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.

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.

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

Generate secure main process and preload script boilerplate with proper context isolation, IPC patterns, and security best practices for Electron applications

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.

Guardrails AI validation framework setup for LLM applications. Implement input/output validation, safety checks, and structured output enforcement.

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.

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

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.

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

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

Enterprise secrets management across platforms. Manage secrets with HashiCorp Vault, AWS Secrets Manager, Azure Key Vault, GCP Secret Manager, and Kubernetes secrets. Configure rotation, policies, and access controls.

Scikit-learn model training skill with cross-validation, hyperparameter tuning, pipeline construction, and model serialization. Enables automated ML model development using scikit-learn's comprehensive toolkit.

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

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.

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

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

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

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.

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

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

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.

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

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

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

Expert skill for Prometheus metrics and Grafana dashboards. Write and validate PromQL queries, generate Grafana dashboard JSON, create alerting and recording rules, analyze metric cardinality, and debug scrape configurations.

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.

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

Generate comprehensive test cases including edge cases, stress tests, and counter-examples for algorithm correctness verification. Supports random generation, constraint-based generation, and brute force oracle comparison.

Expert skill for native Android development with Kotlin and Jetpack Compose

Specialized skill for air pollution control equipment selection and design including scrubbers, baghouses, ESPs, oxidizers, and BACT/LAER determination.

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

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.

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.

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

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

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

Mem0 memory layer integration for AI agents. Implement persistent, semantic memory for long-term context retention and personalization.

Expert skill for membrane filtration and separation system design including process selection, flux calculations, fouling analysis, and concentrate management.

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.

Hybrid search combining semantic and keyword retrieval for RAG pipelines. Implement BM25 + dense vector search with fusion strategies.

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

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.

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.

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.

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.

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.

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

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.

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

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

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.

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

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

Specialized skill for Terraform and Infrastructure as Code operations. Execute terraform commands, validate HCL, analyze state and drift, generate modules, and support multi-cloud providers (AWS, GCP, Azure).

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.

Comprehensive mobile testing framework expertise

Expert skill for Android Room persistence library

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.

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.

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.

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

Diagnose babysitter run health - journal integrity, state cache, effects, locks, sessions, logs, and disk usage

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

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.

Specialized skill for iOS local data persistence solutions

LangGraph StateGraph builder with state schema design. Create stateful agent workflows with cycles, conditionals, and persistence.

PDCA cycle tracking skill for plan-do-check-act improvement management.

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

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.

Rapid Upper Limb Assessment (RULA) and Rapid Entire Body Assessment (REBA) skill for posture evaluation.

Skill for integrated stormwater management and green infrastructure design with SWMM modeling, hydrologic analysis, BMP sizing, and MS4 permit compliance.

Specialized skill for biological and physical-chemical wastewater treatment process optimization with activated sludge modeling, nutrient removal, aeration efficiency, and energy minimization.

Generate WPF MVVM architecture with ViewModelBase, RelayCommand, INotifyPropertyChanged, and dependency injection setup

Generate XAML styles, templates, and resource dictionaries with theme support for WPF applications

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.

Decision tree analysis skill with expected value, risk analysis, and utility theory.

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

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.

Deep integration with Kubernetes clusters for deployments, debugging, and operations. Execute kubectl commands, analyze pod logs/events/resources, generate and validate manifests, and debug cluster issues.

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

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.

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.

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.

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.

Electronic system thermal modeling and analysis skill for junction temperature calculation, heat sink selection, thermal resistance networks, and safe operating area verification.

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

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.

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.

Automated mobile build, test, and deployment with Fastlane

Specialized skill for Flutter app development and Dart programming

Google Play Store publishing and management expertise

Expert skill for native iOS development with Swift and SwiftUI

Anthropometric data analysis skill for workstation design and accommodation.

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.

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.