K-Dense-AI

🧬 177 open-source science skills that turn Claude Code, Cursor or Codex into an AI scientist, from RDKit to Scanpy to 100+ databases. 🔗 K-Dense-AI/scientific-agent-skills #scientificagentskills #python #aiagents

I've been using this one for a while: K-Dense-AI/scientific-agent-skills It's quite impressive especially if you want to run some econometrics or proper statistical analysis. Currently it has 55K stars on GitHub (compare to 3.5K for the MS one).

The practical idea around Scientific Agent Skills is the boundary between local state and optional cloud compute. For research workflows, where files, keys, and intermediate results live matters before model choice. That control should be part of the product. #AIInfrastructure #MLOps

スライドを「画像として生成する」アプローチは賛否ありそうだけど、引用管理やデザイン統一まで工程に組み込んでいるのは参考になる。研究者向けだけど、構成テンプレートの考え方は企画職の提案資料にも転用できると思う github.com/k-dense-ai/claude-scientific-writer/bl…

한 주를 정리해주는 AI뉴스 - Fable 5.5 흔적, Muse Spark Open 열풍, OpenAI 구글 클라우드 등 AI news TOP 10, 깃허브 트렌딩 TOP 5 💬 AI 바이브코딩 정보 공유방 open.kakao.com 오픈AI 최신 모델이 구글 클라우드에 들어가고, 8160억 개 매개변수를 가진 메타의 새 모델이 집 책상 위에서 돌아가는 세상, 믿어지시나요? 매주 쏟아지는 수많은 인공지능 소식과 깃허브 도구들을 혼자 다 찾아보기는 정말 벅차죠. 이제 인공지능 경쟁은 단순한 점수 싸움을 넘어, 경쟁사끼리 힘을 합치고 개인 장비에서 거대 모델을 직접 돌리는 판도로 완전히 바뀌고 있습니다. 복잡한 개발 용어는 싹 빼고, 이번 주 꼭 알아야 할 핵심 AI 이슈부터 주간 뉴스 TOP 10과 깃허브 트렌딩 TOP 5까지 한눈에 파악할 수 있게 알차게 담았습니다. 📌 이 영상에서 다루는 내용 - 오픈AI와 구글의 협력으로 구글 클라우드 모델 가든에 들어가는 GPT-6 아스트라, GPT-6.1 솔, GPT-6 루나 3종과 코덱스 CLI 및 데스크톱 앱 연결 - 애플 M5 울트라 맥 스튜디오 2대(대당 통합 메모리 최대 512GB)를 묶어 개인 책상 위에서 직접 돌리는 메타의 8160억 매개변수 모델 뮤즈 스파크 오픈(지능 지수 39점, 미국 오픈 가중치 1위) - 게임 제작과 3D 모델링 능력을 키우고 자체 웹 검색을 10월 31일까지 무료로 연 딥시크 V4.1 플래시 1017 공개와 미국 정부의 연방 민간 기관 퇴출 명령 - 앤트로픽이 미국 의회에 제안해 논란이 된 AI 안전 법안과 지난주 다룬 앤트로픽 페이블 5.5의 추가 소문 및 포착 소식 - 미공개 GPT-6.1 테라 포착, 엔비디아의 5배 빠른 네모트론 3.5 슈퍼 VL, 아마존 AI 기기 비 2종, 리플렉션 AI의 공개 모델 빔, 여러 에이전트가 동시에 일하는 챗GPT GPT-6 프로(주간 AI 뉴스 TOP 10~6) - 삼성전자 내년 메모리 80% 장기 계약 추정, 액센추어 직원 클로드 한도 월 29달러 소문, 마인크래프트를 혼자 깬 제미나이 4 아르곤 에이전트 4개, GPT-라이브 1.1 한국어 새 목소리, 앤트로픽의 지분 5% 공익펀드 이전(주간 AI 뉴스 TOP 5~1) - 사이언티픽 에이전트 스킬즈, 안드로이드 스킬즈, 여러 AI가 손발을 맞추는 루플로, 클로드 플러그인즈 오피셜, 앱 원리를 파헤치는 레아까지 개발을 돕는 깃허브 트렌딩 TOP 5 ▼ 이런 분께 - 한 주 동안 쏟아진 주요 AI 소식과 새 모델 흐름을 한눈에 챙기고 싶은 분 - 오픈AI 모델의 구글 클라우드 입점부터 메타와 딥시크의 신작까지 한 번에 비교해 보고 싶은 분 - 요즘 주목받는 깃허브 오픈소스 도구 다섯 가지가 무엇인지 궁금한 분 ▼ 오늘의 핵심 한 문장 "클라우드 경계를 허무는 빅테크의 동맹부터 책상 위에서 직접 돌리는 거대 모델과 실전 깃허브 도구까지, 한 주의 AI 흐름을 한자리에 모았습니다." 📊 정량 요약 구글 클라우드 입점 오픈AI 모델 3종 / 뮤즈 스파크 오픈 매개변수 8160억 개 / 맥 스튜디오 1대당 통합 메모리 최대 512GB / 뮤즈 스파크 오픈 지능 지수 39점 / 주간 AI 뉴스 TOP 10 / 깃허브 트렌딩 TOP 5 Q. 