funsloth-hfjobs
Training manager for Hugging Face Jobs - launch fine-tuning on HF cloud GPUs with optional WandB monitoring
funsloth-runpod
Training manager for RunPod GPU instances - configure pods, launch training, monitor progress, retrieve checkpoints
funsloth-check
Validate datasets for Unsloth fine-tuning. Use when the user wants to check a dataset, analyze tokens, calculate Chinchilla optimality, or prepare data for training.
funsloth-local
Training manager for local GPU training - validate CUDA, manage GPU selection, monitor progress, handle checkpoints
funsloth-train
Generate Unsloth training notebooks and scripts. Use when the user wants to create a training notebook, configure fine-tuning parameters, or set up SFT/DPO/GRPO training.
test-driven-development
Test-driven development workflow (red → green → refactor) for features, bug fixes, and refactors. Use when implementing behavior changes and you want to drive design via tests, prevent regressions, and keep code modular and well-factored.
terraform-validator
Validate Terraform code for syntax errors, best practices, security issues, and compliance with standards
using-git-worktrees
Use when starting feature work that needs isolation from current workspace or before executing implementation plans. Create isolated git worktrees with safe directory selection and baseline verification.
security-compliance
Security and compliance workflow for designing defense-in-depth controls, performing threat modeling and risk assessments, and mapping mitigations to frameworks (SOC2/ISO27001/GDPR/HIPAA). Use when reviewing security posture, shipping sensitive features, preparing compliance evidence, or running a lightweight secrets scan.
finishing-a-development-branch
Use when preparing to finish a development branch. Ensure tests pass, changes are clean, and the branch is ready for review or merge.
figma
Use the Figma MCP server to fetch design context, screenshots, variables, and assets from Figma, and to translate Figma nodes into production code. Trigger when a task involves Figma URLs, node IDs, design-to-code implementation, or Figma MCP setup and troubleshooting.
dispatching-parallel-agents
Use when splitting complex work into parallelizable tasks and coordinating multiple agents. Focus on clear task boundaries, shared context, and consolidation of results.
code-reviewer
High-signal code review workflow for pull requests and patches: correctness, readability, API/UX, performance, security, and maintainability. Use when reviewing diffs/PRs, writing review comments, proposing fixes, or producing a structured review report with actionable follow-ups.
changelog-generator
Automatically creates user-facing changelogs from git commits by analyzing commit history, categorizing changes, and transforming technical commits into clear, customer-friendly release notes. Turns hours of manual changelog writing into minutes of automated generation.
terraform-state-manager
Analyze, inspect, and safely manipulate Terraform state files with drift detection and resource management
terraform-security-scanner
Comprehensive security scanning for Terraform code including secrets detection, compliance checks, and vulnerability assessment
terraform-resource-fetch
Fetch latest Terraform provider resources and documentation from Terraform Registry
terraform-project-generator
Generate complete Terraform project structure with main.tf, variables.tf, outputs.tf, backend.tf, and terraform.tf following best practices
terraform-plan-analyzer
Parse, explain, and analyze terraform plan output for impact assessment, cost estimation, and risk evaluation
terraform-module-scaffold
Create production-ready, reusable Terraform modules with complete documentation, examples, and tests
terraform-doc-generator
Auto-generate comprehensive README.md documentation for Terraform modules with usage examples, inputs, outputs, and requirements
terraform-code-generator
Auto-generate Terraform resource blocks by fetching latest schemas from Terraform Registry in real-time
systematic-debugging
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
structured-skill-creator
Create or update skills under `skills/` with strict compliance to the local structured template and validation workflow.
skill-adopter
Adopt and wire enterprise skills into a target project for the AI agent(s) in use. Scans a project to detect its tech stack and configured AI agents (Codex, Copilot, Cursor, Junie, AI Assistant, Claude, Roo), selects relevant skills from the enterprise skills repository, and generates or updates the agent-native configuration files (AGENTS.md, .github/copilot-instructions.md, .cursor/rules.md, .junie/guidelines.md, .aiassistant/rules/, .cursorrules, .roo/rules). Use when onboarding a project onto enterprise skills, switching AI agents, refreshing stale agent configs, or aligning a project's AI setup with the current skills catalog.
