a5c-ai/babysitter

这个仓库里有 2115 个技能，GitHub 星标 ★ 1,796。

assimilate-popular-workflowsThis skill should be used when the user asks to "find skills in the wild", "assi
babysit-babysitter-issuesThis skill should be used when the user asks to "babysit issues", "work on assig
catalog-babysitter-usersDiscover public GitHub repositories that import defineTask from @a5c-ai/babysitt
fix-failing-pipelinesThis skill should be used when the user asks to "fix pipelines", "fix CI", "chec
process-builderScaffold new babysitter process definitions following SDK patterns, proper struc
retrospect-external-babysitter-runFor a repository in the babysitter-users catalog, locate its babysitter processe
babysit>-
agent-dispatch
code-review-gate
feature-intake
kanban-management
streaming-progress
test-automation
worktree-isolation
architecture-design
code-review
prd-creation
product-brief-creation
project-documentation
qa-testing
quick-flow
sprint-planning
story-development
ux-design
architecture-patternsSystem and API design guidance covering component boundaries, data flow, integra
code-generationMinimal, pattern-matching code output. Write the least code that satisfies requi
code-review-patternsMulti-dimensional code assessment across security, quality, performance, and mai
debugging-patternsRoot cause analysis frameworks including log-first investigation, git bisect cor
planning-patternsStructured planning methodology with research, brainstorming, phased plan creati
session-memoryMandatory memory persistence system across session resets using three markdown s
test-driven-developmentStrict RED-GREEN-REFACTOR cycle enforcement. Tests are never skipped or deferred
verification-before-completionEvidence requirement enforcement ensuring all claims are backed by logs, test re
audit-trail
context-management
epic-generation
github-sync
parallel-orchestration
prd-creation
progress-tracking
task-decomposition
checkpoint-managementGit-backed state management for safe rollback. Create and restore checkpoints wi
code-review-orchestration6-agent parallel code review orchestration covering architecture, security, perf
codebase-mappingAutomatic codebase indexing for invisible context injection. Catalogs project st
file-guardPreToolUse protection blocking sensitive file access across 195+ patterns in 12
hook-managementSession-scoped hook lifecycle management with enable/disable/status controls, ex
research-orchestrationParallel research agent orchestration dispatching 5-10 concurrent agents for com
spec-creationFeature specification creation from codebase research. Produces requirements, ac
spec-execution6-phase iterative specification execution workflow covering implementation, test
cog-braindump-captureCapture raw thoughts with automatic domain classification and vault routing
cog-daily-intelligenceGenerate personalized verified news briefs with 7-day freshness and 95%+ source
cog-knowledge-consolidationBuild structured knowledge frameworks from scattered vault notes with source att
cog-meeting-processingProcess meeting recordings and transcripts into decisions, action items, and tea
cog-onboardingPersonalize COG Second Brain workflow through role pack selection and vault init
cog-team-intelligenceCross-reference GitHub, Linear, Slack, and PostHog with bidirectional sync for t
cog-url-extractionSave URLs with auto-extracted insights, credibility scoring, and vault routing
cog-weekly-reflectionCross-domain pattern analysis with personal, professional, and project domain sy
code-review-pipelineMulti-dimensional code review across correctness, security, performance, and mai
context-engineeringDynamic context injection, mode switching (dev/review/research), selective loadi
continuous-learningPattern extraction, confidence-scored evaluation, skill creation, organization,
eval-harnessEvaluation harness for testing agent and skill quality through structured benchm
multi-service-orchestrationPM2 process management, backend/frontend cascade execution, parallel worktree bu
research-first-devResearch-first development methodology that investigates existing solutions, bra
security-scanningAgentShield security audit with 5 scanning categories, 102 static analysis rules
tdd-enforcementRed-Green-Refactor TDD methodology with mandatory failing tests, minimal impleme
agent-coordinationCoordinate Crew (persistent) and Polecat (transient) agents using Gas Town's hoo
convoy-managementCreate, track, and land convoys of related beads as primary work orders in the G
formula-authoringAuthor TOML-based Formula workflow templates that become Protomolecules and acti
issue-trackingTrack beads as git-backed issues with persistent attribution, supporting Gas Tow
merge-queueProcess the Refinery merge queue - collect agent work, detect and resolve confli
patrol-monitoringContinuous monitoring using Deacon/Witness patterns for agent health checks, stu
session-managementManage agent sessions including initialization, handoffs, revival (seance), and
work-decompositionDecompose goals into MEOWs (Molecular Expressions of Work) - trackable atomic un
context-engineeringContext window monitoring and budget management. Keeps orchestrator at 15-30% co
frontmatter-parsingYAML frontmatter parsing and manipulation for .planning/ documents. Provides rea
git-integrationGit commit patterns, formats, and conventions for GSD methodology. Provides atom
gsd-toolsCentral utility skill for GSD operations. Provides config parsing, slug generati
model-profile-resolutionResolve model profile (quality/balanced/budget) at orchestration start and map a
roadmap-managementRoadmap parsing, analysis, and mutation operations for ROADMAP.md. Handles phase
state-managementSTATE.md reading, writing, and field-level updates. Provides cross-session state
template-scaffoldingTemplate loading, variable filling, and scaffolding for all GSD artifacts. Manag
verification-suitePlan structure validation, phase completeness checks, reference integrity verifi
code-review-gateArchitect code review with DRY, YAGNI, abstraction, and test coverage principle
hotfix-triageUrgent issue classification, root cause analysis, and fast-path routing for prod
knowledge-graph-managementCapture, validate, query, and sync architectural patterns and design decisions i
maintenance-orchestrationTechnical debt management including branch cleanup, doc verification, TODO scann
requirements-interviewInteractive PM interview with expertise-adaptive questioning for requirements el
specification-generationConvert requirements into structured technical specifications with architecture
story-decompositionBreak technical specifications into small, implementable stories with dependency
test-enforcementAutomated test validation, coverage checking, and quality metrics with aggressiv
adversarial-reviewFresh adversarial code review with binary PASS/FAIL verdicts, evidence citations
design-review-gateParallel design review by 6 specialist agents (PM, Architect, Designer, Security
external-tool-coordinationCoordinate external AI tool integration (OpenAI Codex, Google Gemini) for cross-
knowledge-curationContext priming before work (bd prime) and self-reflection after completion to e
orchestrated-executionExecute work units through the rigorous 4-phase Metaswarm cycle (Implement -> Va
plan-review-gateAdversarial plan review by 3 independent reviewers (Feasibility, Completeness, S
pr-shepherdingMonitor PR lifecycle from creation through merge including CI monitoring, review
work-unit-decompositionDecompose implementation plans into discrete work units with enumerated DoD item
behavior-contractBug condition/postcondition formalization as testable Behavior Contracts. Define
codebase-syncConvention discovery and rule generation from codebase analysis. Scans project s
context-preservationState capture and restore across context window compactions. Monitors usage thre
persistent-memoryObservation capture and retrieval across sessions. Stores decisions, discoveries
quality-hooksLanguage-specific auto-lint/format/typecheck pipeline. Supports Python (ruff+pyr
spec-driven-developmentSpecification creation and management for the Pilot Shell methodology. Covers se
strict-tddStrict RED->GREEN->REFACTOR test-driven development with enforcement. Never writ
worktree-isolationGit worktree management for safe, isolated feature development. Creates, manages
completion-verification
error-logging
findings-capture
plan-creation
progress-tracking
session-recovery
brainstormingClarify vague requirements through exploratory questioning and option generation
code-reviewStructured code quality assessment with Conventional Comments format, scaled rev
codebase-researchSystematic codebase exploration following the Iron Law - understand the problem
decision-documentationCreate Architecture Decision Records (ADRs) documenting significant technical ch
finishing-workFinal completion discipline including summary generation, plan document updates,
plan-implementationDisciplined execution of approved plans with step-by-step verification, phase ch
plan-writingTransform research findings into actionable implementation plans with stakes-bas
security-reviewSecurity vulnerability assessment identifying OWASP risks, injection vectors, au
systematic-debuggingStructured debugging methodology using hypothesis-driven investigation, log anal
test-driven-developmentTest-first development practice where test specifications are written before pro
verificationVerification-before-completion discipline ensuring all success criteria are met,
agent-boosterWASM-based instant code transforms for simple tasks, achieving 352x speedup over
anti-driftHierarchical coordination and drift detection with frequent checkpoints, shared
consensus-mechanismsMulti-protocol consensus for agent swarms supporting Raft leader election, Byzan
security-hardeningAIDefence security layer with prompt injection blocking, input validation, sandb
self-optimizationSONA self-optimizing neural architecture with ReasoningBank trajectory learning,
smart-routingComplexity-based task routing with Q-Learning optimization, Agent Booster WASM f
swarm-orchestrationMulti-agent swarm formation and coordinated execution with topology-aware agent
vector-memoryHNSW vector search for pattern similarity retrieval and knowledge graph maintena
constitution-creationEstablish project governing principles including dev guidelines, code quality st
cross-artifact-analysisPerform cross-artifact consistency and coverage analysis across constitution, sp
implementation-executionExecute development tasks to build features, producing code, tests, and configur
planning-designDesign technical architecture, select technology stack, and define implementatio
quality-checklistValidate implementation quality through custom checklists, scoring against const
specification-writingWrite feature specifications as requirements and user stories with acceptance cr
task-decompositionConvert technical plans into actionable development tasks with dependency graphs
brainstormingUse when starting any creative work - creating features, building components, ad
dispatching-parallel-agentsUse when facing 2+ independent tasks that can be worked on without shared state
executing-plansUse when you have a written implementation plan to execute in a separate session
finishing-a-development-branchUse when implementation is complete, all tests pass, and you need to decide how
receiving-code-reviewUse when receiving code review feedback, before implementing suggestions. Requir
requesting-code-reviewUse when completing tasks, implementing major features, or before merging to ver
subagent-driven-developmentUse when executing implementation plans with independent tasks in the current se
systematic-debuggingUse when encountering any bug, test failure, or unexpected behavior, before prop
test-driven-developmentUse when implementing any feature or bugfix, before writing implementation code.
using-git-worktreesUse when starting feature work that needs isolation from current workspace or be
using-superpowersUse when starting any conversation. Establishes how to find and use skills, requ
verification-before-completionUse when about to claim work is complete, fixed, or passing, before committing o
writing-plansUse when you have a spec or requirements for a multi-step task, before touching
writing-skillsUse when creating new skills, editing existing skills, or verifying skills work
autogen-setupMicrosoft AutoGen multi-agent configuration for conversational AI systems
autonomous-coding-engagementAutonomously engage with complex coding tasks — multi-step planning, tool use, s
autonomous-research-engineeringAutonomous research engineering — web search orchestration, source synthesis, hy
chain-of-thought-promptsChain-of-thought and step-by-step reasoning prompts for complex problem solving
chroma-integrationChroma local vector database setup and operations for development and production
closed-book-frontier-reasoningPerform closed-book frontier reasoning — complex problem solving from internaliz
constitutional-ai-promptsConstitutional AI and safety guardrail prompts for aligned LLM behavior
content-moderation-apiContent moderation API integration using OpenAI Moderation, Perspective API, and
crewai-setupCrewAI multi-agent orchestration setup for collaborative AI systems
entity-memory-extractionEntity and fact extraction for user profiling and personalization
few-shot-example-genFew-shot example generation and optimization for improved LLM performance
general-knowledge-reasoningApply general knowledge reasoning across diverse domains — trivia, commonsense i
guardrails-ai-setupGuardrails AI validation framework setup for LLM applications. Implement input/o
haystack-pipelineHaystack NLP pipeline configuration for document processing and QA
huggingface-classifierHugging Face transformer model fine-tuning and inference for intent classificati
langchain-chainsLangChain chain composition including SequentialChain, RouterChain, and LCEL pat
langchain-memoryLangChain memory integration including ConversationBufferMemory, ConversationSum
langchain-react-agentLangChain ReAct agent implementation with tool binding for reasoning and action
langchain-retrieverLangChain retriever implementation with various retrieval strategies for RAG app
langchain-toolsLangChain tool creation and integration utilities for agent systems
langfuse-integrationLangFuse LLM observability integration for tracing, analytics, and cost tracking
langgraph-checkpointLangGraph checkpoint and persistence configuration for stateful workflow managem
langgraph-hitlHuman-in-the-loop integration for LangGraph workflows with approval and interven
langgraph-routingConditional edge routing and state-based transitions for LangGraph workflows
langgraph-state-graphLangGraph StateGraph builder with state schema design. Create stateful agent wor
langgraph-subgraphSubgraph composition and modular workflow design for LangGraph
langsmith-tracingLangSmith tracing and debugging setup for LLM applications. Configure observabil
llamaindex-agentLlamaIndex agent and query engine setup for RAG-powered agents
llm-classifierLLM-based zero-shot and few-shot classification for flexible intent detection
mcp-app-scaffoldingScaffolds MCP App project structure with correct directory layout, dependencies,
mcp-app-verificationComprehensive verification checklists for MCP Apps. Tests with basic-host refere
mcp-csp-investigationComprehensive Content Security Policy audit for MCP Apps in sandboxed iframes. D
mcp-host-styling-integrationIntegrates MCP App UI with host theming system. Applies host CSS variables, hand
mcp-tool-resource-patternImplements the core MCP Apps architectural pattern where a Tool declares _meta.u
medical-agentBuild medical AI agents for clinical decision support, medical record summarizat
mem0-integrationMem0 memory layer integration for AI agents. Implement persistent, semantic memo
memory-summarizationConversation summarization for memory compression and context management
milvus-integrationMilvus distributed vector database configuration for large-scale RAG application
multi-app-orchestrationOrchestrate workflows across multiple applications and APIs — inter-app coordina
multi-turn-tool-useDesign agents for multi-turn tool use — sequential tool calls, result accumulati
nemo-guardrailsNVIDIA NeMo Guardrails configuration for conversational safety and control
opentelemetry-llmOpenTelemetry instrumentation for LLM applications with distributed tracing
phoenix-arize-setupArize Phoenix observability platform setup for LLM debugging and evaluation
pii-redactionPII detection and redaction utilities for privacy-compliant conversational AI
pinecone-integrationPinecone vector database setup, configuration, and operations for RAG applicatio
prompt-compressionToken-efficient prompt compression techniques for cost optimization
prompt-injection-detectorPrompt injection detection and prevention for secure LLM applications
prompt-template-designStructured prompt template creation with variables, formatting, and version cont
qdrant-integrationQdrant vector database with filtering, payloads, and quantization support
rag-chunking-strategyDocument chunking with multiple strategies including semantic, recursive, and fi
rag-embedding-generationBatch embedding generation with caching, rate limiting, and multiple provider su
rag-hybrid-searchHybrid search combining semantic and keyword retrieval for RAG pipelines. Implem
rag-query-transformationQuery expansion, HyDE, and multi-query generation for improved retrieval
rag-rerankingCross-encoder reranking and MMR diversity filtering for improved retrieval quali
rasa-nlu-integrationRasa NLU pipeline configuration and training for intent and entity extraction
redis-memory-backendRedis backend for conversation state persistence and caching
semantic-kernel-setupMicrosoft Semantic Kernel planner and plugin setup for orchestrated AI
setfit-few-shotSetFit few-shot learning for efficient intent classification with minimal data
single-file-bundlingConfigure Vite with vite-plugin-singlefile for mandatory single-file HTML bundli
spacy-nerspaCy NER model training and entity extraction for conversational AI
visual-pattern-inductionInduce visual patterns from examples — few-shot visual reasoning, grid-based pat
weaviate-integrationWeaviate vector database setup with GraphQL queries and hybrid search
zep-memory-integrationZep memory server integration for long-term conversation memory and user profili
advanced-ds-libraryProvide implementations of advanced data structures
algorithm-visualizerGenerate visual representations of algorithm execution
atcoder-clientInterface with AtCoder for Japanese competitive programming contests
code-profilerProfile code performance and identify bottlenecks
code-template-managerManage and generate competitive programming templates
codeforces-api-clientInterface with Codeforces API for contest data, problem sets, and submissions
combinatorics-calculatorCalculate combinatorial values with modular arithmetic
complexity-analyzerAutomated Big-O complexity analysis of code and algorithms. Performs static anal
cses-trackerTrack progress through CSES Problem Set with structured learning
data-structure-selectorSelect optimal data structure based on operation requirements
dp-optimizerApply advanced DP optimizations automatically
dp-pattern-libraryMaintain and match against a library of classic dynamic programming patterns. Pr
dp-state-designerAssist in designing optimal DP states and transitions
flow-network-builderModel optimization problems as network flow problems
geometry-algorithm-libraryImplement computational geometry algorithms
geometry-primitive-libraryProvide robust computational geometry primitives
graph-algorithm-selectorSelect optimal graph algorithm based on problem constraints
graph-modelerConvert problem descriptions into graph representations
interview-problem-bankCurated bank of interview problems organized by company, pattern, and difficulty
interview-simulatorSimulate realistic coding interview experience
invariant-analyzerIdentify and verify loop invariants for correctness proofs
leetcode-problem-fetcherFetch and parse LeetCode problems with metadata, constraints, examples, hints, d
micro-optimizerApply language-specific micro-optimizations
number-theory-toolkitProvide number theory algorithm implementations and guidance
prime-sieve-generatorGenerate optimized prime sieves and factorization routines
proof-assistantAssist in constructing algorithm correctness proofs
segment-tree-builderGenerate customized segment tree implementations
solution-comparatorCompare multiple solutions for correctness and performance
solution-explainerGenerate clear explanations of algorithm solutions
string-algorithm-matcherMatch string problems to appropriate algorithms
suffix-structure-builderBuild and query suffix arrays and related structures
test-case-generatorGenerate comprehensive test cases including edge cases, stress tests, and counte
backend-async-processingImplement backend async and background processing patterns — event-driven archit
background-job-processingImplement reliable background job processing systems — queue management, retry p
database-drivers-connectorsIntegrate database drivers and connectors — connection pooling, query builders,
email-notification-deliveryImplement email and push notification delivery systems — transactional email, no
growing-outside-in-systems>
rust-async-runtimeWork with Rust async runtimes — Tokio, async-std, executor internals, pinning, w
webhook-verificationImplement secure webhook verification — HMAC signature validation, replay attack
argparse-scaffolderGenerate argparse-based Python CLI applications with subparsers, type converters
argument-validator-generatorGenerate argument validation logic with type coercion, constraints, custom valid
bash-script-templateGenerate bash script templates with best practices including error handling, arg
bats-test-scaffolderGenerate BATS test structure and fixtures for shell script testing with setup/te
blessed-widget-generatorGenerate blessed widgets for Node.js terminal UIs with boxes, lists, forms, and
bubble-tea-scaffolderGenerate Bubble Tea (Go) TUI application structure with models, commands, and vi
chalk-styling-systemCreate consistent chalk-based color and styling system for CLI output with theme
chocolatey-package-generatorGenerate Chocolatey package for Windows CLI distribution.
clap-scaffolderGenerate Clap-based Rust CLI applications with derive macros, subcommands, and m
cli-e2e-test-harnessSet up E2E test harness for CLI applications with process spawning and assertion
cli-mock-stdinCreate mock stdin utilities for interactive CLI testing.
cli-progress-bar-setupConfigure cli-progress with custom formatters, multi-bar support, and ETA calcul
cli-snapshot-testerSet up snapshot testing for CLI output with update workflows and diff reporting.
cli-table-formatterGenerate table formatters for structured CLI output with column alignment, borde
click-scaffolderGenerate Click-based Python CLI applications with decorators, groups, context, a
cobra-scaffolderGenerate Cobra/Viper-based Go CLI applications with persistent flags, subcommand
code-signing-setupConfigure code signing for macOS and Windows binaries with notarization.
commander-js-scaffolderGenerate Commander.js CLI project structure with TypeScript, commands, options,
config-migration-generatorGenerate configuration file migration utilities for version upgrades.
config-schema-validatorGenerate Zod/JSON Schema configuration validators with defaults and error messag
cosmiconfig-setupSet up cosmiconfig for hierarchical configuration loading from multiple sources
cross-env-setupConfigure cross-env for cross-platform environment variable setting in npm scrip
cross-platform-path-handlerGenerate cross-platform path handling utilities for Windows, macOS, and Linux co
dotenv-integrationIntegrate dotenv for environment variable loading with validation and type coerc
encoding-handlerHandle text encoding across platforms including UTF-8, Windows codepages, and BO
env-var-mapperGenerate environment variable to CLI argument mapping with prefix support, type
getopts-parser-generatorGenerate getopts-based argument parsing for shell scripts with short/long option
goreleaser-setupSet up goreleaser for Go release automation with cross-compilation and publishin
help-text-formatterGenerate formatted help text with examples, descriptions, sections, and consiste
homebrew-formula-generatorGenerate Homebrew formula for CLI distribution on macOS and Linux.
ink-component-generatorGenerate Ink (React for CLI) components for terminal UIs with hooks, state manag
inquirer-prompt-generatorGenerate interactive command-line prompts using Inquirer.js with validation, con
line-ending-normalizerNormalize line endings for cross-platform file handling with CRLF/LF conversion
mcp-capability-declaratorGenerate MCP capability declarations from tool and resource inventory with prope
mcp-error-code-mapperMap application errors to MCP error codes with proper messages, error types, and
mcp-inspector-integrationSet up MCP Inspector for debugging and testing MCP servers with request logging,
mcp-mock-clientCreate mock MCP client for server testing with request/response simulation.
