallet-integration

Great Expectations Generator

crypto-primitives

mythril-symbolic

certora-prover

openzeppelin

chain-forensics

evm-analysis

CDC Pattern Implementer

OBT Design Optimizer

Apache Spark Optimizer

echidna-fuzzer

SCD Implementation Generator

dvc-dataset-versioning

sql-query-optimizer

jupyter-notebook-executor

event-sourcing-migrator

iac-generator

gas-optimization

knowledge-extractor

great-expectations-validator

etl-pipeline-builder

dead-code-eliminator

mlflow-experiment-tracker

migration-validator

data-migration-validator

compliance-validator

containerization-assistant

solidity-dev

hardhat-framework

defi-protocols

strangler-fig-orchestrator

static-code-analyzer

kubeflow-pipeline-executor

domain-model-extractor

codemod-executor

zk-circuits

documentation-generator

dependency-scanner

tokenomics

query-translator

Schema Evolution Manager

lime-explainer

code-smell-detector

model-card-generator

dbt-project-analyzer

Kafka Topic Designer

arize-observability

evidently-drift-detector

soap-to-rest-converter

alibi-explainer

Data Catalog Enricher

bentoml-model-packager