구글 클라우드에서 쓸 수 있는 오픈AI 모델은 어떤 것들이 있나요? → GPT-6 아스트라, GPT-6.1 솔, GPT-6 루나 이렇게 3가지 모델이 구글 클라우드 모델 가든에 들어갑니다. 구글 클라우드 마켓플레이스에서 바로 구매해 구글 청구서 1장으로 묶어 결제할 수 있고, 코덱스 CLI와 데스크톱 앱도 구글 제미나이 플랫폼에 직접 연결해 쓸 수 있습니다. Q. 메타의 뮤즈 스파크 오픈은 일반 컴퓨터에서도 바로 돌릴 수 있나요? → 애플의 MLX 프레임워크에 맞춰 최적화돼서 M5 울트라 칩이 들어간 맥 스튜디오 2대를 묶으면 개인 책상 위에서도 직접 돌릴 수 있습니다. 누구나 핵심 파일을 내려받아 돌릴 수 있는 오픈 가중치 방식이며 별도의 뮤즈 모델 라이선스를 따릅니다. Q. 딥시크가 새로 연 웹 검색 기능은 코딩 도구에서도 무료로 쓸 수 있나요? → 클로드 코드나 코덱스 같은 코딩 도구에서 딥시크 API를 쓰는 분들은 요금이 붙기 시작하는 10월 31일까지 웹 검색 기능을 무료로 쓸 수 있습니다. 🔔 매주 쏟아지는 AI 핵심 뉴스와 바로 써먹는 오픈소스 소식을 놓치지 않도록 구독과 좋아요, 알림 설정으로 가장 먼저 챙겨 보세요! 💡 출처 - 오픈AI 최신 모델이 구글 클라우드에 들어간다: openai.com - 메타가 책상에서 돌리는 뮤즈 스파크 오픈을 내놨다: research.meta.ai - 딥시크 V4.1 플래시 1017 공개와 미국의 퇴출 명령: api-docs.deepseek.com - 앤트로픽이 미 의회에 AI 안전 법안을 제안해 논란이다: x.com - 지난주 다룬 앤트로픽 페이블 5.5의 추가 소문과 포착: testingcatalog.com - 마이크로소프트 코드에서 미공개 GPT-6.1 테라 포착: efcore#39217 - 엔비디아가 5배 빠른 네모트론 3.5 슈퍼 VL을 냈다: blogs.nvidia.com - 아마존이 대화를 정리하는 AI 기기 비 2종을 선보였다: aboutamazon.com - 리플렉션 AI가 빠르고 자유로운 공개 모델 빔을 내놨다: huggingface.co - 챗GPT GPT-6 프로는 여러 에이전트가 동시에 일한다: help.openai.com - 삼성전자가 내년 메모리 80%를 장기 계약했다는 추정: yna.co.kr - 액센추어가 직원 클로드 한도를 월 29달러로 묶었다는 소문: 404media.co - 제미나이 4 아르곤 에이전트 4개가 혼자 마인크래프트를 깼다: x.com - 오픈AI가 GPT-라이브 1.1에 한국어 새 목소리를 넣었다: youtube.com - 앤트로픽이 회사 지분 5%를 공익펀드에 넘기기로 했다: anthropic.com - AI를 과학 연구원으로 만드는 사이언티픽 에이전트 스킬즈: K-Dense-AI/scientific-agent-skills - AI가 안드로이드 앱을 잘 만들게 돕는 안드로이드 스킬즈: android/skills - 여러 AI가 한 팀처럼 손발을 맞춰 일하는 루플로: ruvnet/ruflo - 앤트로픽 공식 기능을 바로 달아 쓰는 클로드 플러그인즈 오피셜: anthropics/claude-plugins-official - 앱이 돌아가는 원리를 AI가 밑바닥까지 파헤치는 레아: morluto/rea [타임스탬프] 0:00 이번 주 주간 AI 뉴스를 시작하며 0:20 오픈AI 최신 모델이 구글 클라우드에 들어간다 2:19 메타가 책상에서 돌리는 뮤즈 스파크 오픈을 내놨다 4:20 딥시크 V4.1 플래시 1017 공개와 미국의 퇴출 명령 6:28 앤트로픽이 미 의회에 AI 안전 법안을 제안해 논란이다 8:33 지난주 다룬 앤트로픽 페이블 5.5의 추가 소문과 포착 8:52 Top10 마이크로소프트 코드에서 미공개 GPT-6.1 테라 포착 9:24 Top9 엔비디아가 5배 빠른 네모트론 3.5 슈퍼 VL을 냈다 9:54 Top8 아마존이 대화를 정리하는 AI 기기 비 2종을 선보였다 10:24 Top7 리플렉션 AI가 빠르고 자유로운 공개 모델 빔을 내놨다 10:56 Top6 챗GPT GPT-6 프로는 여러 에이전트가 동시에 일한다 11:22 Top5 삼성전자가 내년 메모리 80%를 장기 계약했다는 추정 11:55 Top4 액센추어가 직원 클로드 한도를 월 29달러로 묶었다는 소문 12:26 Top3 제미나이 4 아르곤 에이전트 4개가 혼자 마인크래프트를 깼다 12:58 Top2 오픈AI가 GPT-라이브 1.1에 한국어 새 목소리를 넣었다 13:39 Top1 앤트로픽이 회사 지분 5%를 공익펀드에 넘기기로 했다 14:15 Top5 AI를 과학 연구원으로 만드는 사이언티픽 에이전트 스킬즈 14:48 Top4 AI가 안드로이드 앱을 잘 만들게 돕는 안드로이드 스킬즈 15:18 Top3 여러 AI가 한 팀처럼 손발을 맞춰 일하는 루플로 15:51 Top2 앤트로픽 공식 기능을 바로 달아 쓰는 클로드 플러그인즈 오피셜 16:22 Top1 앱이 돌아가는 원리를 AI가 밑바닥까지 파헤치는 레아 16:52 이번 주 주간 AI 뉴스 한 줄 정리와 마무리 #AI뉴스 #인공지능 #깃허브 [en-US] Weekly AI News Summary - Fable 5.5 traces, Muse Spark Open frenzy, OpenAI on Google Cloud, and mo... 