mcp-resource-uri-designerDesign and implement MCP resource URI schemes and templates with proper naming,
mcp-sdk-python-bootstrapperBootstrap MCP server with Python SDK, transport configuration, tool/resource han
mcp-sdk-typescript-bootstrapperBootstrap MCP (Model Context Protocol) servers with the official TypeScript SDK.
mcp-tool-schema-generatorGenerate JSON Schema definitions for MCP tool input parameters. Creates well-doc
mcp-transport-sse-setupConfigure HTTP/SSE transport for web-based MCP servers with proper endpoints, au
mcp-transport-websocket-setupConfigure WebSocket transport for bidirectional MCP communication with connectio
mutually-exclusive-group-handlerGenerate logic for handling mutually exclusive argument groups with clear error
npm-publish-configConfigure npm publishing with proper bin entry, files, and registry settings.
oclif-scaffolderGenerate oclif CLI framework projects with plugin support, topics, hooks, and Ty
ora-spinner-integrationIntegrate ora spinners with consistent styling, promise handling, and status upd
pkg-binary-builderConfigure pkg for Node.js binary builds with asset bundling and cross-platform t
plugin-dependency-resolverGenerate plugin dependency resolution logic with topological sorting.
plugin-hook-systemGenerate hook-based plugin extension system with event emitter patterns.
plugin-loader-generatorGenerate dynamic plugin loading system with discovery, validation, and lifecycle
plugin-manifest-schemaDefine plugin manifest schema with versioning and dependency declarations.
plugin-sandbox-setupConfigure plugin sandboxing with vm2 or isolated-vm for secure plugin execution.
posix-shell-validatorValidate scripts for POSIX compliance with portability checks, bashism detection
pyinstaller-configConfigure PyInstaller for Python binary builds with spec files and bundling opti
scoop-manifest-generatorGenerate Scoop manifest for Windows CLI distribution.
shell-completion-generatorGenerate shell completion scripts for bash, zsh, and fish from CLI command defin
shellcheck-config-generatorGenerate .shellcheckrc configuration with appropriate rules, exclusions, and sev
terminal-capability-detectorDetect terminal capabilities including color support, TTY status, size, and Unic
textual-scaffolderGenerate Textual (Python) TUI application structure with widgets, screens, and C
trap-handler-generatorGenerate trap handlers for cleanup, signal handling, and graceful shutdown in sh
tui-test-rendererSet up testing utilities for TUI components with ink-testing-library and Bubble
viper-go-setupSet up Viper for Go configuration management with file, env, and flag binding.
yaml-json-toml-loaderGenerate multi-format configuration file loaders for YAML, JSON, and TOML format
yargs-scaffolderGenerate Yargs-based CLI applications with commands, positional args, middleware
api-compatibility-analyzerAnalyze API changes for backward compatibility with breaking change detection an
api-inventory-scannerDiscover and document existing API endpoints from code, logs, and traffic analys
architecture-analyzerAnalyze and visualize software architecture patterns, dependencies, and module b
authentication-migratorMigrate authentication systems with credential migration, OAuth2/OIDC setup, and
build-system-migratorMigrate build systems to modern alternatives with build file conversion and CI/C
characterization-test-generatorGenerate characterization tests to capture and verify existing behavior before m
cloud-cost-estimatorEstimate cloud costs for migration targets with resource sizing and optimization
cloud-readiness-assessorAssess application readiness for cloud migration with 6Rs classification and clo
code-smell-detectorAutomated detection of code smells and anti-patterns to identify refactoring opp
codemod-executorExecute automated AST-based code transformations for large-scale refactoring and
compliance-validatorValidate compliance during migration with rule checking, audit trails, and secur
configuration-migratorMigrate configuration files between formats and versions with environment variab
containerization-assistantAssist in containerizing applications with Dockerfile generation and optimizatio
contract-test-generatorGenerate contract tests for API migrations with consumer-driven contracts and pr
data-migration-validatorValidate data integrity during and after migration with comprehensive verificati
dead-code-eliminatorIdentify and safely remove dead, unused, and unreachable code from codebases
dependency-scannerComprehensive dependency scanning, inventory generation, and SBOM creation for m
dependency-updaterAutomated dependency update execution with breaking change detection and rollbac
documentation-generatorGenerate documentation for migrated systems including API docs, architecture doc
domain-model-extractorExtract domain models from monolithic codebases using DDD principles for microse
etl-pipeline-builderBuild and manage ETL pipelines for data migration with transformation, CDC, and
event-sourcing-migratorMigrate to event-sourcing architecture with event extraction, store setup, and C
framework-compatibility-checkerCheck codebase compatibility with target framework versions and generate migrati
iac-generatorGenerate Infrastructure as Code from existing infrastructure with Terraform/Clou
knowledge-extractorExtract tribal knowledge from code, documentation, and commit history to preserv
legacy-code-interpreterUnderstand and document legacy code behavior through deep analysis and behavior
license-compliance-checkerAutomated license compliance verification for dependencies to ensure legal compl
logging-migratorMigrate logging infrastructure with format standardization, structured logging,
migration-validatorValidate functional equivalence after migration with side-by-side comparison and
openapi-generatorGenerate OpenAPI specifications from code or legacy APIs with schema inference a
performance-baseline-capturerCapture performance baselines before migration for regression comparison and SLA
query-translatorTranslate SQL queries between different database dialects with function mapping
refactoring-assistantSuggest and guide application of refactoring patterns to improve code quality
rollback-automation-skillAutomate rollback procedures with state snapshots, rollback scripts, and verific
schema-comparatorCompare database schemas between source and target environments for migration pl
soap-to-rest-converterConvert SOAP web services to REST APIs with WSDL parsing and resource modeling
static-code-analyzerDeep static analysis of codebases for quality, complexity, and migration readine
strangler-fig-orchestratorOrchestrate strangler fig pattern implementation for gradual migration with traf
technical-debt-quantifierMeasure, categorize, and prioritize technical debt for migration planning and re
test-coverage-analyzerAnalyze test coverage and identify gaps before migration to ensure adequate safe
ui-component-migratorMigrate UI components between frameworks with structure, state, and style transf
vulnerability-scannerSecurity vulnerability scanning for dependencies and code, with CVE database che
six-dimension-code-reviewStructured pull-request review across six fixed dimensions — correctness, clarit
compression-archivingImplement compression and archiving workflows — gzip, zstd, bzip2, tar, zip, str
date-time-manipulationHandle date and time manipulation — timezone conversions, duration calculations,
editor-fluencyDemonstrate fluency in code editors and IDEs — keybindings, refactoring tools, d
json-data-wranglingTransform and manipulate JSON data — jq queries, schema validation, nested objec
python-implementationImplement Python functions and modules following best practices — type hints, er
vision-extractionExtract structured data from images and documents using vision models — OCR, lay
bug-bountyBug bounty program management and security disclosure expertise for smart contra
certora-proverFormal verification using Certora Prover with CVL specification language. Suppor
chain-forensicsOn-chain analysis and transaction forensics for blockchain security investigatio
consensus-protocolsImplement blockchain consensus protocols — Proof of Work, Proof of Stake, PBFT,
cross-chainCross-chain bridge and multi-chain development expertise. Supports LayerZero, Ch
crypto-primitivesImplementation and secure usage of cryptographic primitives including ECDSA, BLS
defi-protocolsIntegration expertise for major DeFi protocols including Uniswap, Aave, Compound
echidna-fuzzerProperty-based testing and fuzzing using Echidna for smart contracts. Includes i
evm-analysisDeep EVM bytecode analysis and decompilation capabilities for smart contract sec
foundry-frameworkExpert usage of Foundry (Forge, Cast, Anvil, Chisel) for smart contract developm
gas-optimizationAdvanced gas optimization techniques for EVM smart contracts. Covers storage pac
hardhat-frameworkExpert usage of Hardhat for smart contract development, testing, and deployment.
mythril-symbolicSymbolic execution analysis using Mythril for deep vulnerability detection in sm
node-operationsBlockchain node deployment and operations. Supports Ethereum execution and conse
openzeppelinExpert usage of OpenZeppelin Contracts library for secure smart contract develop
slither-analysisExpert integration with Slither static analyzer for smart contract vulnerability
solidity-devDeep expertise in Solidity language features, patterns, and best practices for s
subgraph-indexingSubgraph development for The Graph protocol. Includes manifest configuration, Gr
tokenomicsToken economics simulation and analysis. Supports supply modeling, staking mecha
wallet-integrationWallet connection and transaction management for dApps using wagmi and viem. Sup
zk-circuitsZero-knowledge circuit development using Circom and Noir languages. Supports con
A_B Test Statistical AnalyzerPerforms statistical analysis for A/B testing experiments
airflow-dag-analyzerAnalyzes, validates, and optimizes Apache Airflow DAGs for reliability, performa
Apache Spark OptimizerAnalyzes and optimizes Apache Spark jobs for performance, cost, and resource uti
batch-vs-stream-tradeoffsAnalyze and decide between batch and stream processing architectures — latency r
BI Semantic Layer GeneratorGenerates semantic layer definitions for BI tools from dimensional models
CDC Pattern ImplementerImplements Change Data Capture patterns for real-time data integration
Cost Optimizer (Cloud Data Platforms)Analyzes and optimizes costs for cloud data platforms
Data Catalog EnricherEnriches data catalog entries with automated metadata
data-lineage-mapperExtracts and maps data lineage from various sources including SQL, dbt, Airflow,
data-quality-profilerProfiles data assets to assess quality dimensions, detect anomalies, and generat
dbt-project-analyzerAnalyzes dbt projects for best practices, performance, maintainability, and gene
Dimensional Model ValidatorValidates dimensional models against Kimball methodology best practices
etl-testingTest ETL pipelines for data completeness, transformation accuracy, schema valida
Feature Engineering OptimizerOptimizes feature engineering pipelines and feature store configurations
Great Expectations GeneratorGenerates Great Expectations suites from data profiles and business rules
Incremental Model Strategy SelectorSelects and configures optimal incremental model strategies
Kafka Topic DesignerDesigns and optimizes Apache Kafka topics and configurations
OBT Design OptimizerDesigns and optimizes One Big Table (OBT) patterns
SCD Implementation GeneratorGenerates Slowly Changing Dimension implementations across platforms
Schema Evolution ManagerManages schema evolution and compatibility across data systems
spark-jobsDevelop, optimize, and deploy Apache Spark jobs for large-scale batch processing
sql-query-optimizerAnalyzes and optimizes SQL queries across different data warehouse platforms (Sn
Stream Processing Windowing DesignerDesigns optimal windowing strategies for stream processing
alibi-explainerAlibi explainability skill for counterfactual explanations, anchors, and trust s
arize-observabilityArize AI skill for production ML monitoring, embedding drift, and performance an
bentoml-model-packagerBentoML skill for model packaging, serving, and containerization.
dvc-dataset-versioningDataset versioning skill using DVC for tracking data changes, managing data pipe
evidently-drift-detectorEvidently AI skill for data drift detection, model performance monitoring, targe
fairlearn-bias-detectorFairness assessment skill using Fairlearn for bias detection, mitigation, and co
feast-feature-storeFeature store management skill for online/offline feature serving, feature regis
great-expectations-validatorData quality validation skill using Great Expectations for schema validation, ex
inference-performance-testingBenchmark and optimize ML model inference — latency, throughput, memory usage, a
jupyter-notebook-executorJupyter notebook execution skill for running notebooks programmatically and extr
kubeflow-pipeline-executorKubeflow Pipelines skill for ML workflow orchestration, component management, an
lime-explainerLIME-based local explanation skill for individual predictions across tabular, te
mlflow-experiment-trackerMLflow integration skill for experiment tracking, model registry, and artifact m
model-card-generatorModel documentation skill for generating model cards following Google's model ca
optuna-hyperparameter-tunerOptuna integration skill for automated hyperparameter optimization with advanced
pandas-dataframe-analyzerAutomated DataFrame analysis skill for statistical summaries, missing value dete
pytest-ml-testerML-specific testing skill using pytest with fixtures for data, models, and predi
pytorch-trainerPyTorch model training skill with custom training loops, gradient management, an
ray-distributed-trainerDistributed computing skill using Ray for parallel training, hyperparameter sear
reinforcement-learning-agentsDesign and train reinforcement learning agents — environment setup, reward shapi
reproducibility-testingEnsure ML experiment reproducibility — seed management, environment pinning, art
rlhf-systemsHuman-feedback-driven model optimization — preference data collection, reward mo
seldon-model-deployerSeldon Core deployment skill for model serving, A/B testing, and canary deployme
shap-explainerSHAP-based model explainability skill for feature attribution, summary plots, an
sklearn-model-trainerScikit-learn model training skill with cross-validation, hyperparameter tuning,
statistical-testingApply statistical hypothesis testing, significance analysis, A/B test evaluation
tensorflow-trainerTensorFlow/Keras model training skill with callbacks, distributed strategies, an
time-series-analysisAnalyze and model time-series data — forecasting, anomaly detection, trend decom
training-data-testingValidate ML training datasets for quality, bias, completeness, label consistency
visualization-testingTest and validate data visualizations for correctness, accessibility, and render
wandb-experiment-trackerWeights & Biases integration skill for experiment tracking, hyperparameter sweep
whylabs-monitorWhyLabs integration skill for ML observability, profile logging, and anomaly det
accessibility-test-runnerRun accessibility audits with axe-core and screen reader testing for desktop app
amplitude-desktop-integrationIntegrate Amplitude analytics with privacy controls for desktop applications
appimage-builderBuild AppImage bundles with AppDir structure for portable Linux applications
appkit-menu-bar-builderGenerate NSMenu and NSStatusItem configurations for macOS menu bar applications
avalonia-ui-setupSet up Avalonia UI project with cross-platform XAML for Windows, macOS, and Linu
bundle-size-analyzerAnalyze and optimize application bundle size for desktop applications
clipboard-handlerCross-platform clipboard operations for text, images, files, and rich content
cross-platform-test-matrixGenerate CI test matrix for Windows, macOS, and Linux combinations
deb-package-builderBuild Debian packages with proper control files, dependencies, and maintainer sc
dmg-creatorCreate macOS DMG installers with custom backgrounds and app placement
dotnet-clickonce-configConfigure ClickOnce deployment with auto-update, prerequisites, and publish sett
electron-auto-updater-setupConfigure electron-updater with code signing verification, delta updates, staged
electron-builder-configGenerate and validate electron-builder configuration for multi-platform desktop
electron-ipc-security-auditAnalyze Electron IPC implementations for security vulnerabilities including cont
electron-main-preload-generatorGenerate secure main process and preload script boilerplate with proper context
electron-memory-profilerProfile Electron app memory usage, detect leaks, analyze renderer process memory
electron-mock-factoryGenerate mocks for Electron APIs (ipcMain, ipcRenderer, dialog, etc.) for unit t
electron-native-addon-builderBuild and bundle native Node.js addons for Electron with proper ABI compatibilit
electron-protocol-handler-setupRegister and handle custom URL protocols (deep linking) across platforms for Ele
electron-tray-menu-builderGenerate system tray and context menu configurations with platform-specific icon
ev-certificate-validatorValidate EV code signing certificate chain and timestamp for Windows SmartScreen
file-dialog-abstractionCross-platform file dialog implementation for open, save, and directory selectio
file-watcher-setupSet up cross-platform file system watching with debouncing and efficient change
flatpak-manifest-generatorGenerate Flatpak manifest with proper permissions and sandboxing
flutter-desktop-configConfigure Flutter for desktop platforms with platform channels and native integr
gdpr-consent-managerImplement GDPR-compliant consent management for desktop applications
global-shortcut-managerRegister and manage global keyboard shortcuts across desktop platforms
keychain-credential-managerManage credentials in OS keychains across Windows, macOS, and Linux
linux-gpg-signingSign Linux packages with GPG keys for secure distribution
macos-codesign-workflowExecute macOS code signing with Developer ID and hardened runtime requirements
macos-entitlements-generatorGenerate entitlements.plist with appropriate sandbox capabilities for macOS appl
macos-notarization-workflowAutomate Apple notarization with xcrun notarytool for macOS application distribu
macos-sparkle-configConfigure Sparkle framework for macOS auto-updates with appcast, delta updates,
maui-project-generatorGenerate .NET MAUI project with platform-specific handlers for desktop and mobil
memory-leak-detectorDetect memory leaks in desktop applications through heap analysis and object tra
msix-package-generatorGenerate MSIX packaging configuration with manifest, assets, and signing for Win
native-notification-builderBuild native OS notifications with actions, images, and progress indicators acro
neutralino-js-configConfigure Neutralino.js for lightweight desktop applications
nsis-installer-generatorGenerate NSIS installer scripts for Windows with custom UI and features
playwright-electron-configConfigure Playwright for comprehensive Electron application testing including E2
power-management-monitorMonitor system power state including battery, AC, sleep, and wake events
qt-cmake-project-generatorGenerate CMake-based Qt project with proper module dependencies, cross-compilati
qt-installer-framework-configConfigure Qt Installer Framework for cross-platform installers with component ma
qt-qml-component-generatorGenerate QML components with proper property bindings, signal/slot connections,
qt-test-fixture-generatorGenerate Qt Test fixtures with mock QObject signals and slots, data-driven tests
qt-translation-workflowSet up Qt Linguist workflow with .ts files, lupdate/lrelease integration, and tr
qt-widget-accessibility-auditAudit Qt Widget applications for accessibility compliance using QAccessible inte
rpm-spec-generatorGenerate RPM spec files for Fedora, RHEL, and CentOS distributions
sandbox-entitlements-auditorAudit and recommend minimal sandbox entitlements for secure desktop applications
screen-capture-apiCross-platform screen and window capture for screenshots and recording
sentry-desktop-setupConfigure Sentry for comprehensive desktop application crash reporting, error mo
snap-yaml-generatorGenerate snapcraft.yaml with confinement settings for Ubuntu Snap packages
spectron-test-setupSet up Spectron (deprecated) tests for legacy Electron application testing
startup-time-profilerProfile and optimize application startup time for desktop applications
swift-package-manager-configConfigure Swift Package Manager with platform-specific dependencies and build se
swiftui-view-generatorGenerate SwiftUI views with proper state management (@State, @Binding, @Observed
tauri-project-setupInitialize Tauri project with Rust backend and frontend framework integration
visual-regression-setupConfigure visual regression testing with Percy, Chromatic, or custom screenshot
windows-authenticode-signerSign Windows executables with Authenticode using signtool, supporting EV and sta
winui3-migration-helperAssist migration from WPF to WinUI 3 / Windows App SDK with code transformation
wix-toolset-configConfigure WiX Toolset for Windows MSI installers
wpf-high-dpi-analyzerAnalyze and fix WPF applications for high DPI support, per-monitor DPI awareness
wpf-mvvm-scaffoldGenerate WPF MVVM architecture with ViewModelBase, RelayCommand, INotifyProperty
wpf-xaml-style-generatorGenerate XAML styles, templates, and resource dictionaries with theme support fo
xctest-ui-test-generatorGenerate XCTest UI tests for macOS applications with accessibility identifiers a
aws-cloudAWS-specific infrastructure and services expertise for cloud operations and arch
azure-cloudAzure-specific infrastructure and services expertise for cloud operations and ar
blue-green-deploymentImplement blue/green deployment strategies — traffic switching, rollback procedu
cicd-pipelinesMulti-platform CI/CD pipeline expertise. Generate GitHub Actions, GitLab CI, Jen
cloud-cost-analysisMulti-cloud cost analysis and optimization expertise for FinOps practices
container-imagesDocker and OCI container image expertise for building, optimizing, and securing
gcp-cloudGCP-specific infrastructure and services expertise for cloud operations and arch
generating-aws-diagramsGenerates DrawIO XML diagrams for Amazon Web Services architectures from text de
generating-gcp-diagramsGenerates DrawIO XML diagrams for Google Cloud Platform architectures from text
gitopsGitOps tooling expertise for Argo CD and Flux-based continuous delivery
helm-chartsExpert Helm chart development and management skill for Kubernetes package manage
incident-platformsIncident management platform integration for PagerDuty, Opsgenie, and related to
k8s-operator-developmentBuild Kubernetes operators using controller-runtime — CRD design, reconciliation
kubernetes-opsDeep integration with Kubernetes clusters for deployments, debugging, and operat
log-analysisStructured log analysis and aggregation expertise for observability and troubles
observability-pipelineBuild observability pipelines — log aggregation, metric collection, trace ingest
prometheus-grafanaExpert skill for Prometheus metrics and Grafana dashboards. Write and validate P
secrets-managementEnterprise secrets management across platforms. Manage secrets with HashiCorp Va
service-meshService mesh configuration and operations expertise for Istio, Linkerd, and Cons
task-scheduling-cron-jobsImplement reliable task scheduling and cron job systems — distributed schedulers
terraform-iacSpecialized skill for Terraform and Infrastructure as Code operations. Execute t
adkar-assessmentAssess and track ADKAR change readiness across stakeholder groups with intervent
bpmn-generatorGenerate and validate BPMN 2.0 diagrams from process descriptions
communication-plan-generatorGenerate stakeholder communication plans and message templates for change initia
financial-calculatorAutomated calculation of business case financial metrics including NPV, IRR, ROI
gap-analysis-frameworkStructured gap analysis with automated comparison and prioritization for current
issue-tree-generatorGenerate and validate issue trees for structured problem solving with MECE valid
metrics-dashboard-designerDesign KPI dashboards and tracking mechanisms for performance measurement and re
options-scoringMulti-criteria decision analysis for solution options with weighted scoring and
pyramid-structuringStructure analysis and presentations using the Pyramid Principle with SCQA and M
requirements-quality-analyzerSpecialized skill for analyzing and scoring requirements quality against BABOK a
risk-register-builderBuild and maintain project and change risk registers with scoring, mitigation st
stakeholder-matrix-generatorGenerate stakeholder analysis matrices and visualizations including Power-Intere
traceability-matrix-builderBuild and maintain requirements traceability matrices with bidirectional links a
training-curriculum-designerDesign training curricula and learning paths for change initiatives with compete
uat-test-generatorGenerate UAT test cases from requirements and acceptance criteria with traceabil
user-story-writerGenerate and validate user stories from requirements with INVEST validation and
value-stream-mappingCreate and analyze value stream maps with waste identification and process effic
workshop-facilitationGenerate workshop agendas, activities, and facilitation guides for elicitation a
blue-ocean-strategyValue innovation and market space creation analysis using Blue Ocean frameworks
core-competencyOrganizational capability and core competency assessment using strategic framewo
vpd-designCustomer-centric value proposition development using jobs-to-be-done methodology
kpi-design-skillStrategic KPI selection, metric definition, performance dashboard design, and me
okr-skillOKR methodology expertise including objective setting, key results definition, q
strategy-stress-testing-skillStrategy robustness testing, scenario-based evaluation, vulnerability identifica
crm-integrationDeep integration with CRM platforms for customer data and actions
escalation-workflowAutomated escalation path determination and workflow execution
rca-analysisStructured root cause analysis for incidents and problems
support-platform-integrationIntegration with support and ticketing platforms
agent-based-simulatorAgent-based modeling skill for simulating complex adaptive systems with heteroge
ahp-calculatorAnalytic Hierarchy Process (AHP) calculation skill for pairwise comparison matri
bayesian-network-analyzerBayesian network construction and inference skill for probabilistic reasoning, c
calibration-trainerProbability calibration training skill for improving forecast accuracy and reduc
causal-inference-engineCausal inference skill for estimating treatment effects and understanding causal
competitive-intelligence-trackerCompetitive intelligence collection and analysis skill for systematic competitor
