This document defines the patterns and workflows for working with the shared-gha repository.

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**Project**: MacroEconomic Uncertainty database replication (Comunale & Nguyen 2025)

Trace data flow through a codebase and produce an interactive HTML diagram.

name: isf-grant

This repository is for building a speech emotion recognition system from the local `AudioWAV/` dataset.

This document tells AI agents how to effectively use the worldbuilding model layer. Read this before interacting with a world.

bluvo

Manage Docker-based MCP servers. Use when the user asks about available MCP servers, wants to start/stop MCP services, check MCP status, or needs to know what tools are available via MCP.

Universal document evaluation engine — evaluate any document against any criteria using cognitively-modelled AI agents with ontology-grounded scoring

Context retrieval engine. Semantic + lexical hybrid search over codebases. Returns ranked code chunks with file paths, line ranges, scope labels, and confidence scores.

You are building a plugin for **Teleton**, a Telegram AI agent on TON. Ask the user what plugin or tools they want to build, then follow this workflow.

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- **Name**: `supabase-upsert`

Analyze political, economic, social, technological, environmental, and legal forces. Use when external market shifts could materially affect a product, roadmap, or strategy.

Integrate Dapr building blocks for event-driven microservices - Pub/Sub, State Management, Secrets, Service Invocation, and Jobs API. Use when implementing event-driven architecture for Phase 5. (project)

Guide REPL-driven development workflow for Clojure projects. The foundational approach is "tiny steps with high quality rich feedback" — rapid iteration with immediate validation before committing cod

Personal assistant operating routines (brief, inbox digest, auth health, daily planning, lightweight heartbeat alerts) with low token overhead.

Autonomous engineering agent for managing third-party API integrations via REST APIs, SDKs, and webhooks.

Comprehensive skill for manipulating Microsoft PowerPoint presentations using Aspose.Slides.NET library with modern C# patterns

Expert in content strategy, SEO-driven storytelling, and developer advocacy. Bridges the gap between technical products and market adoption. Use when creating marketing content, developing content strategy, writing blog posts, or planning developer outreach.

Interactive setup guide for Sonos Last.fm Scrobbler — installs the package, configures Last.fm credentials, and sets up a persistent daemon on Linux, macOS, or Windows so your Sonos speakers automatically scrobble to Last.fm.

Use AgentPMT external API to run the Google Meet tool with wallet signatures, credits purchase, or credits earned from jobs.

PolicyEngine aggregation patterns - using adds attribute and add() function for summing variables across entities

Save and restore cross-session state for coding work. Use when ending a session, switching tasks, or resuming work later and you want a concise “where we left off” handoff.

- Answer employee questions about health, dental, vision, and life insurance plans

zenler

Package text and images into valid ePub 3 e-books — chapters, TOC, cover images, and metadata for Kindle and Apple Books.

Functional mythological compression for OCTAVE documents. Semantic shorthand for LLM audiences, not prose decoration

> **"The code looks correct" is NOT validation.**

| Command | Description |

Comprehensive guidance for managing projects with Fossil SCM from the command line, covering repository management, commits, branching, multi-user workflows, and the ticketing system.

Commit staged/unstaged changes and push to the remote branch in one step

Expert guidance for building cross-platform desktop applications with Tauri 2.0 and Rust. Use when developing Tauri apps including commands and IPC, file system operations, window management, state management, system tray, menus, plugin development, security configuration (capabilities/permissions), bundling/distribution, and auto-updates. Covers patterns for editor applications requiring file dialogs, native menus, and frontend-backend communication.

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shadcn/ui component library for React with Tailwind CSS - copy-paste accessible components with full code ownership

Use when starting dev servers, watchers, tilt, or any process expected to outlive the conversation. Provides zmx session management patterns for long-lived processes.

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Techniques for creating deterministic terminal demo screencasts with VHS

Create a new backport branch with prefix `ai-backport-` by cherry-picking all commits from a GitHub PR onto a target release branch or commit. Use when the user wants to backport a PR, create a backport branch, cherry-pick PR commits to a release branch, or mentions backporting changes from dev/main to a version branch (e.g. v25.1.x, v25.2.x). Requires two arguments: TARGET (the release branch or commit hash to backport onto) and PR_NUM (the GitHub PR number to backport).

Make technology decisions for every capability your product needs — starting with what you already have, then evaluating what fits, then deciding what to build.

Train or retrain a credit scoring model. Use when the user asks to train, retrain, fine-tune, or calibrate a model, or when new training data is available.

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Guide to working effectively with Claude Code CLI.

Guide for creating custom Claude Code slash commands with proper structure, argument handling, frontmatter configuration, and best practices. Use when the user wants to create slash commands, custom commands, reusable prompts, or mentions creating/designing/building commands.

pinchtab-react-click-fix

Telegram bot development with aiogram 3.x, python-telegram-bot, Telethon, and pyrogram. Covers bot architecture, handlers, keyboards, webhooks, and deployment.

Automate Ip2location IO tasks via Rube MCP (Composio). Always search tools first for current schemas.

Helps create vvvv gamma editor extensions — .HDE.vl file naming, Command node registration with keyboard shortcuts, SkiaWindow/SkiaWindowTopMost window types, docking with WindowFactory, and API access to hovered/selected nodes via VL.Lang Session nodes. Use when building editor plugins, custom tooling windows, or automating editor workflows.

Use when creating new Claude Code skills or improving existing ones - ensures skills are discoverable, scannable, and effective through proper structure, CSO optimization, and real examples