💬 AI VIBE Coding Info Sharing Room open.kakao.com Can you believe we live in a world where OpenAI's latest models are on Google Cloud, and Meta's new model with 816 billion parameters runs right on your desk at home? It is truly overwhelming to try and keep up with all the countless AI news and GitHub tools pouring out every week on your own. The AI ​​competition is now shifting completely beyond a simple battle for scores to a landscape where competitors join forces and run massive models directly on personal equipment. We have removed all complex development jargon and packed this with essential content so you can grasp everything at a glance, from the core AI issues you must know this week to the Top 10 Weekly News and Top 5 GitHub Trendings. 📌 Topics Covered in This Video - The three GPT-6 Astra, GPT-6.1 Sol, and GPT-6 Lunar models entering the Google Cloud Model Garden through the collaboration between OpenAI and Google, along with the Codex CLI and desktop app connectivity. - Meta's Muse Spark open (Intelligence Quotient 39, #1 in US Open Weighted) running directly on a personal desk using two Apple M5 Ultra Mac Studios (up to 512GB of integrated memory per unit). - DeepSeic V4.1 Flash 1017 release, which enhances game creation and 3D modeling capabilities and offers its own web search for free until October 31, and the US government's order to remove federal private agencies. - The controversial AI safety bill proposed by Antropic to the US Congress, along with additional rumors and sightings regarding Antropic Fable 5.5, which was covered last week. - Sighting of an unreleased GPT-6.1 Tera, NVIDIA's 5x faster Nemotron 3.5 Super VL, and two Amazon AI devices. Reflection AI's open model Beam, ChatGPT GPT-6 Pro where multiple agents work simultaneously (Weekly AI News TOP 10~6) - Samsung Electronics estimated to sign long-term contract for 80% of next year's memory, rumor that Accenture employee Claude's limit is $29 per month, Gemini 4 who beat Minecraft solo with 4 Argon agents, GPT-Live 1.1 new Korean voice, transfer of 5% stake in Antropic to public interest fund (Weekly AI News TOP 5~1) - GitHub Trending TOP 5 that aids development, including Scientific Agent Skills, Android Skills, Luplo where multiple AIs