constraint-satisfaction-solverConstraint programming skill for scheduling, configuration, and assignment probl
data-storytellingNarrative generation skill for transforming analytical insights into compelling
decision-journalDecision documentation and learning skill for capturing decision context, ration
decision-tree-builderAutomated decision tree construction skill for structuring complex decisions wit
decision-visualizationDecision-specific visualization skill for creating clear, actionable visual repr
electre-comparatorELECTRE family methods skill for outranking-based decision support with concorda
genetic-algorithm-optimizerGenetic algorithm skill for complex optimization problems with non-linear object
hypothesis-trackerHypothesis management skill for tracking business hypotheses through testing and
kpi-trackerKPI definition, calculation, and tracking skill for business intelligence dashbo
linear-programming-solverLinear programming skill for resource allocation, scheduling, and optimization p
market-research-aggregatorMarket intelligence aggregation skill for synthesizing market data from multiple
monte-carlo-engineMonte Carlo simulation engine skill for probabilistic modeling, risk quantificat
pre-mortem-facilitatorPre-mortem analysis skill for prospective hindsight and failure mode identificat
promethee-evaluatorPROMETHEE (Preference Ranking Organization Method for Enrichment Evaluation) ski
real-options-analyzerReal options valuation skill for analyzing strategic flexibility and investment
reference-class-forecasterReference class forecasting skill to counter optimism bias using historical anal
risk-distribution-fitterProbability distribution fitting skill for calibrating uncertainty models from h
risk-register-managerRisk register management skill for systematic risk identification, assessment, a
scenario-narrative-generatorScenario narrative generation skill for creating vivid, consistent future scenar
sensitivity-analyzerSensitivity analysis skill for identifying critical inputs and understanding mod
stakeholder-preference-elicitorStakeholder preference elicitation skill for structured value and weight gatheri
system-dynamics-modelerSystem dynamics modeling skill for feedback loop analysis, stock-flow diagrams,
time-series-forecasterTime series forecasting skill for business metric prediction and demand planning
topsis-rankerTOPSIS (Technique for Order of Preference by Similarity to Ideal Solution) ranki
value-at-risk-calculatorValue at Risk (VaR) and related risk metrics calculation skill for financial and
war-game-orchestratorBusiness war game orchestration skill for competitive response simulation and st
bi-reportingBusiness intelligence and dashboard creation for marketing analytics and reporti
crm-integrationCRM data synchronization and lead management across marketing and sales platform
digital-advertisingPlan and optimize digital advertising campaigns across Google, Meta, programmati
link-building-outreachLink prospecting and outreach automation for SEO link building campaigns
marketing-automationBuild and manage marketing automation workflows — lead nurturing, email sequence
video-marketingVideo platform optimization and analytics for YouTube and other video channels
competitor-analysisDeep competitive intelligence and market positioning analysis
data-roomOrganize and manage due diligence data rooms
investor-crmManage investor pipeline and fundraising process
investor-updatesGenerate structured investor update communications
market-sizingAutomated TAM/SAM/SOM calculations with methodology documentation
pivot-analyzerAnalyze pivot decisions with evidence-based frameworks
startup-metricsBuild startup metrics dashboards with key KPIs
account-reconciliation-automatorAutomated account reconciliation skill with matching algorithms and exception ha
algorithmic-tradingDevelop algorithmic trading strategies — backtesting, execution algorithms, mark
audit-sampling-calculatorStatistical and non-statistical audit sampling skill with sample size determinat
audit-workpaper-generatorAutomated audit workpaper preparation skill with PBC list management
budget-forecasting-engineDriver-based budgeting and forecasting skill with rolling forecast support and v
capital-budgeting-analyzerCapital investment appraisal skill with NPV, IRR, payback, and real options anal
cash-flow-forecasterDaily, weekly, and monthly cash forecasting skill with scenario analysis and liq
comparable-company-analyzerPublic company comparable analysis skill with peer selection, multiple calculati
dcf-valuation-modelerDiscounted Cash Flow model builder for comprehensive company valuations with WAC
debt-covenant-monitorAutomated covenant compliance monitoring and calculation skill with early warnin
economic-indicator-trackerMacroeconomic indicator monitoring and analysis skill with trend identification
financial-dashboard-generatorAutomated financial dashboard and KPI visualization skill with executive reporti
fraud-risk-assessorFraud risk assessment skill based on the fraud triangle with red flag detection
fx-hedging-strategy-modelerForeign exchange exposure analysis and hedging strategy skill with hedge effecti
gaap-ifrs-compliance-checkerAutomated compliance validation skill for GAAP and IFRS accounting standards wit
industry-analysis-engineIndustry and competitive analysis skill with Porter's Five Forces and market str
intercompany-eliminatorAutomated intercompany transaction identification and elimination skill for cons
lbo-model-builderLeveraged Buyout model construction skill for private equity transaction analysi
lease-accounting-calculatorASC 842/IFRS 16 lease accounting skill for right-of-use asset and liability calc
market-data-engineeringBuild market data engineering pipelines — real-time feed ingestion, tick data no
merger-model-builderM&A merger model construction skill with accretion/dilution analysis and synergy
monte-carlo-financial-simulatorStochastic simulation skill for financial modeling with probability distribution
multi-jurisdiction-tax-calculatorMulti-state and international tax calculation skill with nexus analysis
portfolio-constructionConstruct and optimize investment portfolios — asset allocation, risk budgeting,
precedent-transaction-analyzerM&A precedent transaction analysis skill with deal sourcing and premium analysis
revenue-recognition-analyzerASC 606 five-step model implementation skill for revenue recognition analysis an
sox-control-testerSOX Section 404 control testing skill with workpaper generation and deficiency c
tax-provision-calculatorASC 740 income tax provision calculation skill with deferred tax analysis
technical-analysisImplement technical analysis indicators and charting patterns — moving averages,
three-statement-model-builderIntegrated three-statement financial model builder linking income statement, bal
trade-lifecycleImplement and manage trade lifecycle processes — order management, execution, cl
transfer-pricing-analyzerIntercompany transfer pricing analysis skill with benchmarking and documentation
xbrl-filing-generatorXBRL financial statement tagging and SEC filing preparation skill
360-feedbackDesign, administer, and analyze 360-degree feedback surveys for leadership devel
ats-integrationIntegration with Applicant Tracking Systems and automated recruitment workflow m
benefits-enrollmentManage benefits enrollment and administration workflows including elections, lif
comp-benchmarkingAnalyze market compensation data and establish competitive pay structures
culture-assessmentAssess and measure organizational culture using validated frameworks
employment-complianceEnsure compliance with employment laws and regulations across jurisdictions
engagement-surveyDesign, administer, and analyze employee engagement surveys with action planning
exit-analysisAnalyze exit interview data and identify retention insights and patterns
hr-investigationSupport workplace investigation processes with documentation and methodology gui
interview-questionsGenerate competency-based and behavioral interview questions with legal complian
job-evaluationAnalyze and evaluate jobs for internal equity and leveling using point-factor me
lms-adminConfigure and manage Learning Management System operations including courses, en
okr-managementManage OKRs and goal setting with alignment and tracking capabilities
onboarding-workflowAutomate and manage employee onboarding workflows, checklists, and new hire inte
pay-equityStatistical analysis of compensation for equity and regulatory compliance
performance-reviewGenerate performance review documentation and facilitate evaluation processes
pip-documentationCreate legally compliant performance improvement plan documentation with evidenc
resume-screeningIntelligent resume parsing and candidate screening with bias-reduction capabilit
succession-planningIdentify critical roles and develop succession pipelines with readiness assessme
training-needsAnalyze skill gaps and prioritize learning investments across the organization
turnover-analyticsAnalyze turnover patterns and develop retention strategies with predictive model
workforce-planningForecast workforce needs and plan talent supply strategies
autocomplete-engineSearch autocomplete and type-ahead suggestion optimization for knowledge bases
knowledge-analyticsKnowledge base analytics, usage reporting, and effectiveness measurement
semantic-similaritySemantic similarity computation for content relationships and intelligent discov
board-governanceSupport board of directors governance and meeting management
corporate-recordsManage corporate records and minute books
entity-managementTrack and manage subsidiary and entity information
policy-managementManage corporate policy lifecycle from drafting through compliance
abc-xyz-classifierMulti-dimensional inventory classification skill combining value (ABC) and deman
carbon-footprint-calculatorLogistics carbon emission tracking and reduction planning skill supporting susta
carrier-selection-optimizerAutomated carrier evaluation and selection skill using multi-criteria decision a
cross-dock-orchestratorFlow-through logistics process coordination skill to minimize storage time and a
cycle-count-schedulerAI-driven cycle counting schedule and variance analysis skill to maintain invent
dead-stock-identifierSlow-moving and obsolete inventory identification skill with disposition plannin
demand-forecasting-engineAI-powered demand prediction skill using historical data, market signals, and ex
demand-sensing-integratorReal-time demand sensing skill integrating POS data, market signals, and externa
dock-scheduling-coordinatorAutomated dock appointment scheduling skill with inbound flow optimization and r
driver-scheduling-optimizerAutomated driver assignment and hours of service compliance skill ensuring regul
fifo-lifo-controllerAutomated inventory rotation management skill ensuring proper product flow based
fleet-analytics-dashboardComprehensive fleet performance analytics skill tracking KPIs across fuel, utili
freight-audit-validatorAutomated freight bill validation skill with discrepancy detection and payment p
incoterms-compliance-checkerInternational shipping terms validation and documentation skill ensuring trade c
labor-productivity-optimizerAI-powered workforce planning and task assignment skill to maximize warehouse la
last-mile-delivery-optimizerFinal delivery leg optimization skill including dynamic scheduling, time-window
load-optimization-calculatorAI-powered load building and consolidation skill to maximize trailer utilization
logistics-kpi-trackerComprehensive logistics performance measurement skill with KPI tracking, benchma
network-optimization-modelerStrategic distribution network modeling skill to optimize facility locations, ca
omnichannel-fulfillment-allocatorIntegrated fulfillment allocation skill for unified inventory across channels wi
predictive-maintenance-schedulerPredictive maintenance scheduling skill using telematics data and historical pat
returns-authorization-processorAutomated return authorization and routing skill optimizing return paths and cus
returns-disposition-optimizerAI-powered returns inspection and disposition decision skill maximizing value re
route-optimization-engineAI-powered route planning and optimization skill using advanced algorithms (VRP,
safety-stock-calculatorDynamic safety stock and reorder point optimization skill based on demand variab
shipment-visibility-trackerReal-time shipment monitoring and exception management skill with proactive aler
slotting-optimization-engineAI-driven warehouse slotting skill to optimize product placement based on veloci
supply-chain-visibility-platformEnd-to-end supply chain visibility skill providing real-time tracking and contro
transportation-spend-analyzerFreight spend analysis and benchmarking skill for cost optimization and carrier
warehouse-simulation-modelerDiscrete event simulation skill for warehouse design validation and capacity pla
warranty-claims-processorStreamlined warranty claim validation and processing skill improving customer sa
wave-planning-optimizerAutomated wave planning and pick path optimization skill to maximize warehouse t
bi-dashboardsBusiness intelligence and marketing dashboard creation with multi-platform suppo
brand-asset-managementDigital asset management and brand guideline enforcement tools
brand-trackingBrand health measurement and tracking platform integration
competitive-intelligenceIntegration with competitive intelligence tools for monitoring and analysis
content-managementCMS operations and content optimization tools
content-optimizationAI-powered content optimization and SEO writing assistance
creative-testingCreative asset testing and optimization tools
crm-integrationCRM data synchronization and sales-marketing alignment operations
customer-data-platformCDP operations for unified customer data management and audience activation
email-marketingEmail marketing platform operations and deliverability management
journey-mappingCustomer journey visualization, analysis, and experience mapping tools
market-research-platformIntegration with market research platforms and survey tools for primary and seco
marketing-analyticsIntegration with marketing analytics and measurement platforms
marketing-automationMarketing automation platform operations and workflow design
marketing-project-managementMarketing workflow and project management integration
media-mix-modelingAdvanced econometric modeling for marketing effectiveness and budget optimizatio
paid-media-platformsCross-platform paid advertising management and optimization
seo-toolsIntegration with major SEO platforms and tools
social-listeningBrand monitoring, sentiment analysis, and social intelligence
social-media-managementCross-platform social media operations and analytics
a3-problem-solverA3 problem-solving and status reporting skill with structured thinking and coach
benchmarking-analystBenchmarking study skill for internal, competitive, and best-in-class performanc
capacity-plannerCapacity requirements planning skill with demand-capacity gap analysis and capac
changeover-optimizerSetup and changeover time reduction skill with SMED methodology and sequence opt
constraint-identifierSystem bottleneck identification and exploitation skill with throughput analysis
control-chart-analyzerStatistical process control chart creation and analysis skill with control limit
cost-of-quality-analyzerCost of Quality analysis skill with prevention, appraisal, internal failure, and
critical-chain-schedulerCritical Chain Project Management (CCPM) skill with buffer management and resour
cycle-time-analyzerCycle time analysis and reduction skill with process timing, bottleneck identifi
dbr-schedulerDrum-Buffer-Rope scheduling skill for constraint-based production pacing with bu
demand-forecasterDemand forecasting skill with quantitative and qualitative methods, accuracy mea
dmaic-project-managerDMAIC methodology execution skill with tollgate reviews, documentation templates
five-s-auditor5S workplace organization audit skill with scoring, photo documentation, and sus
fmea-facilitatorFailure Mode and Effects Analysis facilitation skill for products and processes
gage-rr-analyzerMeasurement System Analysis (MSA) skill for Gage R&R studies with variance compo
inventory-optimizerInventory management optimization skill with safety stock calculation, reorder p
iso-implementation-guideISO 9001:2015 Quality Management System implementation skill with gap assessment
kaizen-event-facilitatorRapid improvement workshop planning and execution skill with team coordination,
kanban-system-designerPull-based production control system design skill with WIP limits, replenishment
maintenance-schedulerMaintenance planning and scheduling skill with TPM integration and predictive ma
oee-calculatorOverall Equipment Effectiveness calculation and analysis skill with availability
operational-dashboard-generatorReal-time operational performance dashboard skill with KPI visualization and ale
opex-program-designerOperational Excellence program design skill with governance structure, methodolo
process-capability-calculatorProcess capability analysis skill with Cp, Cpk, Pp, Ppk calculations and specifi
process-simulation-modelerDiscrete event simulation skill for process modeling, scenario testing, and opti
production-schedulerProduction scheduling optimization skill with constraint handling, changeover mi
quality-auditorInternal quality audit skill with planning, execution, findings documentation, a
resource-schedulerResource scheduling and assignment optimization skill for personnel and equipmen
root-cause-analyzerSystematic root cause identification skill with 5 Whys, fishbone diagrams, fault
sop-facilitatorSales and Operations Planning process facilitation skill with demand-supply bala
standard-work-documenterStandardized work procedure documentation skill with time observations, work seq
throughput-accountantTOC financial metrics skill for throughput, inventory, and operating expense ana
tqm-program-designerTotal Quality Management program development skill with culture assessment and d
value-stream-mapperValue stream mapping skill for current state analysis, waste identification, and
workflow-automatorOperational workflow automation skill with task sequencing, approval routing, an
agile-metrics-calculatorCalculate and analyze Agile delivery metrics including velocity, burndown, and f
benefits-tracking-dashboardTrack and visualize benefit realization against targets
change-request-analyzerAnalyze change request impacts on scope, schedule, and cost
critical-path-analyzerPerform critical path method (CPM) analysis with forward/backward pass calculati
dependency-mapperMap and visualize cross-project dependencies in programs and portfolios
evm-calculatorAutomated calculation of all earned value metrics and forecasts
gantt-chart-generatorGenerate and manage Gantt chart visualizations from schedule data with interacti
issue-trackerTrack and manage project issues with escalation and resolution workflows
kanban-analyzerAnalyze Kanban flow metrics and identify bottlenecks
lessons-learned-repositoryCapture, categorize, and retrieve project lessons learned for organizational lea
npv-irr-calculatorCalculate project financial metrics for investment decision making
portfolio-optimizationOptimize project portfolio selection under constraints using mathematical optimi
project-charter-generatorGenerate project charter documents with comprehensive project definition element
resource-levelingOptimize resource allocation to eliminate overallocation while minimizing schedu
retrospective-facilitatorGenerate retrospective formats and analyze improvement actions
risk-register-managerBuild and maintain comprehensive project risk registers with quantitative analys
sprint-planning-calculatorCalculate sprint capacity and support story point estimation
stakeholder-matrix-generatorGenerate stakeholder analysis matrices and engagement visualizations
vendor-scorecardEvaluate and track vendor performance using scorecards and metrics
wbs-generatorGenerate and validate Work Breakdown Structures with automated decomposition
ap-style-writingAP style compliance, grammar checking, and PR writing assistance
crisis-management-platformCrisis response platform integration and real-time monitoring
employee-advocacyEmployee social sharing and advocacy program management for amplifying corporate
government-affairs-intelLegislative tracking and government affairs monitoring for public policy communi
influencer-kol-managementIndustry influencer and key opinion leader relationship management
internal-comms-platformEmployee communications platform integration and analytics
investor-relations-platformInvestor communications and financial disclosure management for public company s
media-databaseJournalist database access and media outreach automation
media-monitoringDeep integration with media monitoring platforms for coverage tracking, sentimen
media-training-simulationMedia interview preparation and crisis simulation tools for executive readiness
pr-analyticsPR measurement and reporting automation following Barcelona Principles with comp
press-release-distributionWire service integration and press release distribution management
reputation-intelligenceReputation measurement and benchmarking platform integration
social-listening-prSocial media monitoring and conversation analysis for PR intelligence
speaking-eventsSpeaking opportunity discovery and conference management
stakeholder-crmStakeholder relationship management and engagement tracking
6sense-intent6sense intent data and anonymous buyer identification platform
anaplan-planningAnaplan connected planning for territory and quota management
apollo-prospectingApollo.io prospecting and engagement data integration
calendly-schedulingCalendly meeting scheduling integration for sales workflows
chorus-analyticsChorus.ai conversation intelligence for meeting insights and analytics
churnzero-signalsChurnZero churn prediction and engagement signal monitoring
clari-forecastingClari revenue operations platform for AI-powered forecasting
clearbit-enrichmentCompany and contact data enrichment via Clearbit APIs
conga-cpqConga CPQ Configure-Price-Quote integration for complex pricing
crayon-competitiveCrayon competitive intelligence platform for market monitoring
docusign-contractsDocuSign contract and e-signature integration for deal closure
dun-bradstreet-dataDun & Bradstreet data quality and firmographic enrichment
dynamics365-connectorMicrosoft Dynamics 365 Sales integration with Power Platform support
gainsight-csGainsight customer success platform for health monitoring
gong-conversation-intelligenceGong.io conversation analytics for sales insights and coaching
highspot-contentHighspot sales enablement for content delivery and analytics
hubspot-connectorHubSpot CRM and Marketing Hub integration for sales and marketing alignment
klue-battlecardsKlue competitive enablement for dynamic battlecard management
lessonly-trainingLessonly (Seismic Learning) training platform integration
mindtickle-readinessMindtickle sales readiness platform for skills assessment
outreach-sequencesOutreach.io sales engagement platform for sequence management
pandadoc-proposalsPandaDoc document automation for proposals and contracts
pipedrive-connectorPipedrive CRM integration optimized for SMB sales teams
ringlead-dedupRingLead data quality and deduplication platform
salesforce-connectorBi-directional Salesforce CRM integration for sales data management
salesloft-cadencesSalesLoft cadence and sales engagement integration
seismic-enablementSeismic sales enablement platform for content and learning
tableau-analyticsTableau dashboard and visualization integration for sales analytics
totango-healthTotango customer health and engagement monitoring
varicent-icmVaricent incentive compensation management platform
xactly-compensationXactly incentive compensation management for sales performance
zoominfo-enrichmentB2B intelligence and contact data enrichment via ZoomInfo
capacity-constraint-analyzerProduction capacity analysis skill using Theory of Constraints principles
category-strategy-builderCategory management strategy development using Kraljic Matrix and portfolio opti
contingency-plan-builderBusiness continuity and contingency plan development skill for supply chain resi
contract-analyzerContract analysis and negotiation support skill with clause extraction and risk
cost-to-serve-analyzerSupply chain cost-to-serve analysis skill by customer, product, or channel
ddmrp-buffer-managerDemand-Driven MRP buffer positioning and management skill with dynamic adjustmen
demand-forecasting-engineStatistical demand forecasting skill using multiple algorithms with automatic mo
demand-sensing-integratorReal-time demand signal integration from POS, channel data, and external signals
disruption-response-coordinatorSupply chain disruption rapid response skill with impact assessment and mitigati
early-warning-monitorContinuous supplier and supply chain risk monitoring with automated alerts
forecast-accuracy-analyzerForecast accuracy measurement and improvement skill with error decomposition
inventory-optimizerMulti-echelon inventory optimization skill with ABC/XYZ segmentation and service
master-data-quality-managerSupply chain master data quality monitoring and improvement skill
network-optimization-modelerSupply chain network design and optimization skill using mathematical modeling
procurement-automation-orchestratorProcurement process automation skill for P2P workflow optimization
qbr-preparation-assistantQuarterly Business Review preparation and facilitation skill with agenda and mat
rfx-document-generatorAutomated RFI/RFP/RFQ document creation skill with template management and evalu
safety-stock-calculatorStatistical safety stock calculation skill with service level targeting and vari
scor-kpi-dashboard-builderSCOR-aligned supply chain KPI dashboard design and implementation skill
sop-scenario-modelerS&OP scenario modeling skill for demand-supply-financial plan alignment with wha
spend-analytics-engineProcurement spend analysis skill with classification, consolidation, and savings
strategic-sourcing-analyzerEnd-to-end strategic sourcing analysis skill with spend analysis, market assessm
supplier-development-plannerSupplier capability development and improvement planning skill
supplier-onboarding-orchestratorSupplier onboarding workflow orchestration with documentation collection and sys
supplier-scorecard-engineAutomated supplier performance scorecard generation with KPI tracking and trend
supply-chain-digital-twinDigital twin representation of supply chain for real-time monitoring and simulat
supply-chain-risk-assessorComprehensive supply chain risk identification and assessment skill with heat ma
supply-chain-simulation-engineSupply chain discrete-event simulation for scenario testing and optimization
supply-chain-visibility-integratorEnd-to-end supply chain visibility integration skill connecting systems and data
