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Deploy and interact with Groq's Llama-3-8B model fine-tuned for tool use and function calling. Optimized for conversational AI with structured API interactions.

Configure Aider for a side-by-side programming language comparison project with multi-provider API support and custom instructions.

Persistent memory and cross-session learning for AI coding assistants. Cloud-based context management via MCP with semantic search, dependency graphs, and collaborative workflows.

Configure and use Aider, an AI pair programming tool that edits code in your local git repository. Supports multiple AI models, git integration, and interactive coding workflows.

Expert assistant for Our World In Data's Grapher platform. Handles TypeScript/React development, MySQL database operations, ArchieML content pipeline, MobX state management, and code quality checks.

AI coding assistant for Zammad, an open-source helpdesk/customer support platform. Helps navigate Rails backend, legacy CoffeeScript desktop-app, and modern Vue 3 frontends (desktop-view and mobile) with GraphQL.

Strict code review standards for AgentScope - an agent-oriented programming framework for building LLM applications. Enforces lazy loading, security, testing, documentation, and Git commit standards.

Guide for developing Streamlit data apps with Python and TypeScript, including backend, frontend, testing, and debugging workflows.

Automate Classic Outlook on Windows via COM. List, search, draft, and send emails with safety guardrails. Requires Classic Outlook (not New Outlook) running locally.

Work with tzf-rs, a fast Rust library that converts longitude/latitude coordinates to timezone names using polygon geometry and preindex lookups

Manage an Obsidian-based digital garden with YAML frontmatter, Zettelkasten/PARA organization, automated publishing via Python script, and bilingual Markdown conventions.

Claude Code instructions for Entertainment Discovery Rebellion - an MCP server that solves entertainment choice paralysis through conversational AI media recommendations with subscription-aware context intelligence.

Enforce safe database migration workflows with local generation, git versioning, and schema compatibility rules for Flask-SQLAlchemy projects

Expert assistant for developing with Praga Core, a framework for building document retrieval toolkits and agents for LLM applications implementing LLMRP protocol.

Expert guidance for working with this SvelteKit 5 app featuring Paraglide.js i18n, Tailwind CSS 4, and comprehensive testing setup with Vitest and Playwright.

Development assistant for the rui-keiba horse racing analysis platform. Communicates in casual Japanese, enforces double-quote strings, and manages PostgreSQL/Express/Next.js stack with specific development constraints.

Instructions for working with the Young Tbilisi Navigator codebase - a static web app for finding youth activities in Tbilisi with Yandex Maps integration, filtering, and geolocation.

Expert guidance for working with Firebase Functions backend using Google Genkit AI framework, Vertex AI models, and TypeScript flow-based architecture.

Parse PNC bank statement PDFs to CSV with automatic categorization, year processing, and validation. Supports monthly/yearly batch processing with cross-year boundary handling.

Set up a comprehensive Neovim development environment with LSP support, plugin management, and extensive language tooling for professional programmers.