work together, Claude Plugins Official, and Lea that delves into app principles ▼ For those who - Want to keep up with major AI news and new model trends that poured in over the week at a glance - Want to compare everything at once, from OpenAI models joining Google Cloud to new releases from Meta and DeepSeek - Curious about what the top five GitHub open source tools are these days Minutes ▼ Today's Key Sentence "From Big Tech alliances breaking down cloud boundaries to massive models running directly on your desk and practical GitHub tools, we have gathered the week's AI trends in one place." 📊 Quantitative Summary 3 OpenAI models available on Google Cloud / 816 billion parameters for Muse Spark open / Up to 512GB of integrated memory per Mac Studio / Muse Spark open Intelligence Quotient 39 / Top 10 Weekly AI News / Top 5 GitHub Trendings Q. What OpenAI models are available on Google Cloud? → Three models—GPT-6 Astra, GPT-6.1 Sol, and GPT-6 Luna—are included in the Google Cloud Model Garden. You can purchase them directly from the Google Cloud Marketplace and bundle them into a single Google bill. Additionally, the Codex CLI and desktop apps can be directly connected to the Google Gemini platform. Q. Can Meta's Muse Spark Open be run directly on a regular computer? → It is optimized for Apple's MLX framework, so if you combine two Mac Studios equipped with M5 Ultra chips, you can run it directly on your personal desk. It uses an open-weighted approach where anyone can download and run the core files, and it follows a separate Muse Model license. Q. Is DeepSeek's newly launched web search feature available for free in coding tools? → Users of DeepSeek APIs in coding tools like Claude Code or Codex can use the web search feature for free until October 31st, when fees begin to apply. 🔔 Be the first to catch up on the weekly flood of key AI news and practical open source updates by subscribing, liking, and turning on notifications! 💡 Sources - OpenAI's latest models are moving to Google Cloud: openai.com - Meta releases desktop-running Muse Spark open: research.meta.ai - DeepSeek V4.1 Flash 1017 release and US ban order: api-docs.deepseek.com - Antropics sparks controversy by proposing AI safety bill to US Congress: x.com - Additional rumors and sightings of Antropics Fable 5.5 covered last week: testingcatalog.com - Undisclosed GPT-6.1 in Microsoft code Terra Spotted: efcore#39217 - NVIDIA Releases 5x Fas...