sustainable-procurement-assessorSustainability assessment skill for procurement practices and supplier evaluatio
tco-calculatorTotal Cost of Ownership calculation skill for comprehensive supplier and sourcin
vendor-risk-scorerComprehensive supplier risk scoring skill with multi-dimensional risk assessment
action-item-trackerTracks board action items, follow-ups, commitments across companies
audit-trail-verifierVerifies financial data against source documents, bank statements, contracts
background-checkerIntegrates with background check services, social media analysis, reference veri
board-deck-analyzerAnalyzes board decks for trends, flag issues, prepare discussion points
buyer-universe-builderBuilds and maintains buyer lists with acquisition history, strategic fit
cap-table-validatorValidates cap table accuracy, identifies issues, models option pool impact
carbon-footprint-estimatorEstimates company carbon footprint and environmental impact
closing-checklist-trackerTracks closing conditions, deliverables, sign-offs across parties
code-quality-analyzerStatic code analysis, technical debt assessment, engineering velocity metrics
cohort-analyzerAnalyzes revenue cohorts, retention curves, LTV/CAC trends over time
comparable-transaction-finderSearches M&A and funding databases for relevant comparable transactions
competitive-landscape-analyzerAutomated competitive mapping with funding history, product positioning, market
contract-extractorExtracts key terms from contracts, identifies risks, flags unusual provisions
customer-reference-trackerManages customer reference calls, NPS analysis, and churn pattern detection
dcf-modelerBuilds DCF models with terminal value, WACC calculation, sensitivity tables
deal-flow-trackerCRM integration for tracking deals through pipeline stages with automated status
deal-scoring-engineAutomated deal scoring based on thesis alignment, market size, team, and tractio
dilution-analyzerModels dilution impact across funding rounds, option pool expansions
document-redlinerAutomated document comparison, redline generation, change tracking
escrow-trackerTracks escrow releases, holdbacks, earnout milestones
esg-scorerESG rating calculation based on environmental, social, governance metrics
exit-readiness-scorerScores company readiness across financial, operational, governance dimensions
financial-model-validatorValidates financial model assumptions, checks formula integrity, stress tests sc
ic-memo-generatorGenerates investment committee memos from due diligence artifacts
investor-network-mapperMaps co-investor relationships, syndication history, and network connections
ip-patent-analyzerPatent landscape analysis, IP strength assessment, freedom to operate review
k1-generatorGenerates K-1 schedules for partner distributions with tax allocations
kpi-aggregatorAggregates KPIs from portfolio companies, normalizes metrics
market-sizerTAM/SAM/SOM calculation with data source integration (CB Insights, PitchBook, et
meeting-schedulerIntelligent scheduling with partner/associate availability and timezone manageme
multiple-calculatorCalculates valuation multiples (EV/Revenue, EV/EBITDA, P/E) with sector adjustme
network-matcherMatches portfolio company needs with investor network resources
outreach-sequencerManages multi-touch outreach sequences to founders and referral sources
portfolio-dashboard-builderGenerates portfolio dashboards with visualizations, trends
scenario-modelerMonte Carlo simulations for exit scenarios, return distributions
tech-stack-scannerAutomated technical architecture review, security assessment, scalability analys
term-comparatorCompares term sheets against market standards, identifies outliers
term-sheet-generatorGenerates term sheets from templates with standard and custom provisions
thesis-matchingMatches inbound deals against investment thesis criteria and fund strategy
valuation-updaterMarks portfolio positions to fair value per ASC 820/IPEV guidelines
vote-trackerTracks IC voting, approvals, conditions, follow-up items
waterfall-calculatorCalculates distribution waterfalls per LPA terms, carry, clawback
aero-databaseSystematic generation and management of aerodynamic coefficient databases
aeroelastic-analysisSkill for flutter, divergence, and aeroelastic response analysis
avionics-integrationSkill for avionics architecture design and system integration
certification-planningExpert skill for aerospace certification planning aligned with regulatory requir
cfd-analysisDeep integration with computational fluid dynamics tools for aerodynamic analysi
composite-structuresExpert skill for composite aerospace structure design and analysis
control-law-designExpert skill for flight control law development and tuning
do-178c-complianceSkill for planning and executing DO-178C software certification activities
environmental-testingSkill for environmental test campaign planning and execution
fatigue-dtSpecialized skill for fatigue life prediction and damage tolerance assessment
fea-structuralExpert FEA skill for aerospace structural analysis workflows
flight-sim-modelSkill for creating and validating flight dynamics models
flight-test-planningSkill for comprehensive flight test planning and execution support
gas-turbine-cycleExpert skill for gas turbine engine thermodynamic cycle analysis and optimizatio
gnc-simulationSkill for guidance, navigation, and control system simulation and analysis
handling-qualitiesSpecialized skill for aircraft handling qualities evaluation
hypersonic-aerothermoSpecialized skill for hypersonic vehicle aerodynamic and thermal analysis
interface-controlSkill for aerospace interface definition and management
mission-trajectoryExpert skill for space mission design and trajectory analysis
orbital-debrisSkill for orbital debris risk assessment and mitigation planning
propulsion-test-analysisSkill for propulsion system ground test data acquisition and analysis
requirements-verificationSkill for aerospace requirements verification and validation matrix management
rocket-propulsionComprehensive skill for rocket engine design and performance analysis
safety-assessmentSkill for structured safety assessment following ARP4761 guidelines
spacecraft-powerSkill for spacecraft power system sizing and analysis
spacecraft-thermalSkill for spacecraft thermal control system design and analysis
trade-studyStructured skill for conducting engineering trade studies
wind-tunnel-correlationSpecialized skill for correlating CFD predictions with experimental wind tunnel
aero-cfdVehicle aerodynamics simulation and optimization expertise
automotive-cybersecurityVehicle cybersecurity engineering per ISO/SAE 21434
automotive-ethernetAutomotive Ethernet implementation and validation expertise
autosar-configAUTOSAR Classic and Adaptive Platform configuration and implementation expertise
bms-developmentBattery system design, BMS algorithm development, and validation expertise
can-communicationCAN bus design, analysis, and diagnostics expertise
crash-simulationCrash simulation setup and analysis for occupant protection and regulatory compl
electric-motor-designElectric motor and drive unit design and optimization expertise
emissions-calibrationEngine emissions calibration and aftertreatment optimization expertise
eps-calibrationElectric power steering calibration and control development
hil-test-automationHardware-in-the-loop test development and automation expertise
homologation-docsType approval documentation and certification management
iso-26262-complianceFunctional safety process and analysis support per ISO 26262
misra-complianceMISRA C/C++ static analysis and compliance checking
nvh-analysisNoise, vibration, and harshness analysis and optimization expertise
ota-updateOver-the-air software update system design and implementation
path-planningTrajectory planning and motion control algorithm development
regen-brakingRegenerative braking system design and blending expertise
requirements-engineeringAutomotive requirements management and traceability expertise
scenario-simulationScenario-based simulation for ADAS/AD validation
sensor-fusionMulti-sensor fusion algorithms for perception in autonomous driving
sotif-analysisSafety of the Intended Functionality (ISO 21448) analysis support
thermal-managementVehicle and powertrain thermal management system design
uds-diagnosticsUnified Diagnostic Services implementation and validation expertise
vehicle-dynamics-simDeep integration with vehicle dynamics simulation tools for handling, ride, and
acmg-variant-classifierACMG/AMP variant classification skill for systematic pathogenicity assessment
alphafold-predictorAlphaFold protein structure prediction skill with confidence assessment and mode
autodock-docking-engineAutoDock molecular docking skill for small molecule binding prediction and virtu
blast-sequence-searchBLAST skill for sequence similarity searching, homology detection, and database
bwa-alignerBWA-MEM2 alignment skill for mapping sequencing reads to reference genomes with
cellranger-processorCell Ranger skill for 10X Genomics single-cell data processing
clinvar-querierClinVar database query skill for clinical variant interpretation and pathogenici
deepvariant-callerDeepVariant deep learning variant calling skill for high-accuracy SNV and indel
deseq2-differential-expressionDESeq2 differential expression analysis skill with normalization, statistical mo
fastqc-quality-analyzerSequencing quality control skill for assessing read quality, adapter contaminati
fusion-gene-detectorGene fusion detection skill for oncology applications with multiple caller integ
ga4gh-standards-validatorGA4GH standards compliance skill for data sharing and interoperability
gatk-variant-callerGATK best practices skill for germline and somatic variant calling with joint ge
giab-benchmark-validatorGenome in a Bottle benchmark validation skill for pipeline accuracy assessment
gsea-pathway-analyzerGene Set Enrichment Analysis skill for functional annotation and pathway interpr
hipaa-compliance-validatorHIPAA compliance validation skill for genomic data handling and audit
hpo-phenotype-matcherHuman Phenotype Ontology skill for phenotype-driven gene prioritization
humann-functional-profilerHUMAnN functional profiling skill for metagenomic pathway analysis
igv-genome-browserIGV integration skill for interactive genome visualization and review
kraken2-taxonomic-classifierKraken2 taxonomic classification skill for rapid metagenomic read assignment
mageck-crispr-analyzerMAGeCK CRISPR screen analysis skill for gene essentiality scoring
maxquant-processorMaxQuant mass spectrometry skill for protein identification and quantification
megahit-assemblerMEGAHIT metagenomic assembly skill for reconstructing genomes from short reads
metaphlan-profilerMetaPhlAn metagenomic profiling skill for species-level community composition
nextflow-pipeline-executorNextflow workflow management skill for reproducible bioinformatics pipelines
perseus-statistical-analyzerPerseus statistical analysis skill for proteomics data analysis and visualizatio
pharmgkb-annotatorPharmGKB pharmacogenomics annotation skill for drug-gene interaction assessment
phylogenetics-tree-builderPhylogenetic analysis skill for constructing evolutionary trees and assessing re
pymol-visualizerPyMOL molecular visualization skill for structure rendering and analysis
qiime2-microbiome-analyzerQIIME2 microbiome analysis skill for 16S rRNA profiling and diversity analysis
rdkit-chemoinformaticsRDKit chemoinformatics skill for molecular property calculation and compound lib
salmon-quantifierSalmon pseudo-alignment skill for fast and accurate transcript quantification
samtools-bam-processorBAM/SAM file manipulation skill for sorting, indexing, filtering, and extracting
seurat-single-cell-analyzerSeurat single-cell analysis skill for clustering, annotation, and trajectory ana
singularity-container-managerSingularity container management skill for HPC-compatible containerized executio
snakemake-workflow-managerSnakemake workflow management skill for rule-based pipeline execution
star-rnaseq-alignerSTAR alignment skill for splice-aware RNA-seq read mapping with comprehensive QC
string-network-analyzerSTRING protein interaction network skill for functional enrichment and network v
structural-variant-detectorStructural variant detection skill for identifying CNVs, inversions, translocati
tmb-msi-calculatorTumor mutation burden and microsatellite instability calculation skill for immun
ucsc-genome-browser-querierUCSC Genome Browser query skill for genome annotation retrieval and track data a
vep-variant-annotatorVariant Effect Predictor skill for comprehensive variant annotation with clinica
adverse-event-reporterAdverse event monitoring and reporting skill for MDR/MEDWATCH compliance
aiml-validation-frameworkAI/ML medical device validation skill implementing FDA's GMLP principles
biocompatibility-test-selectorBiocompatibility test selection and protocol recommendation skill based on devic
bioreactor-protocol-generatorBioreactor culture protocol development skill for tissue construct maturation
clinical-literature-reviewerSystematic literature review skill for clinical evaluation supporting regulatory
clinical-study-designerClinical study design skill for medical device trials including IDE studies and
cybersecurity-risk-assessorMedical device cybersecurity risk assessment skill per FDA premarket and postmar
design-fmea-generatorDesign Failure Mode and Effects Analysis (DFMEA) skill for systematic design ris
design-review-facilitatorDesign review planning and execution skill for structured design phase gate revi
dicom-conformance-validatorDICOM conformance testing and integration skill for medical imaging systems
eu-mdr-gspr-mapperEU MDR General Safety and Performance Requirements (GSPR) mapping and compliance
extractables-leachables-analyzerE&L study design and data analysis skill for chemical characterization of medica
fatigue-life-predictorFatigue life prediction skill for implants and load-bearing devices using valida
fda-510k-submission-generatorAutomated 510(k) premarket notification preparation for generating submission pa
fea-mesh-generatorFinite element mesh generation skill optimized for biomedical geometries includi
iec62304-lifecycle-managerMedical device software lifecycle management skill implementing IEC 62304 requir
image-algorithm-validatorMedical image processing algorithm validation skill for segmentation, detection,
iso-standards-compliance-checkerMedical device standards compliance verification skill for ISO 13485, ISO 14971,
iso10993-evaluatorBiological evaluation planning skill implementing ISO 10993-1 for biocompatibili
iso14971-risk-analyzerComprehensive risk management skill implementing ISO 14971:2019 methodology for
material-model-libraryBiomaterial constitutive model library skill providing validated material proper
motion-capture-analyzerMotion capture data processing and analysis skill for gait analysis and biomecha
opensim-modelerOpenSim musculoskeletal modeling skill for biomechanical simulation and analysis
packaging-validation-plannerSterile barrier system validation planning skill per ISO 11607
process-fmea-generatorProcess Failure Mode and Effects Analysis (PFMEA) skill for manufacturing risk a
prosthetics-design-optimizerProsthetics and orthotics design optimization skill integrating biomechanical re
requirements-traceability-managerDesign control traceability skill for managing user needs, design inputs, design
scaffold-design-optimizerTissue engineering scaffold design optimization skill for pore size, porosity, a
software-vv-test-generatorMedical device software verification and validation test case generation skill
sterilization-validation-plannerSterilization process validation planning skill for EO, radiation, and steam ste
udi-labeling-generatorUnique Device Identification (UDI) and labeling compliance skill for generating
use-related-risk-analyzerUse-related risk analysis skill for identifying hazards associated with user int
alarm-rationalization-toolAlarm management skill for alarm rationalization, setpoint optimization, and ISA
aspen-plus-simulatorAspen Plus integration skill for steady-state process simulation, thermodynamic
catalyst-analyzerCatalyst performance analysis skill for activity testing, deactivation modeling,
consequence-modelerConsequence analysis skill for dispersion modeling, fire/explosion analysis, and
control-strategy-designerProcess control strategy design skill for control structure selection, loop conf
corrosion-materials-selectorMaterials selection skill for corrosion resistance based on process conditions a
crystallizer-designerCrystallization process design skill for nucleation control, crystal size distri
distillation-designerDistillation column design skill for tray/packing selection, hydraulic analysis,
energy-auditorProcess energy audit skill for consumption analysis, benchmarking, and efficienc
equipment-sizing-calculatorProcess equipment sizing skill using established engineering correlations and st
green-chemistry-metricsGreen chemistry metrics calculation skill for atom economy, E-factor, and proces
hazop-facilitatorHAZOP study facilitation skill for systematic deviation analysis and safeguard i
hysys-dynamic-simulatorAspen HYSYS integration skill for dynamic simulation, pressure-flow networks, an
kinetic-modelerReaction kinetics modeling skill for parameter estimation, mechanism validation,
lca-analyzerLife Cycle Assessment skill for environmental impact evaluation and sustainabili
material-balance-calculatorMaterial and energy balance calculation skill for process design and troubleshoo
membrane-system-designerMembrane separation system design skill for RO, UF, NF, and gas separation appli
mpc-configuratorModel Predictive Control configuration skill for MPC model identification, tunin
performance-test-designerPerformance test design skill for test planning, data collection, and acceptance
pfd-pid-generatorProcess flow diagram and P&ID generation skill with standards compliance and sym
pid-tunerPID controller tuning skill for loop optimization using various tuning methods a
pinch-analyzerHeat integration analysis skill using pinch technology for energy targeting and
process-economics-estimatorProcess economics estimation skill for capital costs, operating costs, and profi
pssr-checklist-generatorPre-Startup Safety Review checklist generation skill for startup readiness verif
reactive-hazards-analyzerReactive chemical hazards analysis skill for thermal stability, incompatibility,
reactor-designerChemical reactor design skill for sizing, configuration selection, and performan
relief-system-designerPressure relief system design skill for PSV sizing, flare header analysis, and o
scale-up-analyzerProcess scale-up analysis skill for dimensional analysis, similarity criteria, a
separation-sequence-synthesizerSeparation train synthesis skill for optimal sequencing and technology selection
sil-calculatorSafety Integrity Level calculation skill for SIF design and verification per IEC
thermodynamic-model-selectorAutomated thermodynamic property method selection based on component characteris
waste-minimization-analyzerWaste minimization analysis skill for source reduction, recycling, and treatment
ada-compliance-checkerADA accessibility compliance checking skill for routes, slopes, and pedestrian f
bearing-capacity-calculatorSoil bearing capacity calculation skill using multiple methods for various found
bim-clash-detectionBIM clash detection skill for identifying and managing coordination conflicts be
building-code-checkerBuilding code compliance checking skill for IBC occupancy, construction type, an
civil3d-surface-analyzerCivil 3D surface analysis skill for terrain modeling, earthwork, and drainage an
concrete-design-calculatorReinforced concrete design skill for flexure, shear, and serviceability calculat
cost-database-interfaceConstruction cost database interface skill for unit costs, productivity, and reg
cpm-schedule-generatorCritical Path Method scheduling skill for construction schedule development and
csi-specification-writerCSI MasterFormat specification writing skill for construction document preparati
detention-pond-designerDetention/retention pond design skill for storage, outlet structures, and emerge
earth-pressure-calculatorEarth pressure calculation skill for retaining structures using classical and se
engineering-report-generatorEngineering report generation skill for standard technical reports and calculati
environmental-impact-analyzerEnvironmental impact assessment skill for NEPA, wetlands, and endangered species
fea-structural-engineFinite Element Analysis skill for linear and nonlinear structural analysis, moda
gis-spatial-analyzerGIS spatial analysis skill for watershed delineation, floodplain mapping, and si
highway-alignment-designerHighway alignment design skill for horizontal and vertical geometry per AASHTO s
hydraulic-analysis-engineHydraulic analysis skill for open channel flow, culverts, and pipe networks
hydrologic-modeling-engineHydrologic modeling skill for rainfall-runoff analysis, flood frequency, and wat
ifc-model-analyzerIFC model analysis skill for validation, property extraction, and model comparis
load-combination-generatorLoad combination generation skill per ASCE 7 and AASHTO for ASD and LRFD design
pavement-design-calculatorPavement design skill for flexible and rigid pavements using AASHTO and MEPDG me
permit-application-generatorPermit application preparation skill for building, environmental, and DOT permit
pile-capacity-analyzerDeep foundation capacity analysis skill for driven piles and drilled shafts
quantity-takeoff-calculatorConstruction quantity takeoff skill for concrete, steel, earthwork, and material
revit-api-interfaceRevit API interface skill for element extraction, creation, and automation
section-property-calculatorCross-sectional property calculation skill for structural sections including sta
seismic-hazard-analyzerSeismic hazard analysis skill for site classification, spectral acceleration, an
settlement-calculatorFoundation settlement calculation skill for immediate, consolidation, and second
signal-timing-optimizerTraffic signal timing optimization skill for cycle length, phasing, and coordina
slope-stability-analyzerSlope stability analysis skill using limit equilibrium methods for static and se
soil-classification-toolSoil classification skill using USCS and AASHTO systems with SPT correlations
steel-connection-designerSteel connection design skill for bolted and welded connections per AISC specifi
submittal-trackerConstruction submittal tracking skill for document management and review workflo
survey-data-processorSurvey data processing skill for point clouds, DTM generation, and coordinate tr
traffic-simulation-engineTraffic simulation skill for microsimulation, level of service, and signal optim
water-distribution-modelerWater distribution system modeling skill for pipe networks, pump analysis, and f
wind-load-calculatorWind load calculation skill per ASCE 7 for MWFRS and components and cladding
abstract-domain-libraryLibrary of abstract domains for static analysis and abstract interpretation
amortized-analysis-assistantApply amortized analysis techniques including aggregate, accounting, and potenti
approximation-ratio-calculatorAnalyze and prove approximation ratios for optimization algorithms
asymptotic-notation-calculatorAutomated derivation and simplification of Big-O, Big-Omega, and Big-Theta expre
benchmark-suite-managerManage benchmarks for algorithm engineering experiments and evaluations
complexity-class-oracleClassify problems into complexity classes with supporting evidence and proof str
consensus-protocol-libraryReference implementations and specifications of consensus protocols
counterexample-guided-refinementImplement CEGAR for synthesis and verification workflows
data-flow-analysis-frameworkDesign and implement data-flow analyses for compiler optimization
dsl-compiler-generatorGenerate compilers and interpreters for domain-specific languages
latex-proof-formatterFormat proofs and algorithms in publication-quality LaTeX
linearizability-checkerCheck linearizability of concurrent data structure implementations
loop-invariant-generatorAutomatically generate and verify loop invariants for algorithm correctness proo
memory-model-analyzerAnalyze programs under various memory models for concurrent correctness
model-checker-interfaceInterface with multiple model checking tools for formal verification
operational-semantics-builderDefine and test operational semantics specifications for programming languages
optimization-correctness-verifierVerify correctness of compiler optimizations using formal methods
probabilistic-analysis-toolkitAnalyze randomized algorithms with probability theory tools and concentration in
recurrence-solverSolve recurrence relations using multiple methods including Master Theorem and g
reduction-builderConstruct and verify polynomial-time reductions between computational problems
related-work-analyzerAnalyze and organize related work for theoretical CS papers
smt-solver-interfaceInterface with SMT solvers for verification and synthesis
soundness-proof-assistantAssist in constructing type soundness proofs using progress and preservation the
ssa-transformation-librarySSA-form transformations and optimizations for compiler development
synthesis-specification-languageDefine specifications for program synthesis using various paradigms
temporal-logic-translatorTranslate between temporal logic formalisms and generate property specifications
termination-analyzerProve termination of algorithms and programs using ranking functions and well-fo
theorem-prover-interfaceInterface with interactive theorem provers for mechanized verification
tla-plus-generatorGenerate and analyze TLA+ specifications for distributed systems verification
turing-machine-simulatorSimulate Turing machines for computability analysis and algorithm demonstration
type-inference-engineImplement and test type inference algorithms including Algorithm W and constrain
typing-rule-generatorGenerate and format typing rules in inference rule notation for type system desi
reliability-analysisComponent and system reliability prediction and analysis skill with MTBF/MTTF ca
test-automationAutomated test equipment control and data acquisition skill for hardware validat
thermal-analysisElectronic system thermal modeling and analysis skill for junction temperature c
air-pollution-controlSpecialized skill for air pollution control equipment selection and design inclu
membrane-system-designExpert skill for membrane filtration and separation system design including proc
stormwater-managementSkill for integrated stormwater management and green infrastructure design with
wastewater-optimizationSpecialized skill for biological and physical-chemical wastewater treatment proc
a3-problem-solverA3 problem-solving skill for structured problem analysis and countermeasure deve
anthropometric-analyzerAnthropometric data analysis skill for workstation design and accommodation.
