Use when the user wants their Claude agent to self-improve from past usage, asks about a nightly/offline 'sleep' or 'dream' cycle, memory/skill consolidation, or says things like 'make my agent better the more I use it', 'review my past sessions', 'learn my preferences', 'consolidate what you learned', 'run the sleep cycle', or wants to schedule background self-optimization. Drives the skillopt_sleep engine: harvest past sessions -> mine recurring tasks -> replay through a selected backend -> consolidate validated CLAUDE.md/SKILL.md behind a held-out gate.
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Use when the user wants Codex to self-improve from past usage, asks about a nightly/offline 'sleep' or 'dream' cycle, wants Codex to review past sessions, learn preferences, consolidate memory/skills, run dry-run/run/adopt/status for SkillOpt-Sleep, or schedule background self-optimization. Drives the skillopt_sleep engine: harvest past sessions -> mine recurring tasks -> replay through a selected backend -> consolidate validated memory + skills behind a held-out gate.
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Use when the user wants Cursor to learn from recent local sessions, asks for an offline sleep or dream cycle, wants to consolidate recurring work into a Cursor skill, or requests SkillOpt-Sleep status, harvest, dry-run, run, scheduling, review, or adoption. Drives the validation-gated skillopt_sleep engine with Cursor transcripts and the optional Cursor Agent CLI backend.
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Use when the user wants the dsh agent to self-improve from past usage, asks about a nightly/offline 'sleep' or 'dream' cycle, skill/memory consolidation, or says things like 'make my agent better the more I use it', 'review my past sessions', 'learn my preferences', 'consolidate what you learned', 'run the sleep cycle', or wants to schedule background self-optimization. Drives the skillopt_sleep engine through the skillopt_* tools: harvest past sessions -> mine recurring tasks -> replay via a selected backend -> consolidate validated skills behind a held-out gate.
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Prepare and publish stable Agent Lightning releases through the repository's version bump, pull-request checks, merge, tag, PyPI trusted-publishing, and versioned-documentation workflows. Use when asked to plan, cut, verify, or explain a release; treat nightly TestPyPI builds as a separate path.
Provides the action space, tradeoffs, and evaluation context for improving an editable AI agent against a benchmark while preserving its deployment contract. Use when optimizing agent accuracy, cost, latency, or reliability.
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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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MCP برای مبتدیان یک برنامه آموزشی منبع باز برای یادگیری پروتکل زمینه مدل (MCP) است - یک چارچوب استاندارد برای تعاملات بین مدلهای هوش مصنوعی و برنامههای کلاینت. این مخزن مواد آموزشی جامع با مثالهای کد عملی در چندین زبان برنامهنویسی را فراهم میکند. این مخزن متمرکز بر مستندسازی است. بخش عمده راهاندازی در پروژهها و آزمایشگاههای نمونه جداگانه صورت میگیرد. پروژههای نمونه در مسیرهای زیر قرار دارند: - 03-GettingStarted/samples/ - مثالهای خاص زبان - 03-GettingStarted/01-first-server/solution/ - پیادهسازیهای سرور اول…
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MCP aloittelijoille on avoimen lähdekoodin opetussuunnitelma Model Context Protocolin (MCP) oppimiseen - standardoitu kehys tekoälymallien ja asiakasohjelmien välisille vuorovaikutuksille. Tämä arkisto tarjoaa kattavia oppimateriaaleja käytännön koodiesimerkkien kera useilla ohjelmointikielillä. Tämä on dokumentaatioon keskittyvä arkisto. Suurin osa asennuksesta tapahtuu yksittäisissä esimerkkiprojekteissa ja labroissa. Esimerkkiprojektit sijaitsevat: - 03-GettingStarted/samples/ - Kielikohtaisia esimerkkejä - 03-GettingStarted/01-first-server/solution/ - Ensimmäiset palvelinratkaisut - 03-GettingStarted/02-client/solution/ - Asiakasratkaisut - 11-MCPServerHandsOnLabs/ - Kattavat tietokantaintegraatiolabraharjoitukset Jokaisessa esimerkkiprojektissa on omat asennusohjeet: - [x] Uuden kontribuuttorin selkeys: Tämä tiedosto määrittelee arkiston tarkoituksen, rakenteen, kontribuutiomääräykset…
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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.
MicrosoftSkill