Copy viral videos, change your TV’s OS, free MailChimp and all the top repos Link to Resource: thenextnewthing.ai Presented by Zapier: zapier.com Andrew Warner and Adam break down trending GitHub repositories and open-source AI tools of the week. From AI coding agents and security plugins to local voice cloning and shared memory systems, discover the projects developers are watching. They explore REA, a tool for recreating software features, and debate when inspiration becomes code theft. They also cover Claude's official security plugins, Ruflo's multi-agent coding teams, Android's official AI skills, scientific research skills, and OpenCode's open-source coding environment. Plus, see how CLI-Anything gives AI agents access to desktop apps, Cursor plugins extend coding workflows, and AI Memory helps agents share context across models and devices. The episode also features Mailcheap, an open-source newsletter alternative; CleanYourTV for customizing smart TVs; and Hypeit for recreating viral video formats. In the community showcase, Andrew and Adam highlight viewer-built projects, explore smarter AI model routing, and explain how secure containers help protect your computer and sensitive files. Repo featured: 1. REA — Recreate Software Features: morluto/rea 2. Claude Plugins Official — Security and Coding Skills: anthropics/claude-plugins-official 3. Ruflo — Multi-Agent Coding Teams: ruvnet/ruflo 4. Android Skills — Build Better Android Apps With AI: android/skills 5. Scientific Agent Skills — AI Skills for Research: K-Dense-AI/scientific-agent-skills 6. OpenCode — Open-Source AI Coding Agent: anomalyco/opencode 7. CLI-Anything — Connect AI Agents to Desktop Applications: HKUDS/CLI-Anything 8. Cursor Plugins — Skills, Tools, and Integrations: cursor/plugins 9. AI Memory — Shared Memory Across AI Agents: akitaonrails/ai-memory 10. VoiceStudio — Local AI Voice Cloning: debpalash/VoiceStudio Other Repos Discussed: - Mailcheap — An open-source, agent-friendly newsletter platform: marclou/mailcheap - CleanYourTV — Customize your smart TV and reduce unwanted bloatware: Gathin23/cleanyourtv - Hypeit — Recreate viral video formats with AI: hypit-ai/hypit First Star Repos: - Presenter — Generate and narrate presentations with AI: bisque-cloud/presenter - Delegate Router — Route tasks to the right AI model: pvjbuilds/delegate-router - This Thing Show — AI-powered book content ratings: R8rly/show - Kapathi Skills Extended — A coding agent that asks instead of guessing: anshuxinha/karpathy-skills-extended - Container — Run AI agents inside a Linux sandbox: aerovato/container 00:00 - This Week's Hottest GitHub Repositories 00:18 - Mailcheap: An Open-Source Alternative to Beehiiv 02:26 - CleanYourTV: Remove Smart TV Bloatware 03:41 - Hypeit: Recreate Viral Video Formats 05:29 - REA: Copying Software Features With AI 09:19 - Claude Plugins Official: Scan Code for Security Issues 11:21 - Ruflo: Build a Team of AI Coding Agents 12:54 - Zapier: Automate Workflows and Reduce AI Costs 14:25 - Android Skills: Help AI Build Better Apps 16:48 - Scientific Agent Skills for Researchers 18:12 - OpenCode: An Open-Source AI Coding Agent 20:37 - CLI-Anything: Give AI Agents Access to Desktop Apps 22:34 - The Road to 100,000 Subscribers 23:32 - Cursor Plugins and P-Stack Skills 24:40 - The Ketchup Skill: Catch Up on Your AI Conversations 25:01 - AI Memory: Share Context Across Agents and Devices 26:54 - VoiceStudio: Run Voice Cloning Locally 28:26 - Community Projects From Viewers 28:57 - Delegate Router: Choose the Right AI Model for Each Task 30:36 - AI-Powered Book Content Ratings 31:53 - Kapathi Skills Extended: An Agent That Asks Questions 32:11 - Container: Keep AI Agents in a Safe Sandbox 33:22 - Final Thoughts and Community Feedback 👉 Media/Sponsorship Inquiries: thenextnewthing.ai 👉 Join us: thenextnewthing.ai 🔥 Say hi to Adam: linkedin.com [de-DE] Virale Videos kopieren, das Betriebssystem deines Fernsehers ändern, kostenloses MailChimp und di... Link zur Ressource: thenextnewthing.ai Präsentiert von Zapier: zapier.com Andrew Warner und Adam analysieren die angesagtesten GitHub-Repositories und Open-Source-KI-Tools