You drive a GNOME desktop through the desktop__* tools. There is nothing else to work with: no shell on that machine, no filesystem access, no APIs. If you want to know something about the desktop, you have to look at it and click on it, the same way a person sitting in front of it would. Every action tool returns the screen it produced. You do not need to ask for a screenshot after acting — you already have one.…
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The repository is separated into main code and experimental code. Small non-invasive improvements that make experimental code more consistent with the main codebase are encouraged, but avoid large refactors. If a PR implements a method, algorithm, or training approach from a research paper, it must also add a corresponding subsection to paper_index.md. When reviewing such PRs, ensure that paper_index.md was updated. Trainers in this repository are self-contained by design. Shared logic (generation, reward computation, metric logging, weight syncing, etc.) is…
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Guidance for AI coding agents working in this repository. agent-desktop is a tool that AI agents invoke, not an agent. It is a Rust CLI and C library that reads native accessibility trees and returns structured JSON with ref-based element ids. The observe-act loop lives in the calling agent. It never embeds an LLM and has no GUI or interactive prompt. It does not automate web pages (use agent-browser). It cannot see UIs that expose no accessibility tree. Every fix…
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Magika is a content type detector: a Rust core (rust/), Python/JavaScript/Go bindings (python/, js/, go/), a content types knowledge base (assets/), and a website (website-ng/). - Read the contribution policy: website-ng/src/content/docs/contributing/how-to-contribute.md (rendered at https://securityresearch.google/magika/contributing/how-to-contribute/). CONTRIBUTING.md has the summary. - Pull requests are reviewed only for issues labeled help wanted or for the always-welcome list in the policy. For anything else, help the user write a concise issue instead of a PR. - One PR, one problem, a few lines of…
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The skills/ directory contains structured guides for common tasks (running tests, building containers, managing dependencies, submitting SLURM jobs, etc.). Always read the relevant SKILL.md before starting any task it covers…
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For new or modified code, keep files directly under this directory generic and independent of any particular layer implementation. Put layer-specific behavior in layers/ or with the owning layer's code.…
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- Read the test files' module docstrings to choose a focused destination by the behavior being tested. Extend an existing test or parametrization when it covers the same behavior. -…
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[!IMPORTANT] Before making any code changes, architectural decisions, or refactoring in this codebase, any skill, agent, or subagent MUST first read the service Technical Design Document (TDD) located at docs/TDD.md (in the docs/ subdirectory). This document contains the definitive architectural requirements, data flows, and design rationale for the service. No linter config is present; use go vet ./... for static checks. Strict Ports and Adapters (Hexagonal Architecture). The layers must not be mixed: Every adapter declares a compile-time interface satisfaction…
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This repository has a generated openwiki/ evidence index. It is optional just-in-time context, not required startup reading. Use the repository's documented maintenance process to refresh generated pages after source changes. Check its configuration and completed runs before relying on automatic updates. Do not hand-edit generated OpenWiki pages unless explicitly asked; prefer updating source code/docs and letting OpenWiki regenerate.