benchmarking-analystBenchmarking analysis skill for performance comparison and best practice identif
capacity-plannerCapacity requirements planning skill with demand-capacity analysis and strategic
control-chart-analyzerStatistical process control chart creation and analysis skill with control limit
decision-tree-analyzerDecision tree analysis skill with expected value, risk analysis, and utility the
demand-forecasterDemand forecasting skill with statistical and machine learning methods.
discrete-event-simulatorDiscrete event simulation skill for modeling and analyzing complex systems with
distribution-fitterStatistical distribution fitting skill for input modeling in simulation and anal
doe-designerDesign of Experiments planning and analysis skill for factorial and response sur
facility-layout-optimizerFacility layout optimization skill for material flow minimization and space util
five-s-auditor5S workplace organization audit skill with scoring, photo documentation, and sus
fmea-facilitatorFailure Mode and Effects Analysis facilitation skill for risk identification and
gage-rr-analyzerMeasurement System Analysis skill for Gage R&R studies with variance component a
integer-program-solverInteger and mixed-integer programming skill for combinatorial optimization probl
inventory-optimizerInventory optimization skill for safety stock, reorder point, and order quantity
kaizen-event-facilitatorKaizen event facilitation skill for rapid improvement workshops and action plann
line-balancerAssembly line balancing skill for workstation design and cycle time optimization
linear-program-modelerMathematical programming skill for formulating and solving linear programming mo
mcda-analyzerMulti-criteria decision analysis skill with AHP, TOPSIS, and weighted scoring me
network-optimizerNetwork optimization skill for transportation, assignment, and flow problems on
niosh-lifting-calculatorNIOSH Lifting Equation calculator for manual material handling risk assessment.
oee-calculatorOverall Equipment Effectiveness calculation skill with loss categorization and i
operational-dashboard-generatorOperational dashboard generation skill for KPI visualization and real-time monit
pareto-analyzerPareto analysis skill for identifying vital few causes and prioritizing improvem
pdca-trackerPDCA cycle tracking skill for plan-do-check-act improvement management.
process-capability-calculatorProcess capability analysis skill with Cp, Cpk, Pp, Ppk calculations and specifi
process-mining-analyzerProcess mining skill for event log analysis, process discovery, and conformance
production-schedulerProduction scheduling skill with sequencing rules, resource allocation, and sche
queuing-analyzerQueuing theory analysis skill for analytical evaluation of waiting line systems.
root-cause-analyzerSystematic root cause analysis skill with multiple investigation methodologies.
rula-reba-assessorRapid Upper Limb Assessment (RULA) and Rapid Entire Body Assessment (REBA) skill
simulation-experiment-designerSimulation experimental design skill for efficient scenario analysis and optimiz
smed-analyzerSingle Minute Exchange of Die analysis skill for changeover time reduction.
standard-work-documenterStandard work documentation skill for work instruction creation and maintenance.
takt-time-calculatorTakt time and cycle time analysis skill for production line balancing and capaci
time-study-analyzerTime study analysis skill with stopwatch methods, performance rating, and standa
value-stream-mapperValue stream mapping skill for current state analysis, waste identification, and
vehicle-routing-solverVehicle routing problem solver for logistics optimization with time windows, cap
warehouse-slotting-optimizerWarehouse slotting and layout optimization skill for pick path minimization and
work-sampling-analyzerWork sampling analysis skill for activity distribution and utilization studies.
workstation-layout-designerWorkstation and workspace layout design skill with ergonomic optimization.
crystallography-analysisAdvanced skill for crystallographic structure analysis and determination includi
metallurgical-analysisSpecialized skill for metallic materials analysis and metallography including gr
polymer-characterizationSpecialized skill for polymer materials analysis including molecular weight dist
surface-analysisSkill for surface composition, chemical state, and topography analysis including
thermal-analysisSkill for thermal characterization workflows including DSC, TGA, DTA, TMA, and D
adversarial-proof-auditAudit immutable mathematical artifacts through isolated evidence-focused review
arxiv-search-interfaceSearch and analyze mathematical literature on arXiv
benchmark-suite-managerManage and execute mathematical benchmark suites
combinatorial-enumerationCombinatorial object generation and counting
computational-environment-managerManage reproducible computational environments
convex-optimization-solverSolve convex optimization problems efficiently
coq-proof-assistantInterface with Coq proof assistant for formal verification
counterexample-generatorAutomated search for counterexamples to mathematical conjectures
derivative-free-optimizationOptimization without gradient information
diagram-generatorMathematical diagram and visualization generation
floating-point-analysisRigorous floating-point error analysis
graph-algorithm-libraryComprehensive graph algorithms implementation
interpolation-approximationFunction interpolation and approximation methods
isabelle-hol-interfaceInterface with Isabelle/HOL for classical mathematics formalization
latex-math-formatterHigh-quality LaTeX mathematical typesetting
lean-proof-assistantInterface with Lean 4 proof assistant for formal theorem verification
math-notation-validatorValidate and standardize mathematical notation
mathematica-wolfram-interfaceInterface with Mathematica/Wolfram Language for advanced symbolic computation
mathematical-artifact-validationRun fail-closed deterministic validation for mathematical and LaTeX artifacts
mathscinet-interfaceInterface with MathSciNet for mathematical reviews
maxima-cas-interfaceOpen-source computer algebra system for symbolic computation
mcmc-diagnosticsMCMC convergence diagnostics and analysis
mixed-integer-optimizationMixed-integer linear and nonlinear programming
monte-carlo-simulationMonte Carlo methods for uncertainty quantification
multiple-testing-correctionMultiple comparison correction methods
nonlinear-optimization-solverSolve general nonlinear optimization problems
numerical-linear-algebra-toolkitHigh-performance numerical linear algebra operations
ode-solver-libraryNumerical methods for ordinary differential equations
pde-solver-libraryNumerical methods for partial differential equations
polynomial-chaos-expansionPolynomial chaos for uncertainty propagation
power-sample-size-calculatorStatistical power analysis and sample size determination
proof-obligation-registryMaintain durable proof-obligation registries with profile coverage and semantic
proof-structure-analyzerAnalyze and restructure mathematical proofs for clarity and completeness
pymc-probabilistic-programmingPyMC for flexible Bayesian modeling
robust-statistics-toolkitRobust statistical methods resistant to outliers
sage-math-interfaceSageMath for comprehensive mathematical computation
sensitivity-analysis-toolkitComprehensive sensitivity analysis for optimization
sensitivity-analysis-uqGlobal sensitivity analysis methods
special-functions-libraryComprehensive special functions evaluation and manipulation
stan-bayesian-modelingStan probabilistic programming for Bayesian inference
sympy-computer-algebraSymbolic computation using SymPy for Python-based mathematical analysis
zbmath-interfaceInterface with zbMATH Open database
additive-manufacturingSkill for additive manufacturing process selection, design optimization, and bui
cad-modelingExpert skill for parametric 3D CAD model development with design intent and conf
cfd-fluidsDeep integration with computational fluid dynamics tools for internal and extern
change-managementSkill for engineering change request and order processing through PLM systems
cnc-programmingExpert skill for CNC programming and toolpath optimization using CAM software
design-reviewSkill for formal design review preparation and execution (PDR/CDR)
dfm-reviewSkill for design for manufacturing review and optimization
fai-inspectionSkill for first article inspection planning and execution per AS9102
failure-analysisSystematic failure analysis methodology for mechanical component failures
fatigue-analysisSpecialized skill for fatigue life assessment and durability prediction under cy
fea-structuralDeep integration with finite element analysis tools for structural simulation ac
gdt-drawingSpecialized skill for geometric dimensioning and tolerancing specification per A
heat-exchanger-designSpecialized skill for heat exchanger sizing, rating, and optimization per TEMA s
hvac-designSkill for HVAC system design and analysis per ASHRAE standards including load ca
material-selectionSystematic material selection using Ashby methodology and performance indices
material-testingSkill for planning and specifying mechanical material tests per ASTM standards
mechanism-designSkill for mechanism kinematics, dynamics, and motion analysis
piping-stressSkill for piping system stress analysis per ASME B31
pressure-vesselSkill for pressure vessel design and analysis per ASME BPVC
process-planningSkill for manufacturing process planning including operation sequencing and work
requirements-flowdownSkill for systematic requirements capture, decomposition, and traceability
test-correlationSkill for correlating test results with analytical predictions and model validat
test-planningSkill for comprehensive mechanical test plan development and execution support
thermal-analysisSkill for thermal management design and heat transfer analysis across conduction
tolerance-stackupSkill for dimensional tolerance analysis and stack-up calculations
trade-studyStructured skill for conducting engineering trade studies and concept selection
vibration-analysisExpert skill for modal analysis, frequency response, and vibration characterizat
welding-qualificationSkill for welding procedure development and qualification per AWS and ASME codes
afm-spm-analyzerAtomic Force Microscopy and Scanning Probe Microscopy skill for nanoscale topogr
ald-process-controllerAtomic Layer Deposition skill for conformal thin film deposition with atomic-lev
characterization-workflow-orchestratorWorkflow automation skill for orchestrating multi-technique characterization seq
cleanroom-metrology-controllerNanofabrication metrology skill for process control with CD-SEM, ellipsometry, a
cleanroom-protocol-managerCleanroom operations skill for managing protocols, contamination control, and pr
colloidal-stability-analyzerColloidal stability assessment skill for evaluating nanoparticle dispersion stab
comsol-multiphysics-executorCOMSOL Multiphysics skill for continuum-scale nanomaterial and device modeling
contact-angle-analyzerWettability analysis skill for surface energy characterization and hydrophobicit
cvd-pvd-process-controllerChemical/Physical Vapor Deposition skill for thin film and nanostructure deposit
cytotoxicity-assay-analyzerNanotoxicology skill for in vitro cytotoxicity assessment and cell viability ana
dls-particle-sizerDynamic Light Scattering skill for hydrodynamic size distribution and polydisper
drug-encapsulation-optimizerDrug delivery formulation skill for optimizing drug loading, encapsulation effic
dsa-process-controllerDirected Self-Assembly skill for block copolymer lithography and nanoparticle te
ebl-process-controllerElectron Beam Lithography skill for high-resolution nanopatterning with dose opt
environmental-fate-modelerEnvironmental nanosafety skill for modeling nanomaterial environmental fate and
experiment-planner-doeDesign of Experiments skill for systematic optimization of nanomaterial synthesi
fib-mill-controllerFocused Ion Beam milling skill for site-specific nanofabrication and cross-secti
fluorescence-spectroscopy-analyzerFluorescence spectroscopy skill for quantum dot characterization, FRET measureme
ftir-analyzerFourier Transform Infrared spectroscopy skill for molecular identification and s
green-synthesis-evaluatorSustainability assessment skill for evaluating and designing environmentally fri
gromacs-md-executorGROMACS molecular dynamics skill for nanoparticle-biomolecule interaction simula
iso-nanotechnology-compliance-checkerRegulatory compliance skill for ISO nanotechnology standards verification and do
lammps-md-executorLAMMPS molecular dynamics skill for nanoscale system simulation with force field
ligand-exchange-protocol-managerSurface chemistry skill for managing ligand exchange reactions, bioconjugation p
materials-database-querierMaterials database query skill for accessing structure and property data from mu
ml-materials-predictorMachine learning skill for nanomaterial property prediction and discovery accele
nanocatalyst-performance-analyzerNanocatalysis skill for evaluating catalytic activity, selectivity, and stabilit
nanohub-simulator-interfaceNanoHUB tool interface skill for accessing educational and research nanoscience
nanoimprint-process-controllerNanoimprint Lithography skill for high-throughput nanopatterning with template m
nanomaterial-lims-managerLaboratory Information Management System skill for nanomaterial sample tracking
nanomaterial-sds-generatorSafety documentation skill for generating Safety Data Sheets for nanomaterials
nanoparticle-synthesis-optimizerSynthesis parameter optimization skill for metal, semiconductor, and oxide nanop
nanosensor-calibration-managerNanosensor characterization skill for calibration, sensitivity analysis, and sel
nta-particle-trackerNanoparticle Tracking Analysis skill for single-particle size and concentration
plasma-etch-controllerPlasma etching skill for anisotropic nanostructure patterning with selectivity a
quantum-espresso-executorQuantum ESPRESSO calculation skill for DFT simulations with pseudopotential mana
raman-spectroscopy-analyzerRaman spectroscopy skill for molecular fingerprinting, structural characterizati
saxs-waxs-analyzerSmall/Wide Angle X-ray Scattering skill for nanostructure size, shape, and organ
scale-up-process-analyzerProcess engineering skill for analyzing and optimizing nanomaterial synthesis sc
sem-eds-analyzerScanning Electron Microscopy with Energy Dispersive X-ray Spectroscopy skill for
stm-analyzerScanning Tunneling Microscopy skill for atomic-resolution imaging and local dens
targeting-ligand-designerActive targeting skill for designing and validating nanoparticle targeting strat
tem-image-analyzerTransmission Electron Microscopy image analysis skill for nanoparticle size, mor
tof-sims-analyzerTime-of-Flight Secondary Ion Mass Spectrometry skill for molecular surface analy
uv-vis-nir-analyzerUV-Vis-NIR spectroscopy skill for optical property characterization including pl
vasp-dft-executorVASP DFT calculation skill for electronic structure, geometry optimization, and
xps-surface-analyzerX-ray Photoelectron Spectroscopy analysis skill for surface composition, chemica
xrd-crystallography-analyzerX-ray Diffraction skill for crystal structure, phase identification, and crystal
aflow-materials-discoveryAFLOW automatic materials discovery skill for high-throughput DFT calculations a
bluesky-data-collectionBluesky experimental orchestration skill for scan automation, data collection, a
camb-cosmology-calculatorCAMB cosmological perturbation skill for CMB power spectra, matter power spectra
comsol-multiphysics-modelerCOMSOL finite element skill for multiphysics simulations including electromagnet
cosmosis-parameter-estimatorCosmoSIS cosmological parameter estimation skill for MCMC sampling and likelihoo
delphes-fast-simulatorDelphes fast detector simulation skill for phenomenological studies and BSM sear
emcee-mcmc-sampleremcee MCMC skill for Bayesian parameter estimation and posterior sampling in phy
epics-control-systemEPICS control system skill for accelerator and beamline instrument control and m
geant4-detector-simulatorGeant4 detector simulation skill for particle transport, detector geometry, and
gromacs-biosim-runnerGROMACS molecular dynamics skill specialized for biomolecular systems, protein s
iminuit-statistical-fitteriminuit statistical fitting skill for physics data analysis with proper error ha
kwant-quantum-transportKwant quantum transport skill for mesoscopic physics, scattering matrix calculat
labview-instrument-controllerLabVIEW instrument control skill for DAQ systems, hardware integration, and real
lammps-md-simulatorLAMMPS molecular dynamics simulation skill for atomistic simulations, force fiel
latex-physics-documenterLaTeX scientific documentation skill specialized for physics papers with equatio
lumerical-photonics-simulatorLumerical FDTD and MODE skill for nanophotonics, integrated photonics, and solar
madgraph-amplitude-calculatorMadGraph matrix element calculation skill for BSM physics, cross-section computa
meep-fdtd-simulatorMEEP electromagnetic FDTD simulation skill for photonic devices, metamaterials,
monte-carlo-physics-simulatorMonte Carlo simulation skill for statistical physics, particle transport, and st
nbodykit-cosmology-analyzernbodykit large-scale structure analysis skill for N-body simulations and galaxy
paraview-scientific-visualizerParaView visualization skill for 3D scientific data rendering and analysis
pymc-bayesian-modelerPyMC probabilistic programming skill for hierarchical Bayesian models in physics
pymeasure-automationPyMeasure laboratory automation skill for instrument control and automated measu
pyscf-quantum-chemistryPySCF quantum chemistry skill for molecular calculations, coupled cluster, and m
pythia-event-generatorPythia event generation skill for proton-proton and lepton collisions at high en
qiskit-quantum-simulatorQiskit quantum computing skill for circuit design, simulation, and quantum algor
quantum-espresso-runnerQuantum ESPRESSO DFT skill for plane-wave pseudopotential calculations and mater
quimb-tensor-networkQuTiP/quimb tensor network skill for quantum many-body simulations and entanglem
root-data-analyzerROOT/CERN data analysis skill for high-energy physics data processing, histogram
scikit-hep-analysisScikit-HEP toolkit skill for particle physics data analysis with modern Python t
scipy-optimization-toolkitSciPy scientific computing skill for numerical optimization, integration, and si
spinw-magnetic-simulatorSpinW spin wave simulation skill for magnetic materials, magnon dispersions, and
tensorflow-physics-mlTensorFlow machine learning skill specialized for physics applications including
vasp-dft-calculatorVASP DFT calculation skill for electronic structure, band structures, and materi
wannier90-tight-bindingWannier90 skill for maximally localized Wannier functions and tight-binding mode
zemax-optical-designerZemax optical design skill for lens systems, imaging optics, and tolerancing ana
ansatz-designerParameterized quantum circuit (ansatz) design skill for variational algorithms
backend-selectorMulti-backend comparison and selection skill for optimal hardware choice
barren-plateau-analyzerAnalysis skill for detecting and mitigating barren plateaus in variational circu
braket-executorAmazon Braket integration skill for multi-vendor quantum hardware access and hyb
calibration-analyzerHardware calibration data analysis skill for optimal qubit selection
circuit-optimizerQuantum circuit optimization skill for gate reduction, depth minimization, and h
cirq-circuit-builderGoogle Cirq integration skill for quantum circuit design and execution on Google
data-encoderClassical data encoding skill for quantum machine learning applications
mitiq-error-mitigatorError mitigation skill using Mitiq for NISQ device noise reduction
noise-modelerQuantum noise modeling skill for simulation and hardware characterization
openfermion-hamiltonianMolecular Hamiltonian construction skill using OpenFermion
pennylane-hybrid-executorPennyLane integration skill for hybrid quantum-classical machine learning and va
pqc-evaluatorPost-quantum cryptography evaluation skill for quantum-safe migration
pymatching-decoderMinimum-weight perfect matching decoder skill for surface code error correction
pyscf-interfacePySCF quantum chemistry interface for classical electronic structure calculation
pyzx-simplifierZX-calculus based circuit simplification skill for advanced quantum circuit opti
qec-code-builderQuantum error correction code implementation skill for fault-tolerant quantum co
qiskit-circuit-builderIBM Qiskit integration skill for quantum circuit construction, transpilation, an
qiskit-nature-solverQiskit Nature skill for quantum chemistry and materials science applications
qrng-generatorQuantum random number generation skill for cryptographic applications
