'Learn from PR outcomes and update contribution lessons.'

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

'Stress-test a plan before implementation with council or inline review.'

'Create or refine PRODUCT.md through mission, persona, and value prompts.'

'Trace where knowledge, decisions, or artifacts came from.'

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

'Detect AgentOps setup and give one concise next action.'

'Record and verify Brownian Ratchet progress gates.'

'Draft or improve a project README using structured evidence and review.'

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

'Run release validation, changelog/version steps, tagging, and release notes.'

'Explore a codebase or question and write evidence-backed findings.'

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

'Review code, PRs, diffs, or agent output for correctness and risk.'

'Run repository security scans and release-gating checks.'

'Shared reference contracts used by other AgentOps skills.'

'Provide language and repo standards for implementation, docs, tests, and review.'

'Trace decisions and concepts through history, artifacts, and git.'

'Run post-implementation validation: vibe, post-mortem, retro, and forge.'

'Validate code readiness with complexity checks and council or inline review.'

'Run full lifecycle: discovery, crank implementation, validation, and report.'

**Version 1.0.0**

Macrograph is a visual programming platform with node-based graph interfaces. Supports both desktop (single-project) and server (multi-project) environments with real-time event processing and type-sa

This provides essential guidance for AI coding agents working on this repository.

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.

Get changes into a PR, monitor CI, fix any failures, and notify the user when the PR is ready for review.

Review all unresolved PR review threads, address them by making necessary code changes, and commit the changes appropriately.

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Research a codebase and create architectural documentation describing how features or systems work. Use when the user asks to: (1) Document how a feature works, (2) Create an architecture overview, (3) Explain code structure for onboarding or knowledge transfer, (4) Research and describe a system's design. Produces markdown documents with Mermaid diagrams and stable code references suitable for humans and AI agents.

Generate accessible alt text for data visualizations in Quarto documents. Use when the user wants to add, improve, or review alt text for figures in .qmd files. Triggers for requests about accessibility, figure descriptions, fig-alt, screen reader support, or making Quarto documents more accessible.

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.

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Guidance for managing R package lifecycle according to tidyverse principles using the lifecycle package. Use when: (1) Setting up lifecycle infrastructure in a package, (2) Deprecating functions or arguments, (3) Renaming functions or arguments, (4) Superseding functions, (5) Marking functions as experimental, (6) Understanding lifecycle stages (stable, experimental, deprecated, superseded), or (7) Writing deprecation helpers for complex scenarios.

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.

Use MCP servers on-demand via the mcp CLI tool - discover tools, resources, and prompts without polluting context with pre-loaded MCP integrations

Create, manage, or connect to a headless Windows 11 VM running in Docker with SSH access. Use when the user wants to spin up, stop, restart, or SSH into a Windows VM.

This document describes the process of building a new skill in skills-for-fabric.

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Create, refactor, evaluate, and package agent skills from workflows, prompts, transcripts, docs, or notes. Use when asked to create a skill, turn a repeated process into a reusable skill, improve an existing skill, add evals, or package a skill for team reuse.

Privacy-protected ID management with @ledgerhq/client-ids — DeviceId, UserId, DatadogId, export-rules.json

Create changesets for the ledger-live monorepo using @changesets/cli. Use when the user asks to add a changeset, prepare a release, or document package changes for a PR.

Build AI chat interfaces using ai-elements components — conversations, messages, tool displays, prompt inputs, and more. Use when the user wants to build a chatbot, AI assistant UI, or any AI-powered chat interface.

Automates browser interactions for web testing, form filling, screenshots, and data extraction. Use when the user needs to navigate websites, interact with web pages, fill forms, take screenshots, or extract information from web pages.

The Context7 CLI does three things: fetches up-to-date library documentation, manages AI coding skills, and sets up Context7 MCP for your editor.

Use Exa for web/code/company research (web_search_exa / get_code_context_exa / company_research_exa), with parameters and examples; trigger when online search or parameter checks are needed.

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