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

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.

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.

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Record semantic history (.intent/) — goals, snapshots, and decisions that persist across agent sessions. Triggered when user asks to record semantics.

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`

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.

在编写、更新、维护 roadmap.md 的时候触发

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

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.

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.

使用 Chrome DevTools MCP 进行前端页面调试、布局优化、性能诊断及交互验证。

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

zenler

state-lifting

> **"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.

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.

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

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使用 Pencil MCP 创建工业级 UI 设计的完整工作流和组件库

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.

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.

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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

Monetization strategy for iOS/macOS apps. Covers readiness assessment, pricing model selection, tier structuring, free trial strategy, and implementation guidance. Use when deciding what to charge, how to price, or planning monetization end-to-end.

State machine-based vector animation with runtime interactivity and web integration. Use this skill when creating interactive animations, state-driven UI, animated components with logic, or designer-created animations with runtime control. Triggers on tasks involving Rive, state machines, interactive vector animations, animation with input handling, ViewModel data binding, or React Rive integration. Alternative to Lottie for animations requiring state machines and two-way interactivity.

Update worklog files by moving tasks between todo/doing/done states. Use when recording task progress, starting new work, or marking tasks complete. Requires explicit arguments: worklog [done|doing|todo] [description].