qsharp-compilerMicrosoft Q# skill for quantum algorithm development with the Q# language and Az
quantum-kernel-estimatorQuantum kernel computation skill for quantum machine learning
qubit-mapperQubit mapping and routing skill for hardware topology optimization
qubo-formulatorQUBO (Quadratic Unconstrained Binary Optimization) formulation skill for optimiz
rb-benchmarkerRandomized benchmarking skill for gate fidelity characterization
resource-estimatorQuantum resource estimation skill for algorithm feasibility analysis
statevector-simulatorFull state vector simulation skill for exact quantum circuit evaluation
stim-simulatorClifford circuit simulation skill using Stim for error correction studies
tensor-network-simulatorTensor network-based simulation skill for large circuit approximation
tket-compilerCambridge Quantum (Quantinuum) t|ket> compiler skill for platform-independent ci
trotter-simulatorHamiltonian simulation skill using Trotter-Suzuki decomposition
vqc-trainerVariational quantum classifier training skill with gradient optimization
academic-writing-assistantSkill for assisting with academic and scientific writing
analogy-mapperSkill for identifying and mapping analogies across domains
bayesian-inference-engineBayesian probabilistic reasoning for prior specification, posterior computation,
causal-inference-engineCausal reasoning implementing DAG construction, do-calculus, and intervention ef
checklist-validatorSkill for validating research against reporting checklists
connected-papers-mapperCitation graph exploration for discovering related work through visual graph tra
data-versioning-managerSkill for managing data versions and provenance
doe-optimizerSkill for optimizing experimental designs using DOE principles
elicit-research-assistantAI-assisted literature review for question-answering over papers and evidence sy
formal-logic-reasonerSkill for formal logical reasoning and argument validation
hypothesis-generatorAutomated hypothesis generation using abductive reasoning and knowledge graph tr
interactive-dashboard-builderSkill for building interactive data dashboards
jupyter-reproducibility-checkerSkill for checking and ensuring Jupyter notebook reproducibility
latex-document-compilerSkill for compiling and managing LaTeX documents
meta-analysis-engineSkill for conducting meta-analyses of research findings
network-visualizerSkill for visualizing network and graph data
osf-workflow-integratorSkill for integrating with Open Science Framework workflows
peer-review-simulatorSkill for simulating peer review feedback on manuscripts
power-analysis-calculatorSkill for statistical power analysis and sample size calculation
protocol-builderSkill for building standardized research protocols
pubmed-literature-minerBiomedical literature mining using PubMed/MEDLINE for systematic review support
randomization-generatorSkill for generating randomization schemes for experiments
regression-analyzerSkill for comprehensive regression analysis and modeling
replication-feasibility-assessorSkill for assessing feasibility of study replication
scientific-figure-generatorSkill for generating publication-quality scientific figures
semantic-scholar-searchAcademic literature search using Semantic Scholar API for citation-aware paper d
statistical-reporting-formatterSkill for formatting statistical results according to reporting standards
statistical-test-selectorSkill for selecting appropriate statistical tests for analyses
systems-dynamics-modelerSkill for building and simulating systems dynamics models
time-series-analyzerSkill for time series analysis and forecasting
triz-contradiction-solverSkill for systematic innovation using TRIZ methodology
zotero-reference-managerReference management for bibliography organization, annotation sync, and citatio
character-developmentBuild complete character profiles with psychology, backstory, arcs, and visual d
dialogue-craftingCreate character-specific dialogue with distinct voices, subtext, and naturalist
genre-analysis-filmAnalyze and apply film/TV genre conventions, tropes, and audience expectations
logline-writingCraft compelling one-sentence story hooks that capture protagonist, conflict, st
scene-writingWrite individual screenplay scenes with proper industry formatting, visual actio
screenplay-formattingFormat screenplays to industry standard using Fountain markup for professional p
shot-compositionPlan camera angles, movements, shot sizes, and visual design for cinematic story
sound-design-directionCreate comprehensive audio design including music cues, sound effects, Foley, an
storyboard-promptingGenerate detailed image prompts for storyboard frames optimized for Midjourney,
treatment-writingDevelop narrative synopses that tell the complete story cinematically, serving a
video-prompt-engineeringOptimize prompts for AI video generation platforms including Sora, Runway, Pika,
world-buildingDesign settings, locations, props, costumes, and production elements for film/TV
album-conceptualizationDevelop cohesive album concepts including themes, motifs, sonic palettes, narrat
cover-art-promptingCreate detailed text-to-image prompts for album and song cover artwork optimized
genre-analysisAnalyze and classify music genres, subgenres, and micro-genres with deep knowled
lyric-writingWrite complete song lyrics with structural annotations and production notes opti
music-prompt-engineeringOptimize and format prompts specifically for AI music generation platforms like
persona-developmentCreate comprehensive artist personas including identity, backstory, artistic voi
production-guidanceProvide detailed production specifications including instrumentation, arrangemen
style-specificationCreate ultra-detailed musical style specifications including genres, BPM, instru
track-sequencingDesign optimal track order and album flow including opener/closer strategy, ener
vocal-directionCreate detailed vocal specifications including style, register, techniques, emot
accessibility-complianceEnsure cultural programs and facilities meet ADA requirements and universal desi
arts-advocacy-communicationCraft persuasive advocacy messages, coordinate coalition building, and engage wi
audience-analyticsAnalyze visitor data, attendance patterns, and engagement metrics to inform prog
collection-documentationCreate and maintain comprehensive collection records including cataloging, photo
conservation-assessmentAssess condition of artworks and cultural objects, develop treatment proposals,
cultural-policy-analysisAnalyze cultural policies, assess community cultural needs, and develop evidence
curatorial-researchConduct art historical research, provenance investigation, and scholarly analysi
digital-engagement-strategyDevelop digital content strategies including virtual exhibitions, online program
donor-relationship-managementCultivate and steward donor relationships including prospect research, personali
exhibition-designPlan and design exhibition layouts including spatial arrangement, object placeme
grant-proposal-writingDevelop compelling funding proposals for foundations, government agencies, and c
interpretive-writingCreate accessible interpretive content for diverse audiences including labels, w
production-coordinationCoordinate all aspects of live performance production including scheduling, tech
risk-mitigation-planningDevelop comprehensive risk management plans for collections and cultural venues
stakeholder-facilitationFacilitate meetings, workshops, and community consultations with diverse stakeho
accessibility-compliance-auditingEvaluate learning materials and technology for WCAG, Section 508, and accessibil
assessment-item-developmentCreate valid, reliable assessment items across formats (multiple choice, constru
curriculum-gap-analysisIdentify gaps, overlaps, and misalignments in curriculum coverage through system
elearning-storyboardingCreate detailed storyboards for interactive digital learning content specifying
facilitation-workshop-deliveryDesign and facilitate engaging professional development workshops using adult le
instructional-video-productionPlan, record, edit, and produce instructional video content including screencast
learning-analytics-interpretationAnalyze learner data from LMS reports, assessments, and engagement metrics to id
learning-needs-analysisConduct comprehensive learner audience analysis, identify performance gaps, and
learning-objectives-writingWrite measurable, SMART learning objectives using Bloom's Taxonomy cognitive lev
learning-transfer-designDesign instructional strategies that promote knowledge and skill transfer to rea
lms-configuration-administrationConfigure learning management system settings, user roles, course templates, gra
multimedia-learning-designApply Mayer's multimedia learning principles to design effective audio, video, g
quality-assurance-reviewConduct systematic quality reviews of instructional materials using established
rubric-design-validationDevelop clear scoring rubrics with defined criteria, performance levels, and anc
standards-alignment-mappingSystematically map curriculum content to educational standards with vertical and
accreditation-tracer-simulationSimulate Joint Commission tracer methodology to assess compliance with accredita
care-transition-coordinationManage care transitions between settings including discharge planning, medicatio
clinical-decision-support-rulesDevelop and maintain clinical decision support rules including alerts, reminders
clinical-documentation-queryGenerate compliant physician queries to clarify clinical documentation for accur
clinical-workflow-analysisAnalyze clinical workflows to identify inefficiencies, bottlenecks, and improvem
health-data-integrationFacilitate interoperability between health IT systems including EHR, HIE, and cl
medical-coding-auditReview clinical documentation and assigned codes for accuracy, compliance, and o
patient-safety-event-analysisInvestigate patient safety events using RCA, FMEA, and other systematic analysis
payer-contract-analysisAnalyze payer contracts for reimbursement rates, terms, and value-based incentiv
population-health-stratificationStratify patient populations by risk level using claims data, clinical data, and
quality-metrics-measurementCollect, calculate, and report healthcare quality metrics including core measure
regulatory-compliance-assessmentEvaluate organizational compliance with healthcare regulations including HIPAA,
revenue-cycle-analyticsAnalyze revenue cycle performance metrics including denial rates, days in AR, cl
workforce-demand-forecastingProject healthcare workforce requirements based on patient volume trends, acuity
archival-finding-aid-interpretationNavigate finding aids, catalog systems, and archival hierarchies to locate relev
citation-scholarly-apparatusFormat citations, footnotes, and bibliographies following Chicago, MLA, and disc
critical-theory-applicationApply theoretical frameworks (postcolonial, feminist, Marxist, post-structuralis
ethnographic-coding-thematicsCode qualitative field data, identify emergent themes, and develop grounded inte
gis-mapping-humanitiesCreate spatial visualizations and geographic analyses for historical and cultura
grant-narrative-writingCompose compelling research narratives for NEH, ACLS, and foundation funding pro
ipa-transcription-phonologicalTranscribe speech using International Phonetic Alphabet and analyze sound system
literary-close-readingPerform systematic textual analysis identifying patterns in language, imagery, n
metadata-standards-implementationApply Dublin Core, METS, MODS, and other metadata schemas for digital collection
morphosyntactic-analysisParse word structure and sentence patterns to document grammatical systems for l
oral-history-interview-techniqueConduct life history and testimonial interviews with appropriate prompting, acti
primary-source-evaluationAuthenticate, date, and critically assess historical documents for provenance, r
research-ethics-irb-navigationPrepare ethics applications, develop informed consent protocols, and navigate in
tei-text-encodingEncode texts following Text Encoding Initiative standards for digital editions,
topic-modeling-text-miningApply LDA, NMF, and other computational methods to discover patterns in large te
argument-mapping-reconstructionExtract arguments from complex texts, identify premises, conclusions, and implic
bioethics-deliberationApply bioethical principles (autonomy, beneficence, non-maleficence, justice) an
comparative-religion-analysisConduct phenomenological comparison of religious traditions, beliefs, practices,
conceptual-analysisAnalyze philosophical concepts through examination of necessary and sufficient c
ethical-framework-applicationApply multiple ethical frameworks (deontological, consequentialist, virtue ethic
evidence-justification-assessmentEvaluate epistemic warrant, assess evidence quality and relevance, apply epistem
fallacy-detection-analysisIdentify formal and informal logical fallacies in arguments, classify fallacy ty
formal-logic-analysisApply propositional, predicate, and modal logic systems to formalize arguments,
hermeneutical-interpretationConduct systematic textual interpretation using historical-critical, literary, a
philosophical-writing-argumentationCompose clear, rigorous philosophical prose with well-structured arguments, anti
scholarly-literature-synthesisSurvey, analyze, and synthesize philosophical literature on topics, identify maj
socratic-dialogue-facilitationLead philosophical inquiry through structured questioning, elicit assumptions, e
theological-synthesisIntegrate scriptural, traditional, and rational sources to formulate coherent th
thought-experiment-designConstruct, analyze, and evaluate philosophical thought experiments to test intui
academic-writing-publicationPrepare manuscripts following APA, ASA, or discipline-specific guidelines with p
causal-inference-methodsApply propensity score methods, instrumental variables, difference-in-difference
ethnographic-researchConduct participant observation, fieldwork, immersion, and thick description doc
interview-facilitationConduct semi-structured interviews and moderate focus groups with rapport buildi
mixed-methods-integrationDesign and execute convergent, explanatory sequential, and exploratory sequentia
network-analysisMap and analyze social network structures using centrality measures, community d
policy-communicationTranslate research findings into accessible policy briefs, presentations, and st
program-evaluationDesign and implement formative, summative, and developmental evaluations using l
psychometric-assessmentDevelop, validate, and adapt measurement instruments including factor analysis,
qualitative-analysisConduct systematic qualitative data analysis using grounded theory, thematic ana
quantitative-methodsDesign and execute statistical analyses including regression modeling, hypothesi
research-ethics-irbNavigate institutional review board processes, informed consent, confidentiality
survey-design-administrationDevelop survey instruments, implement sampling strategies, optimize response rat
systematic-reviewConduct comprehensive literature searches, quality assessments, evidence synthes
arm-cortex-mDeep expertise in ARM Cortex-M architecture and peripherals
can-busCAN/CAN-FD bus analysis and development expertise
communication-protocolsImplement and debug embedded communication protocols including I2C, SPI, UART, C
embedded-cryptoEmbedded cryptographic operations and secure element integration. Expert skill f
embedded-docsEmbedded firmware documentation generation and maintenance using Doxygen and rel
environmental-stress-testingDesign and execute environmental stress tests for embedded hardware — temperatur
firmware-testingUnit and integration testing for embedded firmware — mock hardware, HIL testing,
freertos-integrationExpert skill for FreeRTOS configuration, debugging, and optimization
hardware-interface-testingTest hardware interfaces and peripheral drivers including GPIO, ADC, DAC, and co
jtag-swd-debugDeep integration with JTAG/SWD debug probes for hardware-level debugging and fla
linker-scriptGNU linker script generation and optimization for embedded systems. Expert skill
memory-analysisEmbedded memory analysis, optimization, and leak detection
misra-c-analysisMISRA C compliance checking and static analysis integration
motor-controlMotor control algorithms and driver implementation
nordic-nrfNordic Semiconductor nRF5x/nRF Connect SDK expertise
ota-firmware-updateOver-the-air firmware update implementation expertise for embedded systems. Expe
power-consumption-testingMeasure and validate power consumption in embedded systems across sleep modes, a
power-profilerPower consumption measurement and analysis expertise for embedded systems. Integ
protocol-analyzerSerial protocol analysis and debugging for common embedded interfaces (I2C, SPI,
protocol-conformance-testingValidate protocol conformance for embedded communication stacks — USB, CAN, Modb
real-time-behavior-testingValidate real-time behavior in embedded systems — timing constraints, interrupt
safety-critical-testingImplement safety-critical testing for embedded systems per IEC 61508, ISO 26262,
scope-logic-analyzerTest equipment integration for signal analysis (oscilloscope and logic analyzer)
sensor-librariesIntegrate and validate sensor libraries for embedded systems including IMUs, tem
stm32-halSTMicroelectronics STM32 HAL and Low-Level driver expertise
unity-ceedling-testEmbedded unit testing with Unity framework and CMock
usb-stackUSB device and host stack implementation expertise
wireless-protocolsEmbedded wireless protocol implementation (LoRa, Zigbee, Thread, Matter)
zephyr-rtosSpecialized skill for Zephyr RTOS development and configuration
axi-protocolExpert skill for AMBA AXI protocol implementation and verification in FPGA desig
cdc-analysisSpecialized skill for clock domain crossing analysis and synchronizer design in
formal-verificationFormal property verification and model checking skill for FPGA designs
fpga-debuggingOn-chip debugging skill with ILA, VIO, and related FPGA debug tools
fsm-designSpecialized skill for finite state machine design and optimization in FPGAs
hardware-verification-uvmImplement UVM-based hardware verification testbenches — stimulus generation, sco
hdl-simulationMulti-simulator expertise for functional verification of FPGA designs
hls-cpp-to-rtlExpert skill for C/C++ to RTL conversion using High-Level Synthesis tools
ip-core-managementVendor IP core configuration and integration expertise for FPGA designs
memory-interfacesExpert skill for on-chip and external memory interface design in FPGAs
place-and-routeExpert skill for FPGA place and route optimization and physical implementation
power-analysisFPGA power estimation and optimization skill for low-power design
rtl-lintingRTL code quality checking and linting. Runs lint rules, identifies synthesis iss
sva-assertionsSpecialized skill for creating and debugging SystemVerilog assertions for FPGA v
synthesis-optimizationExpertise in RTL optimization for FPGA synthesis tools. Analyzes synthesis repor
timing-constraintsExpert skill for developing and validating timing constraints. Writes SDC (Synop
uvm-methodologyDeep expertise in Universal Verification Methodology (IEEE 1800.2) for FPGA veri
verilog-sv-languageExpert-level Verilog and SystemVerilog knowledge following IEEE 1800 standards.
vhdl-languageDeep expertise in VHDL language constructs, IEEE 1076 standard compliance, and s
ab-testingA/B testing skill for player segmentation.
accessibility-gamesGame accessibility skill for colorblind modes and control remapping.
adaptive-musicAdaptive music skill for horizontal/vertical resequencing and stingers.
animation-blendingAnimation blending skill for blend trees.
animation-riggingCharacter rigging skill for IK constraints.
animation-state-machinesAnimation state machine skill for transitions.
anti-cheatAnti-cheat skill for server validation and cheat detection.
asset-optimizationAsset optimization skill for mesh and texture budgets.
astarA* pathfinding skill for heuristics and optimization.
audio-dspAudio DSP skill for filters and real-time processing.
behavior-treesBehavior tree design and implementation skill for game AI. Enables creation of b
blender-integrationBlender to engine pipeline skill for GLTF/FBX export.
bspBSP geometry skill for Unreal brushes and CSG.
character-physicsCharacter controller skill for movement physics and platformer mechanics.
client-serverClient-server architecture skill for authority models and validation.
cloth-simulationCloth physics skill for softbody dynamics and constraint systems.
compute-shadersGPU compute programming skill for parallel algorithms and data processing.
console-performanceConsole optimization skill for memory constraints and TCRs.
constructConstruct 3 visual programming skill for rapid prototyping and 2D game developme
decal-systemsDecal projection skill for impact marks.
