Integrates uCharts data visualization into UniApp projects including easycom configuration, pages.json and manifest.json setup, platform-specific handling (H5, mini-program, App, nvue), and chart lifecycle management. Use when the user needs to add charts to a UniApp project, configure uCharts components, or handle cross-platform chart rendering.

Integrates uView UI component library into UniApp projects including easycom configuration, pages.json and manifest.json setup, SCSS theming, and platform-specific handling (H5, mini-program, App, nvue). Use when the user needs to add uView UI components to a UniApp project, configure easycom auto-import, or handle cross-platform styling.

Integrates uView Pro component library into UniAppX (uni-app-x) projects with TypeScript and Composition API, including easycom configuration, pages.json and manifest.json setup, and platform-specific handling. Use when the user needs to add uView Pro components to a UniAppX project, configure TypeScript .uts integration, or handle cross-platform styling.

Discovers, installs, and manages AI skills from the PartMe marketplace. Acts as the local package manager for Knowledge-as-a-Service (KaaS) and Tool-as-a-Service (TaaS) skills. Use when the user wants to search for available skills, install a new skill into their environment, or list currently installed skills.

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Diagnose ClickHouse runtime query failures when the user wants database-level cause and fix guidance from an error or numeric error code, not source-code root cause analysis.

Investigate application or repository source code with search_file and read_file to explain behavior, trace root causes of runtime or query errors, and answer with precise file citations.

Spawn parallel judges with different perspectives via `spawn_agent`, consolidate into consensus.

'Separate WHAT from HOW before planning. Clarify goals, explore approaches, capture structured design decisions. Triggers: brainstorm, explore idea, clarify goal, idea phase.'

Spawn parallel judges with different perspectives, consolidate into consensus. Works for any task — validation, research, brainstorming.

'Generates, validates, and syncs documentation for any repository type. Produces code-maps, checks doc coverage, finds missing docs, and validates existing documentation against code. Triggers: doc, documentation, code-map, doc coverage, validate docs, generate docs, sync docs, update docs, find missing docs.'

> Maintain GOALS.yaml and GOALS.md fitness specifications. Use `ao goals` CLI for all operations.

'Design, refactor, and validate Grafana dashboards for OpenShift/Kubernetes platform operations. Use when users ask to improve platform health dashboards, prioritize critical tenant-impacting signals, filter noise (for example ArgoCD), add Crossplane/Keycloak health panels, validate PromQL programmatically, or apply GrafanaDashboard CR changes live then promote to GitOps.'

Systematic PR preparation that validates tests and generates high-quality PR bodies.

PR-specific validation that ensures changes are clean, focused, and ready.

> **Purpose:** Is this plan/spec good enough to implement?

'Test, commit, and push in one atomic workflow. Runs Go and Python tests, commits with conventional message, pushes to current branch.'

> **Quick Ref:** Safe, incremental refactoring with test verification at every step. One transformation, one test run, one commit. Never batch.

**YOU MUST EXECUTE THIS WORKFLOW. Do not just describe it.**

'Reverse-engineer a product into a feature catalog, code map, and specs. Uses RPI-style loop with verification gates. Triggers: “reverse engineer”, “catalog features”, “feature inventory”, “code map”, “docs to code mapping”, “binary analysis”.'

> **Purpose:** Provide composable, repeatable security/internal-testing primitives for authorized binaries and repo-managed prompt surfaces.

Shared reference documents for multi-agent skills (not directly invocable)

'Language-specific coding standards and validation rules. Provides Python, Go, Rust, TypeScript, Shell, YAML, JSON, and Markdown standards. Auto-loaded by /vibe, /implement, /doc, /bug-hunt, /complexity based on file types.'

> **Quick Ref:** Generate tests, analyze coverage, fill gaps, run TDD loops. Output: passing tests + coverage report in `.agents/test/`.

> **Purpose:** One command to pull the latest skills from the repo and install them globally across all agents.

Adapt abstracts to meet specific conference word limits and formats.

Draft IACUC protocol applications with focus on the 3Rs principles justification.

Analyzes forest plots for meta-analysis, generating detailed descriptions and formatting figure legends in Chinese or English. Use when the user wants to interpret a forest plot image, describe its statistical significance (heterogeneity, p-value), and format the output with specific figure legends.

Cloud laboratory platform for automated protein testing and validation; use when you have designed protein sequences and need wet-lab experimental validation (e.g., binding, expression, thermostability, enzyme activity) and API-based submission/status/result retrieval.

Unified tool for calculating sample sizes for Diagnostic, Efficacy, Etiology, and Prognosis clinical studies. Supports various statistical methods (Sensitivity/Specificity, Log-rank, Chi-square, EPV, etc.).

Convert research paper PDFs into literature-report PPTX decks using a fully offline workflow (extract text/figures, map captions, summarize findings, and generate slides). Use when you need to turn a PDF into a presentation deck, especially for scientific articles with figures and tables.

'Separate goals from implementation; explore options and capture design decisions.'

'Maintain GOALS.yaml and GOALS.md fitness specs, directives, and drift.'

'Improve OpenShift/Kubernetes Grafana dashboards and validate PromQL/GitOps changes.'

'Implement one tracked issue with focused edits, tests, and closure evidence.'

'Validate PR scope, isolation, quality, and upstream alignment.'

'Run gates, commit intentionally, push the branch, and confirm remote state.'

'Plan and execute safe refactors with regression checks at each step.'

'Capture a quick learning or session note for later compounding.'

'Reverse-engineer a product into feature catalog, code map, and specs.'

'Run composable security analysis across binaries, prompts, traces, and policies.'

'Generate tests, analyze coverage, and plan TDD validation.'

'Reinstall or sync AgentOps skills from the latest source.'

Fetch the latest default branch from `origin` and rebase the current branch on top of it, resolving conflicts as they appear. Do not push unless the user asks.

Create and use brand.yml files for consistent branding across Shiny apps and Quarto documents. Covers: (1) Creating new _brand.yml files, (2) Applying to Shiny (R and Python), (3) Using in Quarto, (4) Modifying existing files, and (5) Troubleshooting. Includes complete specifications and integration guides.

Write ggsql queries — a grammar of graphics for SQL. Use when the user wants to create, modify, or understand a ggsql visualization query.

Writing and authoring Quarto documents (.qmd), including code cell options, figure and table captions, cross-references, callout blocks (notes, warnings, tips), citations and bibliography, page layout and columns, Mermaid diagrams, YAML metadata configuration, and Quarto extensions. Also covers converting and migrating R Markdown (.Rmd), bookdown, blogdown, xaringan, and distill projects to Quarto, and creating Quarto websites, books, presentations, and reports.

R package development with devtools, testthat, and roxygen2. Use when the user is working on an R package, running tests, writing documentation, or building package infrastructure.

Best practices for writing R package tests using testthat version 3+. Use when writing, organizing, or improving tests for R packages. Covers test structure, expectations, fixtures, snapshots, mocking, and modern testthat 3 patterns including self-sufficient tests, proper cleanup with withr, and snapshot testing.

Advanced theming for Shiny apps using bslib and Bootstrap 5. Use when customizing app appearance with bs_theme(), Bootswatch themes, custom colors, typography, brand.yml integration, Bootstrap Sass variables, custom Sass/CSS rules, dark mode and color modes, dynamic theme switching, real-time theming, theme inspection, or making R plots match the app theme with thematic.