senior-secops
Security operations workflow for vulnerability triage, incident response, detection/alerting improvements, and post-incident hardening. Use when responding to security alerts, reviewing logs for suspicious activity, building incident playbooks, or running quick log summaries during triage.
senior-qa
QA workflow for building test strategies and validating releases: risk-based testing, test pyramid decisions, E2E/integration/unit coverage, exploratory testing, and regression planning. Use when creating test plans, reviewing test coverage, triaging flaky tests, or preparing release sign-off criteria.
senior-prompt-engineer
Prompt engineering workflow for building reliable assistants and agents: task decomposition, instruction hierarchy, tool-use patterns, safety constraints, and evaluation design. Use when writing or refactoring system prompts, creating structured prompts, building prompt test suites, or debugging regressions in LLM behavior.
senior-devops
DevOps workflow for CI/CD, infrastructure, observability, reliability, and safe deployments. Use when designing deployment pipelines, reviewing infra changes, improving operational readiness (alerts/runbooks), or auditing a repo’s production-readiness signals.
senior-backend
Backend engineering workflows for designing and implementing robust APIs and services: data modeling, authN/authZ, error handling, performance, migrations, observability, and operational safety. Use when building or reviewing backend code, defining API contracts, planning DB changes, or writing backend design docs.
senior-architect
Senior software architecture workflows and tooling for system design, scalability and reliability planning, API/data modeling, trade-off analysis, ADR writing, and producing clear architecture diagrams (Mermaid). Use when you need to define or revise architecture for a feature/system, choose technologies, document decisions, or review an existing codebase’s architecture.
security-ownership-map
Analyze git repositories to build a security ownership topology (people-to-file), compute bus factor and sensitive-code ownership, and export CSV/JSON for graph databases and visualization. Trigger only when the user explicitly wants a security-oriented ownership or bus-factor analysis grounded in git history (for example: orphaned sensitive code, security maintainers, CODEOWNERS reality checks for risk, sensitive hotspots, or ownership clusters). Do not trigger for general maintainer lists or non-security ownership questions.
gh-address-comments
Help address review/issue comments on the open GitHub PR for the current branch using gh CLI; verify gh auth first and prompt the user to authenticate if not logged in.
security-best-practices
Perform language and framework specific security best-practice reviews and suggest improvements. Trigger only when the user explicitly requests security best practices guidance, a security review/report, or secure-by-default coding help. Trigger only for supported languages (python, javascript/typescript, go). Do not trigger for general code review, debugging, or non-security tasks.
screenshot
Use when the user explicitly asks for a desktop or system screenshot (full screen, specific app or window, or a pixel region), or when tool-specific capture capabilities are unavailable and an OS-level capture is needed.
playwright
Use when the task requires automating a real browser from the terminal (navigation, form filling, snapshots, screenshots, data extraction, UI-flow debugging) via `playwright-cli` or the bundled wrapper script.
information-architect
World-class information architecture workflows for product and design teams: define navigation, taxonomy, labeling, content models, and page hierarchy so complex products feel obvious. Use when designing or redesigning an app/website structure, menus, docs/knowledge base IA, onboarding flows, search/filtering, permissions-based navigation, or when turning a messy feature set into a coherent system.
git-commit-signing
Configure and manage git commit signing per repository with the correct user identity and signing method (GPG, SSH, or S/MIME). Use when setting up commit signing for a new repo, switching identities between work/personal projects, troubleshooting signing failures, or enforcing signed commits across a team.
git-commit-helper
Help craft clear, conventional commits. Use when preparing commit messages, organizing changes into commits, or documenting intent and scope for code changes.