dedicated-serverDedicated server skill for deployment, scaling, and orchestration.
deferred-renderingDeferred shading/lighting skill for G-buffer design and decals.
defoldDefold engine skill for Lua scripting and cross-platform mobile development.
destructionDestructible environment skill for fracturing and debris systems.
dialogue-aiDialogue system skill for branching conversations and response generation.
director-aiAI Director skill for pacing control and dynamic difficulty.
economy-balancingVirtual economy skill for currency balance.
enetENet reliable UDP skill for channels and packet fragmentation.
epic-sdkEpic Online Services skill for launcher integration.
facial-animationFacial animation skill for blend shapes and lip sync.
flipbookFlipbook texture skill for sprite sheets.
fluid-simulationWater physics skill for fluid dynamics and buoyancy systems.
fmodFMOD Studio integration skill for events, parameters, and mixing.
forward-renderingForward+ and clustered rendering skill for transparency handling.
fsmFinite State Machine skill for hierarchical FSM and state transitions.
game-analyticsGame analytics skill for event tracking.
game-hudHUD design skill for health bars and minimaps.
game-physicsImplement game physics systems — rigid body dynamics, collision detection, const
gamemakerGameMaker Studio skill for GML scripting and 2D game patterns.
git-lfsGit LFS skill for large game assets.
global-illuminationGI techniques skill for baked, real-time, screen-space, and ray-traced illuminat
glslGLSL shader programming skill for OpenGL/Vulkan, fragment and vertex shaders.
goapGoal-Oriented Action Planning skill for world state and action costs.
godot-2dGodot 2D game development skill for tilemaps, pixel-perfect rendering, and 2D ph
godot-3dGodot 3D rendering skill for PBR materials, environment settings, and 3D scene c
godot-csharpGodot C# programming skill for .NET integration, scripting patterns, and perform
godot-developmentGodot Engine integration skill for GDScript/C# development, scene composition, n
godot-gdscriptGDScript programming skill for Godot Engine, including signals, coroutines, and
godot-networkingGodot multiplayer skill for high-level networking API, RPCs, and peer-to-peer ne
godot-physicsGodot physics skill for rigid bodies, areas, collision layers, and raycasting.
godot-shadersGodot shading language skill for visual shaders, custom rendering, and material
gog-sdkGOG Galaxy SDK skill for achievements.
hlslHLSL shader programming skill for DirectX, compute shaders, and optimization.
houdiniHoudini Engine skill for procedural assets and HDA deployment.
iapIn-app purchases skill for receipt validation.
lag-compensationLag compensation skill for client-side prediction and rollback.
lobby-systemLobby management skill for party systems and session handling.
localizationGame localization skill for text tables and cultural adaptation.
lodLevel of Detail skill for mesh simplification and HLOD generation.
matchmakingMatchmaking skill for ELO/MMR and skill-based matching.
maya-integrationMaya to engine pipeline skill for FBX export and rigging workflows.
menu-systemsMenu skill for navigation and settings.
mobile-adsAd mediation skill for rewarded video.
mobile-optimizationMobile GPU optimization skill for thermal management.
motion-matchingMotion matching skill for animation databases.
navmeshNavigation mesh generation and pathfinding skill for game AI. Enables creation a
occlusion-cullingOcclusion culling skill for visibility determination and GPU queries.
p2p-networkingPeer-to-peer networking skill for NAT punch-through and relay servers.
particle-systemsParticle system skill for emitters and GPU particles.
pbr-renderingPhysically-based rendering skill for BRDF models and material workflows.
perception-systemAI perception skill for sight, hearing, and threat detection systems.
perforcePerforce skill for game projects, streams, and shelving.
phaserPhaser.js 2D game development skill for web games, arcade physics, and web deplo
photonPhoton PUN/Fusion skill for rooms and real-time communication.
physics-enginePhysics engine integration skill for rigid body dynamics and collision detection
player-retentionRetention skill for daily rewards.
playstation-sdkPlayStation SDK skill for trophies and submission.
post-processingPost-processing skill for bloom, DOF, motion blur, color grading, and TAA.
probuilderUnity ProBuilder skill for level prototyping.
procedural-animationProcedural animation skill for IK solvers and physics-driven animation.
procedural-audioProcedural sound skill for synthesis and dynamic sound design.
procedural-generationProcedural level generation skill for PCG algorithms.
ragdollRagdoll physics skill for joint constraints and hit reactions.
raytracingReal-time ray tracing skill for DXR/VK_KHR_ray_tracing and hybrid rendering.
remote-configRemote configuration skill for feature flags.
root-motionRoot motion skill for movement sync.
save-load-systemsDesign and implement game save and load systems — serialization, versioning, clo
screen-effectsFull-screen effect skill for damage indicators.
shader-effectsCommon shader effects skill for dissolve, outline, hologram, toon, water, fire e
shader-optimizationShader performance optimization skill for instruction counting, GPU profiling, a
shadow-techniquesShadow mapping skill for cascaded shadows, contact hardening, and optimization.
spatial-audio3D audio skill for HRTF and ambisonics.
state-syncState synchronization skill for delta compression and interpolation.
steam-sdkSteamworks skill for achievements and cloud saves.
steamworks-networkingSteam P2P networking skill for lobbies and relay servers.
steering-behaviorsSteering behaviors skill for flocking, avoidance, and group movement.
substanceSubstance Painter/Designer skill for baking and material export.
switch-sdkNintendo Switch SDK skill for Joy-Con features.
terrainTerrain skill for heightmaps, splatmaps, and vegetation.
texture-pipelineTexture skill for compression, atlasing, and streaming.
tile-basedTile-based level design skill for autotiling.
touch-controlsTouch input skill for virtual joysticks.
trail-effectsTrail renderer skill for motion trails.
tutorial-systemsTutorial skill for hints and onboarding.
unity-addressablesUnity Addressables asset management skill for remote catalogs, content updates,
unity-animationUnity Animation skill for Animator controllers, Animation Rigging, Timeline inte
unity-cinemachineUnity Cinemachine skill for virtual cameras, procedural camera control, and cine
unity-developmentUnity Engine integration skill for project setup, C# scripting, scene management
unity-ecsUnity DOTS/ECS skill for data-oriented design, jobs system, burst compiler optim
unity-hdrpHigh Definition Render Pipeline configuration for Unity, including ray tracing,
unity-input-systemUnity New Input System configuration skill for action maps, device bindings, con
unity-netcodeUnity Netcode for GameObjects skill for multiplayer networking, RPCs, state sync
unity-physicsUnity Physics skill for collision detection, rigidbody dynamics, raycasting, and
unity-profilerUnity Profiler skill for performance analysis, frame debugging, memory profiling
unity-shader-graphUnity Shader Graph skill for visual shader authoring, custom nodes, and material
unity-ui-toolkitUnity UI Toolkit skill for runtime UI development, USS styling, UXML templates,
unity-urpUniversal Render Pipeline configuration skill for Unity, including custom shader
unity-vfx-graphUnity Visual Effect Graph skill for GPU particle systems, procedural effects, an
unreal-blueprintUnreal Engine Blueprint visual scripting skill for macros, functions, event grap
unreal-chaosUnreal Engine Chaos physics skill for destruction, vehicle simulation, and cloth
unreal-control-rigUnreal Engine Control Rig skill for procedural animation, IK chains, and runtime
unreal-cppUnreal Engine C++ programming skill for UCLASS macros, reflection system, garbag
unreal-developmentUnreal Engine integration skill for C++/Blueprint development, actor lifecycle m
unreal-gamesframeworkUnreal Engine Gameplay Ability System (GAS) skill for attributes, abilities, and
unreal-lumenUnreal Engine Lumen skill for global illumination, reflections, and dynamic ligh
unreal-materialsUnreal Engine Material Editor skill for PBR workflows, material instances, shade
unreal-metasoundsUnreal Engine MetaSounds skill for procedural audio, real-time synthesis, and ad
unreal-naniteUnreal Engine Nanite skill for virtualized geometry, mesh streaming, and LOD-fre
unreal-networkingUnreal Engine networking skill for replication, RPCs, relevancy, and dedicated s
unreal-niagaraUnreal Engine Niagara VFX skill for particle simulations, GPU sprites, and proce
unreal-sequencerUnreal Engine Sequencer skill for cinematics, camera cuts, and in-game cutscenes
utility-aiUtility AI skill for scoring functions and decision making.
vehicle-physicsVehicle simulation skill for wheel colliders, suspension, and aerodynamics.
voice-chatVoice chat skill for echo cancellation and codec optimization.
world-compositionLarge world streaming skill for world partition.
wwiseWwise integration skill for sound banks, RTPC, and interactive music.
xbox-gdkXbox GDK skill for achievements and certification.
zbrushZBrush skill for decimation and normal map baking.
cublas-cudnnExpert integration with NVIDIA GPU-accelerated math libraries. Configure cuBLAS
cuda-debuggingExpert skill for GPU debugging using CUDA-GDB and NVIDIA Compute Sanitizer. Dete
cuda-graphsExpert skill for CUDA Graph capture and optimization for reduced launch overhead
cuda-toolkitDeep integration with NVIDIA CUDA toolkit for kernel development, compilation, a
cutlass-tritonHigh-performance kernel template libraries and DSLs. Generate CUTLASS GEMM confi
gpu-benchmarkingExpert skill for automated GPU performance benchmarking and regression detection
gpu-memory-analysisSpecialized skill for GPU memory hierarchy analysis and optimization. Analyze me
hip-rocmAMD HIP and ROCm ecosystem for cross-platform GPU development. Execute hipify co
nccl-communicationNVIDIA Collective Communications Library integration for multi-GPU operations. I
nsight-profilerExpert skill for NVIDIA Nsight Systems and Nsight Compute profiling tools. Confi
nvenc-nvdecNVIDIA hardware video encoding/decoding integration. Configure NVENC encoding pa
opencl-runtimeCross-vendor OpenCL runtime management and kernel development. Query platforms/d
parallel-patternsGPU parallel algorithm design patterns and implementations. Implement parallel r
stencil-convolutionExpert skill for optimized stencil and convolution pattern implementations on GP
tensorrt-optimizationNVIDIA TensorRT model optimization and deployment. Convert models to TensorRT en
unified-memoryExpert skill for CUDA Unified Memory and memory prefetching optimization. Config
vulkan-computeVulkan compute shader development and pipeline configuration. Generate GLSL/HLSL
warp-primitivesWarp-level programming and SIMD optimization. Use warp shuffle instructions, vot
generative-media-promptingThe shared brief-to-prompt convention behind the media point tasks — parse the b
agent-generatorGenerate AGENT.md files with proper YAML frontmatter, role definitions, expertis
process-analyzerAnalyze processes, identify workflows, define boundaries and scope, and map proc
process-generatorGenerate process JS files following Babysitter SDK patterns including task defin
process-integratorIntegrate skills and agents into process files by updating task definitions with
process-validatorValidate process JS files for correct SDK patterns, task definitions, syntax, an
skill-generatorGenerate SKILL.md files with proper YAML frontmatter, capabilities documentation
specialization-researcherResearch specialization domains, compile references, analyze best practices, and
specialization-validatorValidate specialization completeness across all 7 phases, score each phase, iden
accessibility-testingMobile accessibility testing skill for WCAG compliance, VoiceOver/TalkBack valid
Room DatabaseExpert skill for Android Room persistence library
App Store ConnectApple App Store submission and management expertise
deep-linkingUniversal links and deep linking skill for implementing iOS Universal Links, And
Fastlane_Mobile CI-CDAutomated mobile build, test, and deployment with Fastlane
Firebase MobileFirebase backend services integration for mobile apps
Flutter_Dart DevelopmentSpecialized skill for Flutter app development and Dart programming
Google Play ConsoleGoogle Play Store publishing and management expertise
GraphQL MobileGraphQL client integration for mobile applications
iOS Persistence (Core Data_Realm)Specialized skill for iOS local data persistence solutions
Kotlin_Jetpack Compose DevelopmentExpert skill for native Android development with Kotlin and Jetpack Compose
lottie-animationsLottie animation skill for integrating After Effects animations into iOS, Androi
Mobile AnalyticsMobile app analytics and crash reporting integration
mobile-gui-automationAutomate mobile GUI testing — UI element interaction, gesture simulation, and cr
Mobile Performance ProfilingMobile app performance analysis and optimization
mobile-securityMobile application security skill for implementing OWASP MASVS compliance, secur
mobile-sensor-integrationIntegrate mobile device sensors — accelerometer, gyroscope, GPS, camera, and bio
Mobile Testing FrameworksComprehensive mobile testing framework expertise
network-condition-testingTest mobile app behavior under various network conditions — 3G, 4G, WiFi, packet
offline-mode-testingTest mobile app offline mode functionality — local storage, sync conflict resolu
Mobile Offline StorageCross-platform offline-first data management
payment-integrationIntegrate mobile payment systems — Apple Pay, Google Pay, Stripe, and in-app pur
push-notificationsMulti-platform push notification skill for implementing APNs (iOS), FCM (Android
React Native DevelopmentDeep integration with React Native ecosystem for cross-platform mobile developme
Swift_SwiftUI DevelopmentExpert skill for native iOS development with Swift and SwiftUI
dns-protocolExpert skill for DNS protocol implementation, configuration, and service discove
event-loopExpert skill for high-performance event-driven I/O programming and optimization
grpc-protocolExpert skill for gRPC protocol implementation, debugging, and performance optimi
http-protocolDeep HTTP/1.1, HTTP/2, and HTTP/3 protocol expertise for web protocol implementa
load-balancerExpert skill for load balancer configuration, algorithms, and high availability
network-simulationSkill for network condition simulation, emulation, and chaos engineering
network-testingComprehensive network testing, benchmarking, and performance validation skill
packet-captureExpert skill for packet capture and analysis using libpcap/Wireshark. Execute tc
protocol-fuzzerExpert skill for protocol fuzzing, vulnerability discovery, and security testing
protocol-parserSpecialized skill for binary and text protocol parsing and serialization. Design
proxy-serverExpert skill for proxy server implementation, configuration, and traffic interce
serializationExpert skill for binary and text serialization formats, schema design, and optim
socket-programmingDeep integration with socket APIs for TCP/UDP programming across platforms. Exec
tls-securityExpert skill for TLS/SSL implementation and certificate management. Generate and
websocketSpecialized skill for WebSocket protocol implementation and testing. Generate RF
branch-predictionOptimize code for branch prediction — branch-free algorithms, likely/unlikely hi
distributed-cachingExpert skill for distributed cache design, implementation, and optimization usin
gatling-load-testingExpert skill for Gatling simulation development, load test execution, and perfor
lock-free-data-structuresDesign and implement lock-free data structures — CAS-based queues, hazard pointe
memlab-analysisExpert skill for JavaScript memory leak detection using Facebook MemLab. Configu
network-buffersOptimize network buffer management — socket buffer tuning, zero-copy I/O, DMA bu
network-performanceExpert skill for network performance analysis and optimization. Analyze packet c
nodejs-profilingExpert skill for Node.js-specific profiling and optimization. Use V8 CPU profile
simdWrite SIMD-accelerated code using SSE, AVX, NEON, or intrinsics — vectorization,
A_B Test DesignStatistical experiment design and analysis capabilities for product experimentat
Competitive IntelligenceDeep competitive analysis and market monitoring capabilities for product strateg
Feature FlaggingFeature flag configuration and rollout planning for controlled releases
Customer Feedback AggregationAggregate and analyze customer feedback from multiple sources for product insigh
GTM StrategyGo-to-market planning and execution capabilities for product launches
OKR PlanningObjectives and Key Results planning, tracking, and alignment capabilities
Persona DevelopmentCreate and maintain user personas from research data for product targeting
prd-generatorGenerate comprehensive Product Requirements Documents from structured inputs. Ap
prd-to-specConvert an approved PRD into a phase-gated implementation SPEC. User-facing entr
prioritization-calculatorAutomated calculation and scoring for product prioritization frameworks includin
product-analyticsDeep integration with product analytics platforms for metrics, funnels, retentio
Roadmap VisualizationGenerate roadmap visualizations and planning artifacts for product planning
Stakeholder CommunicationGenerate stakeholder-specific communications and presentations for product updat
Survey DesignDesign and analyze surveys for product validation and user research
task-to-prdConvert a raw task (tracker ticket, email, or text) into a fully characterized P
user-research-synthesisSpecialized skill for synthesizing qualitative user research into actionable ins
user-story-generatorGenerate and validate user stories from various inputs including requirements, r
AST ManipulationExpert skill for abstract syntax tree design, traversal, transformation, and man
Bytecode VMExpert skill for bytecode virtual machine design including instruction set desig
Concurrency PrimitivesExpert skill for implementing language-level concurrency support including threa
Debug Adapter ProtocolExpert skill for implementing Debug Adapter Protocol for debugger integration
effect-systemsExpert skill for designing and implementing algebraic effect systems including e
Error MessagesExpert skill for designing and implementing high-quality compiler error messages
FFI DesignExpert skill for designing and implementing foreign function interfaces to nativ
Garbage CollectionExpert skill for garbage collector design and implementation including various c
generics-implementationExpert skill for implementing parametric polymorphism including type parameter b
Grammar DesignExpert skill for formal grammar design including disambiguation, precedence, and
JIT CompilationExpert skill for just-in-time compilation including profiling, tiered compilatio
Lexer GeneratorExpert skill for generating and hand-writing lexers using DFA-based, table-drive
LLVM BackendExpert skill for LLVM integration including IR generation, optimization passes,
Language Server ProtocolExpert skill for implementing Language Server Protocol servers with full IDE fea
macro-systemsExpert skill for designing and implementing macro systems including hygienic mac
Memory AllocatorExpert skill for custom memory allocator design optimized for language runtime n
module-systemsExpert skill for designing module systems including resolution algorithms, impor
Parser GeneratorExpert skill for parser generation and implementation using LL, LR, LALR, PEG, a
pattern-matchingExpert skill for implementing pattern matching including exhaustiveness checking
Register AllocationExpert skill for register allocation algorithms including graph coloring, linear
REPL DevelopmentExpert skill for building interactive REPLs with rich editing and evaluation fea
Source MapsExpert skill for generating and consuming source maps for debugging compiled cod
SSA_IR DesignExpert skill for designing intermediate representations and implementing SSA con
Tree-sitterExpert skill for creating tree-sitter grammars for incremental parsing and synta
Type TheoryExpert skill in type theory foundations for implementing type systems including
Allure Test ReportingAllure test reporting framework for comprehensive test result visualization
API TestingComprehensive API testing for REST and GraphQL endpoints with contract validatio
Appium Mobile TestingAppium mobile testing framework for iOS and Android automation
axe-accessibilityDeep integration with axe-core for automated accessibility testing. Execute acce
BackstopJS Visual TestingBackstopJS visual regression testing for self-hosted visual comparison
Code Coverage AnalysisMulti-language code coverage analysis, reporting, and quality gate enforcement
Cucumber BDD TestingCucumber/Gherkin BDD testing for behavior-driven development workflows
Cypress E2E TestingExpert Cypress testing framework integration for browser-based end-to-end testin
database-testingTest database operations — schema migration validation, query correctness, trans
docker-test-environmentsDocker-based test environment management for isolated, reproducible test executi
Jest TestingExpert Jest testing framework for JavaScript/TypeScript unit and integration tes
JMeter Performance TestingApache JMeter expertise for enterprise-grade load and performance testing
k6 Performance Testingk6 load testing expertise for performance validation and analysis
owasp-zap-securityDeep integration with OWASP ZAP for automated security scanning, vulnerability d
pact-contract-testingConsumer-driven contract testing with Pact framework. Generate consumer contract
Percy Visual TestingPercy visual testing platform integration for visual regression detection
Playwright E2E TestingDeep integration with Playwright for browser automation and end-to-end testing
pytest TestingExpert pytest framework for Python unit, integration, and functional testing
sanity-testingDesign and execute sanity test suites to verify core system functionality after
Selenium WebDriverSelenium WebDriver expertise for cross-browser automation and legacy system test
smoke-testingImplement smoke test suites that rapidly validate the most critical paths in an
Stryker Mutation TestingStryker mutation testing for assessing test suite quality and effectiveness
test-data-generationSynthetic test data generation and management using Faker.js and similar tools.
