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)

name: isf-grant

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.

Wrapping manager delegations in local breadcrumbs for cross-context operation tracking when both servers are installed

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

Configure Slack channel tokens (bot token + app-level token)

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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.

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.

Base URL: `http://192.168.0.87:8080`

Best-practice guidance for the SojuStack monorepo (NestJS + Drizzle + Better Auth + TanStack Start). Use when editing files in apps/api or apps/web, designing routes, query/form patterns, auth/transaction flows, or implementing cross-stack features.

This skill guides the release process following Git Flow with automated CI/CD.

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.

GitOps Workflow workflow skill. Use this skill when the user needs Complete guide to implementing GitOps workflows with ArgoCD and Flux for automated Kubernetes deployments and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Expert skill for Capso, the open-source macOS screenshot and screen recording app built with Swift 6 and SwiftUI — covers architecture, building from source, package APIs, and contributing.

Applies Shadowrun cyberpunk aesthetic to UI components. Use when building character sheets, creation cards, gear panels, modal dialogs, or any SR-themed interface elements. Combines systematic craft principles with the distinctive visual language of the Sixth World.

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

| Command | Description |

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.

Techniques for creating deterministic terminal demo screencasts with VHS

- **Pulumi Cloud account** with Neo access

Configure Better Auth with JWT for secure authentication

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.

Guide to working effectively with Claude Code CLI.

Develop lightweight Flask APIs with routing, blueprints, database integration, authentication, and request/response handling. Use when building RESTful APIs, microservices, or lightweight web services with Flask.

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.

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pinchtab-react-click-fix

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

Pre-commit checklist + context update — runs deterministic checks, updates PILOT.md and SESSION-CONTEXT.md. Does NOT commit.

Derives the project's dependency list from **actual imports in source files** — one

Use when the Integrator is performing git operations — committing, branching, merging feature branches, resolving conflicts, managing branch lifecycle, or maintaining commit history. Activates for any git-related work.

Design and document database schemas for BenchSight tables, relationships, and data models. Use when adding new tables or modifying existing schema.

Guardrails for edits to core/security/compliance-manager.js that preserve PCI/GDPR/PSD2/SOX/HIPAA controls (masking, encryption, SCA, consent checks, and audit logging). Use when changing compliance validators, security handling, or audit flows.

Helps work with UUI themes including generating theme tokens from Figma, working with skin packages, and connecting external themes. Use when generating theme tokens, working with loveship/electric/promo themes, or connecting external themes.

nextjs

Fish shell conventions

Guide for creating mermaid diagrams. This skill should be used when users want to create a mermaid diagram (or update an existing diagram).

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Write and edit QuickMarkup declarative UI markup in C# projects. Use when the project uses QuickMarkup, identifiable by `using QuickMarkup.Infra`, `using QuickMarkup.SourceGen`, or `[QuickMarkup(...)]` attribute in .cs files.

Deep TypeScript typing for discriminated unions, exhaustive handling, generics, satisfies, branding, and fixing tsc output without any or silent unknown on public APIs. Use when resolving complex type errors or designing type-heavy APIs. Pairs with general-typescript (no any; unknown only with explicit user approval). Triggers on generics, union, narrowing, exhaustive, satisfies, inference.