gh-fix-ci
Use when a user asks to debug or fix failing GitHub PR checks that run in GitHub Actions; use `gh` to inspect checks and logs, summarize failure context, draft a fix plan, and implement only after explicit approval. Treat external providers (for example Buildkite) as out of scope and report only the details URL.
aggrid
Use the AG Grid MCP server to implement, upgrade, and troubleshoot AG Grid in React, Angular, Vue, and vanilla JavaScript projects. Trigger when tasks mention AG Grid tables, column definitions, row models, renderers/editors, AG Grid version migrations, or AG Grid MCP setup files (mcp.json, .vscode/mcp.json, .cursor/mcp.json, .aiassistant/mcp.json, .junie/mcp.json).
guicedee-rest-client
Annotation-driven REST client for GuicedEE using Vert.x 5 WebClient: @Endpoint declarations, RestClient<Send, Receive> injection, authentication strategies (Bearer, Basic, API Key, OAuth2, mTLS), path parameters, environment variable overrides, package-level endpoints, service registry integration (bare name or registry: prefix), and RestClientConfigurator SPI. Use when making outbound REST calls, configuring REST client endpoints, or wiring reactive HTTP clients with Guice injection.
jwebmp-angular-material
Angular Material design components integrated into JWebMP. Provides Material Design UI components with theme support and built-in accessibility. Use when building modern Material Design interfaces with Angular in JWebMP.
jwebmp-angular-graphql
Apollo GraphQL client generation for JWebMP. Exposes the @NgGraphQL annotation to generate typed apollo-angular services from Java for GraphQL queries, mutations, and subscriptions, with signal-based state, polling, fetch/error policies, and default variables via @NgGraphQLVariable. Use when working with GraphQL in JWebMP, generating Apollo Angular clients, mapping GraphQL operations to Angular services, or building reactive GraphQL-backed UIs in JWebMP applications.
jwebmp-angular-forms
Angular reactive and template-driven forms for JWebMP. Provides form validation, binding, and submission handling integrated with the JWebMP component model. Use when building complex forms with Angular in JWebMP applications.
jwebmp-aggrid
AG Grid community integration with data tables, sorting, filtering, pagination, and row selection. Type-safe component model with CRTP API, dual rendering (HTML/JSON), and JWebMP integration. Use when working with AG Grid, creating data-heavy tables, grids with advanced filtering, or enterprise data presentation.
jwebmp-aggrid-enterprise
AG Grid Enterprise integration for JWebMP with premium data grid features. Extends aggrid skill with row grouping, aggregation, pivoting, master/detail, server-side row model, Excel export, range selection, clipboard operations, status bar, charts integration, and advanced filtering. Requires AG Grid Enterprise license. Use when working with AG Grid Enterprise features, complex data grids, pivoting, grouping, or advanced grid capabilities.
jwebmp-agcharts
Enterprise-grade charting library integration for JWebMP with Angular 21. Provides CRTP-based fluent Java API for AG Charts 13.1.0 with TypeScript type generation, reactive data binding, and server-side chart configuration. Supports line, bar, area, scatter, bubble, pie, donut, histogram charts with advanced axes, theming, tooltips, legends, zoom, and navigator components. Use when working with AG Charts, creating data visualizations, configuring chart options, building dashboards, or implementing charting features in JWebMP applications.
jwebmp-c3
C3 charting library integration for JWebMP providing D3-based reusable chart components. Use when creating data visualizations, time-series charts, or D3-powered dashboards.
jwebmp-agcharts-enterprise
AG Charts Enterprise integration for JWebMP with premium charting features. Extends jwebmp-agcharts with advanced chart types (heatmaps, treemaps, sunburst, sankey, waterfall), financial charts (candlestick, OHLC), advanced animations, and enterprise-grade features. Requires AG Charts Enterprise license. Use when working with AG Charts Enterprise features, advanced visualizations, financial charts, or premium charting capabilities.
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