Behavior Trees SkillBehavior tree design and implementation for robot decision making
Calibration Tools SkillSensor and robot calibration using specialized robotics calibration tools
Computer Vision SkillSpecialized skill for robot vision including feature detection, tracking, and ca
Edge Deployment SkillML model optimization and deployment on robot edge devices (Jetson, embedded)
gazebo-simulationExpert skill for Gazebo Classic and Ignition/Gazebo Sim world creation and plugi
Grasp Planning SkillGrasp planning and execution for robotic manipulation tasks
NVIDIA Isaac Sim SkillSpecialized skill for NVIDIA Isaac Sim photorealistic simulation and synthetic d
Kinematics_Dynamics SkillRobot kinematics and dynamics computation including forward/inverse kinematics a
Motion Planning SkillSampling-based and optimization-based motion planning algorithms
MoveIt Motion Planning SkillDeep expertise in MoveIt/MoveIt2 configuration and manipulation planning
MPC Controller SkillExpert skill for Model Predictive Control implementation and tuning
Multi-Robot Coordination SkillCoordination and task allocation for multi-robot systems and fleets
Nav2 Navigation SkillSpecialized skill for ROS2 Nav2 navigation stack configuration and behavior tree
Object Detection_Segmentation SkillDeep learning based object detection and segmentation for robotics applications
Point Cloud Processing SkillSpecialized skill for 3D point cloud processing and analysis using PCL and Open3
Reinforcement Learning SkillRL training for robot control using simulation with sim-to-real transfer
ros-integrationDeep integration with ROS/ROS2 middleware for node development, launch files, pa
ros2_control SkillHardware abstraction and controller management using ros2_control framework
RViz Visualization SkillRViz configuration and custom visualization for robot development and debugging
Safety System SkillRobot safety system design and validation for industrial and collaborative robot
sensor-fusionExpert skill for multi-sensor fusion and state estimation using Kalman filtering
Sim-to-Real Transfer SkillTechniques for minimizing simulation-to-reality gap and validating transfer
slam-algorithmsExpert skill for SLAM algorithm selection, configuration, and tuning. Configure
TF2 Transforms SkillExpert skill for ROS tf2 coordinate frame management and transforms
urdf-sdf-modelExpert skill for robot model creation and validation in URDF and SDF formats. Ge
actionable-error-formatterFormat errors with actionable fix suggestions and documentation links
api-diff-analyzerCompare API specifications to detect breaking changes. Compare OpenAPI spec vers
api-gateway-configuratorConfigure API gateways for SDK traffic management
api-key-managerAPI key generation, rotation, and management system
changelog-generatorAutomated changelog generation from commits and PRs
cicd-pipeline-generatorGenerate CI/CD pipelines for SDK build and release
cli-framework-builderBuild command-line interfaces for SDK interaction
codemod-generatorGenerate automated code migration scripts (codemods)
compatibility-test-matrixMulti-version, multi-platform SDK compatibility testing
contract-test-frameworkConsumer-driven contract testing for SDK-API compatibility. Generate Pact consum
csharp-sdk-specialistC#/.NET SDK development with async patterns
deprecation-managerManage API and SDK deprecation lifecycle
developer-portal-builderBuild unified developer portals with Backstage or custom frameworks
diataxis-doc-generatorGenerate documentation following the Diataxis framework
error-code-catalogManage and document SDK error codes and messages
go-sdk-specialistGo SDK development with idiomatic patterns
graphql-schema-designerGraphQL schema design and optimization with federation support
health-check-endpointImplement health check and readiness endpoints for SDK consumers
idp-configuratorConfigure Internal Developer Platform (IDP) components
interactive-api-consoleBuild interactive API try-it-out consoles for documentation
java-sdk-specialistJava SDK development for enterprise environments
jwt-handlerJWT creation, validation, and management for SDK authentication
middleware-chain-designerDesign middleware and interceptor chains for SDK extensibility
oauth-flow-implementerImplement OAuth 2.0 and OpenID Connect flows for SDKs
openapi-codegen-orchestratorOrchestrate multi-language SDK generation from OpenAPI specifications. Configure
openapi-spec-generatorAutomated OpenAPI specification generation from code annotations, comments, and
opentelemetry-integratorIntegrate OpenTelemetry tracing and metrics into SDKs
package-publisherPublish packages to language-specific registries
performance-benchmark-suiteSDK performance benchmarking and regression detection
plugin-registry-managerManage SDK plugin discovery and registration
protobuf-grpc-designerProtocol Buffers and gRPC service definition with backward compatibility checks
python-sdk-specialistPython SDK development with async support and type hints
rate-limiter-designerDesign and implement rate limiting strategies
request-debuggerHTTP request/response debugging and inspection tools
rust-sdk-specialistRust SDK development with zero-cost abstractions
scope-permission-designerDesign and implement scoped permission models
sdk-init-generatorGenerate SDK initialization wizards and scaffolding
sdk-mock-generatorGenerate mock servers and clients for SDK testing
semver-analyzerAnalyze code changes and determine semantic version bumps. Detect breaking chang
smithy-sdk-generatorAWS Smithy-based SDK generation for enterprise-grade APIs
typescript-sdk-specialistTypeScript SDK development with Node.js and browser support. Design SDK architec
typespec-sdk-generatorMicrosoft TypeSpec-based API and SDK generation
usage-analytics-collectorPrivacy-respecting SDK usage analytics collection
aws-security-scannerAWS security configuration scanning and hardening using Prowler, Security Hub, a
azure-security-scannerAzure security configuration scanning and hardening using Azure Security Center,
compliance-evidence-collectorAutomated evidence collection across compliance frameworks from cloud providers,
container-security-scannerContainer image and Kubernetes security scanning for CVEs, misconfigurations, an
crypto-analyzerCryptographic implementation analysis and validation for encryption algorithms,
dast-scannerDynamic Application Security Testing execution and management. Configure and exe
dependency-scannerSoftware Composition Analysis (SCA) and dependency vulnerability scanning. Scan
gcp-security-scannerGCP security configuration scanning and hardening using Security Command Center,
gdpr-compliance-automatorGDPR compliance assessment and automation for data mapping, consent management,
git-forensics-scannerGit diff forensics for surfacing and classifying code changes for trojan detecti
hipaa-compliance-automatorHIPAA security and privacy compliance automation for ePHI protection, safeguards
homoglyph-detectorByte-level Unicode homoglyph detection for identifying invisible character subst
iac-security-scannerInfrastructure as Code security scanning and policy enforcement for Terraform, C
key-management-orchestratorCryptographic key lifecycle management orchestration including generation, rotat
multi-cloud-security-postureUnified cloud security posture management across AWS, Azure, and GCP with normal
owasp-security-scannerAutomated OWASP Top 10 vulnerability detection and assessment. Run OWASP ZAP aut
pci-dss-compliance-automatorPCI DSS compliance assessment and reporting for cardholder data protection, SAQ
phishing-simulation-skillPhishing simulation campaign execution and analysis for security awareness asses
sast-analyzerStatic Application Security Testing orchestration and analysis. Execute Semgrep,
secret-detection-scannerDetect secrets, credentials, and sensitive data in code and configurations. Scan
secure-coding-training-skillDeveloper security training and assessment for secure coding practices and vulne
semantic-code-analyzerLLM-powered semantic analysis of code diffs to detect business-logic trojans
soc2-compliance-automatorSOC 2 Trust Services Criteria compliance automation for evidence collection, con
vendor-risk-monitorContinuous vendor security monitoring for security ratings, breach notifications
vendor-security-questionnaireAutomated vendor security assessment through questionnaire generation, response
aiml-securityAI/ML model security testing and adversarial research capabilities. Generate adv
Binary Exploitation SkillAdvanced binary exploitation and mitigation bypass
Burp Suite_Web Security SkillWeb application security testing with Burp Suite integration
cloud-security-testingMulti-cloud security assessment and penetration testing capabilities. Execute Pr
CVE_CWE Database SkillCVE and CWE database querying and management
Debugger Integration SkillAdvanced debugging integration for vulnerability research
Fuzzing Operations SkillComprehensive fuzzing operations with AFL++, libFuzzer, and OSS-Fuzz integration
Ghidra_IDA Reverse Engineering SkillDeep integration with Ghidra and IDA Pro for binary analysis and reverse enginee
hardware-securityHardware and embedded security research capabilities. Interface with JTAG debugg
incident-forensicsDigital forensics and incident response capabilities. Analyze memory dumps with
MITRE ATT&CK SkillMITRE ATT&CK framework mapping and analysis
Mobile Security Testing SkillAndroid and iOS application security testing
Offensive Security SkillOffensive security tools and techniques integration
Network Protocol Analysis SkillNetwork protocol capture, analysis, and fuzzing capabilities
Pwntools Exploitation SkillExploit development automation using pwntools framework
security-sandboxIsolated analysis environment management for malware and exploit testing. Create
Smart Contract Analysis SkillEthereum and blockchain smart contract security analysis
Static Analysis Tools SkillIntegration with security-focused static analysis tools
STIX_TAXII Intelligence SkillSTIX/TAXII threat intelligence format and sharing
YARA Rules SkillYARA rule creation, testing, and deployment
kip-librarianCanonical kip knowledge-store patterns for any process or agent: recall prior fa
adr-generatorSpecialized skill for generating and managing Architecture Decision Records (ADR
api-mock-serverGenerate and run mock API servers from OpenAPI specifications
c4-diagram-generatorSpecialized skill for generating C4 model architecture diagrams. Supports Struct
chaos-runnerRun chaos engineering experiments using Chaos Monkey, Litmus, or Gremlin
cloud-cost-estimatorEstimate cloud costs across AWS, Azure, and GCP with pricing comparison
cloudformation-analyzerValidate and analyze AWS CloudFormation templates for security and best practice
code-complexity-analyzerAnalyze code complexity metrics including cyclomatic complexity, code smells, an
compliance-checkerCheck compliance with SOC 2, GDPR, HIPAA, and PCI-DSS standards
dashboard-generatorGenerate monitoring dashboards for Grafana and DataDog with alert integration
db-query-analyzerAnalyze database query performance with execution plans and index recommendation
dependency-graph-generatorGenerate module dependency graphs with circular dependency detection and couplin
docs-site-generatorGenerate documentation sites using Docusaurus, MkDocs, or VuePress
graphql-schema-generatorGenerate GraphQL schemas from data models with resolver stubs and federation sup
graphviz-rendererRender Graphviz DOT graphs to images with multiple layout algorithms
k8s-validatorValidate Kubernetes manifests for security, best practices, and resource limits
load-test-generatorGenerate load test scripts for k6, Locust, and Gatling from OpenAPI specs
log-schema-generatorGenerate structured logging schemas with correlation ID patterns and ELK/Splunk
markdown-processorSpecialized skill for processing Markdown and MDX documentation. Supports parsin
mermaid-rendererRender Mermaid diagrams to images with theme customization and Markdown integrat
metrics-schema-generatorGenerate metrics schemas for Prometheus, OpenTelemetry, and Grafana dashboards
openapi-generatorSpecialized skill for generating and validating OpenAPI 3.0/3.1 specifications.
openapi-validatorValidate OpenAPI specifications for correctness, security, and best practices
performance-profilerProfile application performance including CPU, memory, and flame graph generatio
plantuml-rendererRender PlantUML diagrams to various image formats with theme and styling support
security-scannerRun security scans including SAST, dependency scanning, and secret detection
static-analysis-runnerRun static analysis tools including SonarQube, ESLint, and multi-language linter
swagger-ui-deployerDeploy interactive API documentation using Swagger UI with custom branding
tech-writing-linterLint technical documentation for style, consistency, and readability
technical-leadershipExercise technical leadership — driving architectural decisions, mentoring engin
terraform-analyzerSpecialized skill for analyzing Terraform configurations. Supports parsing, secu
threat-modelerGenerate threat models using STRIDE, PASTA, or VAST methodologies
tracing-schema-generatorGenerate distributed tracing schemas for OpenTelemetry with Jaeger/Zipkin integr
asyncapi-docsAsyncAPI specification handling for event-driven API documentation. Parse, valid
code-sample-validatorExtract, validate, and test code samples in documentation. Verify syntax, execut
confluence-docsAtlassian Confluence integration for enterprise documentation. Create and update
diagram-generationMulti-format diagram generation from text descriptions. Create Mermaid, PlantUML
docs-accessibilityDocumentation accessibility validation and remediation. Check WCAG 2.1 complianc
docs-analyticsDocumentation usage analytics and insights. Integrate with Google Analytics, Alg
docusaurusDeep integration with Docusaurus for documentation site development. Configure p
doxygen-javadocDocumentation generation for C, C++, and Java codebases using Doxygen and Javado
gitbook-notionIntegration with hosted documentation platforms GitBook and Notion. Manage space
jsdoc-tsdocJavaScript and TypeScript documentation generation using JSDoc and TSDoc. Parse
link-validatorComprehensive link checking and validation for documentation. Validate internal
markdown-mdxAdvanced Markdown and MDX processing for technical documentation. Parse, validat
mkdocs-materialMkDocs with Material theme expertise for Python-centric documentation. Configure
openapi-swaggerExpert skill for OpenAPI/Swagger specification analysis, validation, and documen
pdf-generationProfessional PDF documentation generation. Convert Markdown to PDF with custom t
readme-platformReadMe.com platform integration for API documentation. Sync OpenAPI specs, manag
sphinx-docsSphinx documentation system expertise for technical and API documentation. Confi
storybook-docsStorybook integration for UI component documentation. Configure docs addon, gene
tech-writing-lintAutomated technical writing style and quality enforcement. Lint documentation wi
translation-managementIntegration with translation management systems and i18n workflows. Connect with
accessibility-reportGenerate accessibility compliance reports including VPAT and ACR documents
animation-specGenerate animation specifications, easing curves, and motion design documentatio
axe-accessibilityAutomated accessibility testing using axe-core API for WCAG compliance validatio
browser-stackCross-browser and cross-device testing using BrowserStack or Sauce Labs
color-palette-generatorGenerate accessible color palettes with WCAG compliance
component-inventoryAudit and inventory existing UI components in a codebase
contrast-checkerCheck color contrast ratios for WCAG compliance
css-precision-editorPrecision CSS/styling modifications for pixel-perfect adjustments with Tailwind,
design-system-validatorValidate design system compliance in code and detect token usage violations
design-token-transformerTransform design tokens across multiple formats and platforms. Parse W3C design
figma-apiDirect Figma API interactions for design asset management. Fetch files and compo
heatmap-analysisAnalyze user interaction heatmaps for attention patterns and click behavior
lighthousePerformance and accessibility auditing using Google Lighthouse. Measure Core Web
mock-spec-extractorExtracts design specifications from mock images including colors, typography, sp
persona-templateGenerate user persona documents and empathy maps from templates
prototype-interactionDefine and document prototype interactions, transitions, and hotspots
responsive-imageGenerate responsive image sets with srcset, WebP/AVIF conversion, and art direct
screenshot-comparisonVisual regression testing through screenshot capture and comparison. Pixel-diff
survey-platformIntegrate with survey platforms to create, distribute, and analyze user surveys
svg-optimizerOptimize SVG assets, generate sprites, and convert to React components
typography-calculatorCalculate typography scales, metrics, and responsive font sizing
user-flow-diagramGenerate user flow diagrams and flowcharts using Mermaid and other formats
visual-diff-scorerMulti-dimensional visual scoring using pixel-diff and structural analysis for de
analyticsGoogle Analytics 4, tag management, and event tracking.
angular-developmentAngular development patterns including modules, components, services, dependency
apollo-serverApollo Server configuration, plugins, caching, federation, and performance optim
ariaWAI-ARIA implementation, roles, states, and properties.
aws-amplifyAWS Amplify deployment, hosting, and backend resources.
browser-automationAutomate browser interactions using Playwright, Puppeteer, or Selenium — scrapin
bundle-optimizationBundle analysis, code splitting, tree shaking, and size optimization.
cachingHTTP caching, service workers, cache invalidation, and CDN configuration.
core-web-vitalsMeasure, analyze, and optimize Core Web Vitals — LCP, FID/INP, CLS — for improve
cspContent Security Policy configuration, nonces, and reporting.
css-modulesCSS Modules patterns, composition, variables, and build configuration.
cypressCypress testing patterns, custom commands, component testing, and CI integration
design-tokensDesign token management, generation, and multi-platform support.
docker-webDocker containerization for web apps, multi-stage builds, and optimization.
drizzleDrizzle ORM patterns, migrations, type-safe queries, and database schema design.
esbuildesbuild bundling, plugins, and build optimization.
eslintESLint configuration, custom rules, and plugin development.
expressExpress.js middleware patterns, routing, error handling, security, and productio
fastifyFastify plugins, hooks, validation, serialization, and performance optimization
frontend-e2e-testingDesign and implement end-to-end frontend testing — user flow automation, cross-b
gitGit workflows, branching strategies, and hooks.
github-actions-webGitHub Actions for web app CI/CD, testing, and deployment.
graphqlGraphQL schema design, resolvers, directives, subscriptions, and best practices
hydrationImplement and optimize server-side rendering hydration strategies — partial hydr
image-optimizationImage formats, responsive images, lazy loading, and CDN integration.
jestJest configuration, mocking strategies, snapshot testing, and coverage.
json-schemaJSON Schema validation and API contract design.
jwtJWT implementation, token management, refresh patterns, and security.
keyboard-navigationKeyboard accessibility, focus management, and shortcuts.
litWeb Components development with Lit including custom elements, reactive properti
markdownMarkdown documentation, MDX, and content formatting.
mongodbMongoDB schema design, aggregation pipelines, indexing strategies, and performan
mswMock Service Worker API mocking, request handlers, and integration testing.
nestjsNestJS architecture including modules, dependency injection, guards, interceptor
netlifyNetlify deployment, functions, forms, and edge handlers.
nextauthNextAuth.js (Auth.js) configuration including providers, adapters, session manag
nextjsNext.js specific patterns including App Router, React Server Components, Server
nextjs-app-routerDeep expertise in Next.js App Router patterns including route groups, parallel r
ngrxNgRx state management for Angular including store, effects, entity adapter, comp
nuxtNuxt 3 patterns including Nitro server, auto-imports, modules, hybrid rendering,
nxNx workspace configuration, generators, and affected commands.
oauthOAuth 2.0/OIDC flows, provider integration, and token handling.
openapiOpenAPI/Swagger specification, code generation, documentation, and validation.
piniaPinia state management for Vue 3 including store creation, actions, getters, plu
playwrightPlaywright E2E testing, page objects, fixtures, visual regression, accessibility
pnpm-workspacespnpm workspace patterns and dependency management.
postgresqlPostgreSQL query optimization, indexing, full-text search, JSONB, and advanced f
prettierPrettier configuration and integration.
prisma-ormPrisma ORM schema design, migrations, relations, query optimization, and databas
progressive-enhancementBuild web applications using progressive enhancement — baseline HTML, layered CS
radix-uiRadix UI primitives, composition patterns, accessibility, and customization.
react-developmentSpecialized skill for React component development, hooks patterns, state managem
react-hooksDeep expertise in React hooks patterns including custom hooks, composition, opti
react-queryTanStack Query (React Query) patterns for server state management, caching, muta
react-server-componentsReact Server Components patterns including streaming, data fetching, client/serv
react-testing-libraryReact Testing Library patterns, queries, user events, and accessibility testing.
redisRedis caching patterns, pub/sub, sessions, rate limiting, and data structures.
redux-toolkitRedux Toolkit patterns including slice creation, async thunks, RTK Query, state
remixRemix patterns including loaders, actions, nested routing, progressive enhanceme
rest-api-designRESTful API design principles, versioning, pagination, HATEOAS, and documentatio
rxjsRxJS reactive programming patterns including operators, error handling, multicas
screen-readerScreen reader compatibility, testing, and optimization.
secrets-managementSecrets handling, environment variables, and vault integration.
seoTechnical SEO, structured data, sitemaps, and meta tags.
shadcnshadcn/ui component patterns, customization, theming, and integration.
socketioSocket.io rooms, namespaces, adapters, middleware, and real-time patterns.
sseServer-Sent Events implementation, streaming patterns, and real-time updates.
storybookStorybook configuration, stories, addons, interaction testing, and documentation
structured-dataJSON-LD schema markup and validation.
styled-componentsStyled Components theming, variants, SSR support, and patterns.
svelteSvelte and SvelteKit development with built-in reactivity, stores, SSR/SSG, and
tailwind-cssTailwind CSS configuration, custom plugins, design systems, theming, and compone
trpctRPC end-to-end type safety, procedures, routers, middleware, and React integrat
turbopackTurbopack configuration and Next.js integration.
turborepoTurborepo configuration, caching, and pipeline optimization.
typescriptTypeScript configuration, strict mode, generics, and type utilities.
vercelVercel deployment, edge functions, environment configuration, and preview deploy
viteVite configuration, plugins, optimization, HMR, and build customization.
vitestVitest configuration, mocking, coverage, snapshot testing, and performance.
vue-developmentVue 3 development with Composition API, reactivity system, component patterns, T
wcagWCAG 2.1/2.2 compliance, auditing, and remediation.
web-action-groundingGround natural language instructions to web UI actions — element identification,
web-performanceCore Web Vitals optimization, Lighthouse audits, and performance monitoring.
web-scrapingBuild robust web scrapers — HTML parsing, JavaScript rendering, rate limiting, a
web-securityOWASP Top 10, security headers, CSP, XSS prevention, and vulnerability preventio
webpackWebpack configuration, module federation, loaders, plugins, and optimization.
websocketWebSocket implementation, connection management, scaling patterns, and real-time
yamlYAML configuration for CI/CD, Docker Compose, and Kubernetes.
zodZod schema validation and type inference.
zustandZustand state management patterns including store creation, middleware, persiste
integrate-harnessUse when adding a new agent harness (CLI-based coding agent) adapter to adapters
ask-expert
pending-questions
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atlas-graph-query>
accomplish-statusReport babysitter orchestration run status to Accomplish AI desktop app via file
babysitExecute via @babysitter. Use this skill when asked to babysit a task, do anythin

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