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MCP for Beginners is an open-source educational curriculum for learning the Model Context Protocol (MCP) - a standardized framework for interactions between AI models and client applications. This repository provides comprehensive learning materials with hands-on code examples across multiple programming languages. This is a documentation-focused repository. Most setup occurs within individual sample projects and labs. Sample projects are located in: - 03-GettingStarted/samples/ - Language-specific examples - 03-GettingStarted/01-first-server/solution/ - First server implementations - 03-GettingStarted/02-client/solution/ - Client implementations - 11-MCPServerHandsOnLabs/ - Comprehensive…
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MCP للمبتدئين هو منهج تعليمي مفتوح المصدر لتعلم بروتوكول سياق النموذج (MCP) - إطار عمل معياري للتفاعلات بين نماذج الذكاء الاصطناعي وتطبيقات العملاء. يوفر هذا المستودع مواد تعليمية شاملة مع أمثلة تعليمية عملية عبر لغات برمجة متعددة. هذا المستودع موجه للوثائق. يتم معظم الإعداد داخل المشاريع النموذجية والمعامل الفردية. تقع المشاريع النموذجية في: - 03-GettingStarted/samples/ - أمثلة خاصة بكل لغة - 03-GettingStarted/01-first-server/solution/ - تنفيذات الخادم الأولى - 03-GettingStarted/02-client/solution/ - تنفيذات العميل - 11-MCPServerHandsOnLabs/ - معامل تكامل قواعد بيانات شاملة يحتوي…
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MCP за начинаещи е отворен образователен курс за изучаване на Model Context Protocol (MCP) - стандартизиран рамков протокол за взаимодействия между AI модели и клиентски приложения. Това хранилище предоставя пълни учебни материали с практическо кодиране на няколко програмни езика. Това е подредено хранилище, фокусирано върху документацията. Повечето настройки се извършват в отделни примерни проекти и лаборатории. Примерните проекти се намират в: - 03-GettingStarted/samples/ - Езиково специфични примери - 03-GettingStarted/01-first-server/solution/ - Първи имплементации на сървър - 03-GettingStarted/02-client/solution/ - Клиентски имплементации -…
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শুরুকারীদের জন্য MCP হল মডেল কন্টেক্সট প্রোটোকল (MCP) শেখার জন্য একটি ওপেন-সোর্স শিক্ষামূলক পাঠক্রম - যা AI মডেল এবং ক্লায়েন্ট অ্যাপ্লিকেশনের মধ্যে যোগাযোগের জন্য একটি মানসম্মত কাঠামো। এই রিপোজিটরিটি বিভিন্ন প্রোগ্রামিং ভাষায় হাতে-কলমে কোড উদাহরণের সাথে ব্যাপক শিক্ষামূলক উপকরণ সরবরাহ করে। এটি একটি ডকুমেন্টেশন-কেন্দ্রিক রিপোজিটরি। বেশিরভাগ সেটআপ আলাদা আলাদা নমুনা প্রকল্প এবং ল্যাবসের মধ্যে হয়। নমুনা প্রকল্পগুলি অবস্থিত: - 03-GettingStarted/samples/ - ভাষা-বিশেষ উদাহরণ - 03-GettingStarted/01-first-server/solution/ - প্রথম সার্ভার বাস্তবায়ন - 03-GettingStarted/02-client/solution/ - ক্লায়েন্ট বাস্তবায়ন - 11-MCPServerHandsOnLabs/ - পূর্ণাঙ্গ ডেটাবেস একীকরণ…
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MCP pro začátečníky je open-source vzdělávací kurikulum pro získání znalostí o Model Context Protocol (MCP) – standardizovaném rámci pro interakce mezi AI modely a klientskými aplikacemi. Tento repozitář poskytuje komplexní výukové materiály s praktickými příklady kódu v několika programovacích jazycích. Toto je repozitář zaměřený na dokumentaci. Většina nastavení probíhá v jednotlivých ukázkových projektech a labech. Ukázkové projekty jsou umístěny v: - 03-GettingStarted/samples/ - Příklady specifické pro jazyk - 03-GettingStarted/01-first-server/solution/ - První implementace serveru - 03-GettingStarted/02-client/solution/ - Implementace klienta - 11-MCPServerHandsOnLabs/…
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MCP for Beginners er en open-source uddannelsesplan til læring af Model Context Protocol (MCP) - en standardiseret ramme for interaktioner mellem AI-modeller og klientapplikationer. Dette repository indeholder omfattende læringsmaterialer med praktiske kodeeksempler på tværs af flere programmeringssprog. Dette er et dokumentationsfokuseret repository. Det meste opsætning sker indenfor individuelle eksempelprojekter og labs. Eksempelprojekter findes i: - 03-GettingStarted/samples/ - Sprog-specifikke eksempler - 03-GettingStarted/01-first-server/solution/ - Første server-implementeringer - 03-GettingStarted/02-client/solution/ - Klient-implementeringer - 11-MCPServerHandsOnLabs/ - Omfattende databaseintegrationslabs Hvert eksempelprojekt indeholder sine egne opsætningsinstruktioner: -…
