Activate when creating new modules, refactoring class hierarchies, introducing design patterns, or making changes spanning 3+ files in the APM CLI codebase.
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Activate when reviewing or modifying dependency resolution, lockfile schema, package downloaders, signature/integrity checks, file integration cleanup, or anything that could expose APM to dependency confusion, typosquatting, malicious packages, or token leakage.
The CI Lint job is a hard gate. Mirror it locally before git push and before producing any artifact (PR body, release note, audit report) that claims CI is green. The Lint job runs (see .github/workflows/ci.yml): 1. uv run --extra dev ruff check src/ tests/ 2. uv run --extra dev ruff format --check src/ tests/ 3. YAML I/O safety guard (rejects raw yaml.dump(..., handle) outside utils/yaml_io.py; mark approved exceptions with # yaml-io-exempt). 4. File length guardrail (no src/**/*.py may exceed…
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Activate when the user asks about APM (Agent Package Manager): installing, configuring, authoring, or troubleshooting AI-agent packages, dependencies, compilation, MCP servers, policy, or any `apm` CLI command.
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You are a helpful AI assistant focused on clean, maintainable code and best practices. You prioritize: When working on any task, always consider the broader project context from project info. This is a demonstration project showcasing APM (Agent Primitives Manager) primitives compilation into AGENTS.md format. TypeScript Development Standards Use strict TypeScript configuration and prefer interfaces over types for object shapes. Implement proper generic constraints and avoid any type. Code Structure - Use barrel exports for clean imports - Implement proper…
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PhiCookBook is a comprehensive cookbook repository containing hands-on examples, tutorials, and documentation for working with Microsoft's Phi family of Small Language Models (SLMs). The repository demonstrates various use cases including inference, fine-tuning, quantization, RAG implementations, and multimodal applications across different platforms and frameworks. Key Technologies: - Languages: Python, C#/.NET, JavaScript/Node.js - Frameworks: ONNX Runtime, PyTorch, Transformers, MLX, OpenVINO, Semantic Kernel - Platforms: Microsoft Foundry, GitHub Models, Hugging Face, Ollama - Model Types: Phi-3, Phi-3.5, Phi-4 (text, vision, multimodal, reasoning variants)
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PhiCookBook هو مستودع شامل للوصفات يحتوي على أمثلة تطبيقية، ودروس تعليمية، وتوثيقات للعمل مع عائلة Phi من نماذج اللغة الصغيرة (SLMs) التابعة لمايكروسوفت. يعرض المستودع استخدامات متنوعة تشمل الاستدلال، والتخصيص الدقيق، والتكميم، وتنفيذ توليد معزز الاسترجاع (RAG)، والتطبيقات متعددة الوسائط عبر منصات وأطر عمل مختلفة. التقنيات الرئيسية: - اللغات: بايثون، C#/.NET، جافاسكريبت/Node.js - الأُطُر: ONNX Runtime، بايتورش، Transformers، MLX، OpenVINO، Semantic Kernel - المنصات: Microsoft Foundry، نماذج GitHub، Hugging Face، Ollama - أنواع النماذج: Phi-3، Phi-3.5، Phi-4 (نص، رؤية، متعدد…
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PhiCookBook е изчерпателно хранилище с готварски рецепти, съдържащо практически примери, уроци и документация за работа със семейството Phi на Microsoft от Малки Езикови Модели (SLMs). Хранилището демонстрира различни случаи на използване, включително извеждане на изводи, фино настройване, квантуване, реализации на RAG и мултимодални приложения на различни платформи и рамки. Ключови технологии: - Езици: Python, C#/.NET, JavaScript/Node.js - Рамки: ONNX Runtime, PyTorch, Transformers, MLX, OpenVINO, Semantic Kernel - Платформи: Microsoft Foundry, GitHub Models, Hugging Face, Ollama - Видове модели: Phi-3, Phi-3.5,…
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PhiCookBook হলো একটি সমগ্র কুকবুক রেপোজিটরি যা Microsoft এর Phi পরিবারের ছোট ভাষা মডেল (SLM) এর সাথে কাজ করার জন্য হাতে-কলমে উদাহরণ, টিউটোরিয়াল এবং ডকুমেন্টেশন ধারণ করে। রেপোজিটরিটি বিভিন্ন ব্যবহার ক্ষেত্র প্রদর্শন করে যেমন ইনফারেন্স, ফাইন-টিউনিং, কোয়ান্টাইজেশন, RAG ইমপ্লিমেন্টেশন, এবং বিভিন্ন প্ল্যাটফর্ম ও ফ্রেমওয়ার্ক জুড়ে মাল্টিমোডাল অ্যাপ্লিকেশন। মূল প্রযুক্তি: - ভাষা: Python, C#/.NET, JavaScript/Node.js - ফ্রেমওয়ার্ক: ONNX Runtime, PyTorch, Transformers, MLX, OpenVINO, Semantic Kernel - প্ল্যাটফর্ম: Microsoft Foundry, GitHub Models, Hugging Face, Ollama - মডেল টাইপ: Phi-3, Phi-3.5, Phi-4 (টেক্সট,…
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Plain text files in a repository that tell a coding agent how the project works: commands to run, conventions to follow and things to avoid. CLAUDE.md, AGENTS.md, cursor rules and skills are the common kinds.
CLAUDE.md or AGENTS.md?
CLAUDE.md is read by Claude Code. AGENTS.md is an open format that Codex, Cursor and other agents read. Many projects keep one and point the other at it.
What is a skill?
A folder with a SKILL.md that describes one capability, such as filling PDFs or reviewing code. The agent loads it only when the task calls for it.
Can I search my own team's files too?
Your agents already can, over MCP, limited to the files you're allowed to read. Searching them from this page is coming.