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MCP für Anfänger ist ein Open-Source-Bildungsprogramm zum Erlernen des Model Context Protocol (MCP) – ein standardisiertes Framework für Interaktionen zwischen KI-Modellen und Client-Anwendungen. Dieses Repository bietet umfassende Lernmaterialien mit praktischen Codebeispielen in mehreren Programmiersprachen. Dies ist ein dokumentationsorientiertes Repository. Das meiste Setup erfolgt innerhalb der einzelnen Beispielprojekte und Labs. Beispielprojekte befinden sich in: - 03-GettingStarted/samples/ - Sprachspezifische Beispiele - 03-GettingStarted/01-first-server/solution/ - Erste Server-Implementierungen - 03-GettingStarted/02-client/solution/ - Client-Implementierungen - 11-MCPServerHandsOnLabs/ - Umfassende Datenbankintegrations-Labs Jedes Beispielprojekt enthält eigene Setup-Anweisungen: - [x] Klarheit…
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MCP για Αρχάριους είναι ένα ανοιχτού κώδικα εκπαιδευτικό πρόγραμμα για την εκμάθηση του Πρωτοκόλλου Πλαισίου Μοντέλου (MCP) - ένα τυποποιημένο πλαίσιο για αλληλεπιδράσεις μεταξύ μοντέλων AI και πελατειακών εφαρμογών. Αυτό το αποθετήριο παρέχει ολοκληρωμένα εκπαιδευτικά υλικά με πρακτικά παραδείγματα κώδικα σε πολλές γλώσσες προγραμματισμού. Αυτό είναι ένα αποθετήριο επικεντρωμένο στη τεκμηρίωση. Οι περισσότερες ρυθμίσεις γίνονται εντός μεμονωμένων δειγμάτων έργων και εργαστηρίων. Τα δείγματα έργων βρίσκονται σε: - 03-GettingStarted/samples/ - Παραδείγματα ανά γλώσσα - 03-GettingStarted/01-first-server/solution/ - Πρώτες υλοποιήσεις διακομιστή - 03-GettingStarted/02-client/solution/…
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MCP for Beginners is an open-source educational curriculum for learning the Model Context Protocol (MCP) - a standardized framework for interactions between AI models and client applications. This repository provides comprehensive learning materials with hands-on code examples across multiple programming languages. This is a documentation-focused repository. Most setup occurs within individual sample projects and labs. Sample projects are located in: - 03-GettingStarted/samples/ - Language-specific examples - 03-GettingStarted/01-first-server/solution/ - First server implementations - 03-GettingStarted/02-client/solution/ - Client implementations - 11-MCPServerHandsOnLabs/ - Comprehensive…
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MCP para Principiantes es un currículo educativo de código abierto para aprender el Model Context Protocol (MCP) - un marco estandarizado para las interacciones entre modelos de IA y aplicaciones cliente. Este repositorio proporciona materiales de aprendizaje completos con ejemplos prácticos de código en múltiples lenguajes de programación. Este es un repositorio enfocado en la documentación. La configuración principal ocurre dentro de proyectos de ejemplo y laboratorios individuales. Los proyectos de ejemplo se encuentran en: - 03-GettingStarted/samples/ - Ejemplos específicos…
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Alustajate MCP on avatud lähtekoodiga hariduslik õppekava Model Context Protocol'i (MCP) õppimiseks – standardiseeritud raamistik tehisintellekti mudelite ja kliendirakenduste vaheliseks suhtluseks. See hoidla pakub põhjalikke õppematerjale ja praktilisi koodi näiteid mitmes programmeerimiskeeles. See on dokumentatsioonile keskenduv hoidla. Enamik seadistamist toimub individuaalsetes näidisprojektides ja töötubades. Näidisprojektid asuvad: - 03-GettingStarted/samples/ - keeltespetsiifilised näited - 03-GettingStarted/01-first-server/solution/ - Esimeste serveri rakenduste lahendused - 03-GettingStarted/02-client/solution/ - Kliendi rakendused - 11-MCPServerHandsOnLabs/ - Kõik kaetavad andmebaasi integreerimise töökodad Igas näidisprojektis on oma seadistusjuhised: - [x] Uue kaasautorina…
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