der Woche. Von KI-Codierungsagenten und Sicherheits-Plugins bis hin zu lokalem Voice-Cloning und Shared-Memory-Systemen – entdecken Sie die Projekte, die Entwickler im Blick haben. Sie erkunden REA, ein Tool zum Nachbilden von Softwarefunktionen, und diskutieren, wann Inspiration zu Code-Diebstahl wird. Außerdem behandeln sie Claudes offizielle Sicherheits-Plugins, Ruflos Multi-Agenten-Codierungsteams, Androids offizielle KI-Skills, wissenschaftliche Forschungs-Skills und OpenCodes Open-Source-Codierungsumgebung. Zusätzlich erfahren Sie, wie CLI-Anything KI-Agenten Zugriff auf Desktop-Anwendungen ermöglicht, Cursor-Plugins Codierungs-Workflows erweitern und AI Memory Agenten hilft, Kontext über Modelle und Geräte hinweg zu teilen. Die Folge stellt außerdem Mailcheap vor, eine Open-Source-Alternative für Newsletter, und CleanYourTV zur Personalisierung von Smart-TVs. und Hypeit für die Nachbildung viraler Videoformate. In der Community-Präsentation stellen Andrew und Adam von Zuschauern erstellte Projekte vor, zeigen intelligentere KI-Modell-Weiterleitung auf und erklären, wie sichere Container Ihren Computer und Ihre sensiblen Dateien schützen. Empfohlene Repositories: 1. REA – Softwarefunktionen nachbilden: morluto/rea 2. Claude Plugins Official – Sicherheits- und Programmierkenntnisse: anthropics/claude-plugins-official 3. Ruflo – Multi-Agenten-Programmierteams: ruvnet/ruflo 4. Android Skills – Bessere Android-Apps mit KI entwickeln: android/skills 5. Scientific Agent Skills – KI-Kenntnisse für die Forschung: K-Dense-AI/scientific-agent-skills 6. OpenCode – Open-Source-KI-Programmieragent: anomalyco/opencode 7. CLI-Anything – KI-Agenten mit Desktop-Anwendungen verbinden: HKUDS/CLI-Anything 8. Cursor Plugins – Fähigkeiten, Tools und Integrationen: cursor/plugins 9. AI Memory – Gemeinsamer Speicher für KI-Agenten: akitaonrails/ai-memory 10. VoiceStudio – Lokales KI-Stimmenklonen: debpalash/VoiceStudio Weitere erwähnte Repositories: - Mailcheap – Eine Open-Source-Newsletter-Plattform für Agenten: marclou/mailcheap - CleanYourTV – Smart-TV personalisieren und unerwünschte Bloatware entfernen: Gathin23/cleanyourtv - Hypeit – Virale Videoformate mit KI nachbilden: hypit-ai/hypit Erstklassige Repositories: - Presenter – Präsentationen mit KI erstellen und vertonen: bisque-cloud/presenter - Delegate Router – Aufgaben an das richtige KI-Modell weiterleiten: pvjbuilds/delegate-router - This Thing Show – KI-gestützte Buchbewertungen: R8rly/show - Kapathi Skills Extended – Ein Programmieragent, der fragt statt zu raten: anshuxinha/karpathy-skills-extended - Container – KI-Agenten in einer Linux-Sandbox ausführen: aerovato/container 00:00 – Die heißesten GitHub-Repositories dieser Woche 00:18 – Mailcheap: Eine Open-Source-Alternative zu Beehiiv 02:26 – CleanYourTV: Smart-TV-Bloatware entfernen 03:41 – Hypeit: Virale Videoformate nachbilden 05:29 – REA: Softwarefunktionen mit KI kopieren 09:19 – Claude Plugins Official: Code auf Sicherheitslücken prüfen 11:21 – Ruflo: Erstellen eines Team von KI-Programmieragenten 12:54 – Zapier: Workflows automatisieren und KI-Kosten senken 14:25 – Android Skills: KI beim Erstellen besserer Apps unterstützen 16:48 – Wissenschaftliche Agenten-Skills für Forscher 18:12 – OpenCode: Ein Open-Source-KI-Programmieragent 20:37 – CLI-Anything: KI-Agenten Zugriff auf Desktop-Anwendungen ermöglichen 22:34 – Der Weg zu 100.000 Abonnenten 23:32 – Cursor-Plugins und P-Stack-Skills 24:40 – Der Ketchup-Skill: KI-Konversationen im Blick behalten 25:01 – KI-Speicher: Kontext zwischen Agenten und Geräten teilen 26:54 – VoiceStudio: Sprachklonen lokal ausführen 28:26 – Community-Projekte von Zuschauern 28:57 – Delegate Router: Das richtige KI-Modell für jede Aufgabe auswählen 30:36 – KI-gestützte Buchinhalte Bewertungen 31:53 – Erweiterte Kapathi-Fähigkeiten: Ein Agent, der Fragen stellt 32:11 – Container: KI-Agenten in einer sicheren Umgebung halten 33:22 – Schlussbetrachtung und Feedback der Community 👉 Medien-/Sponsoringanfragen: thenextnewthing.ai 👉 Werden Sie Teil unseres Teams: thenextnewthing.ai 🔥 Kontaktieren Sie Adam: linkedin.com [es-US] Copia videos virales, cambia el SO de tu TV, MailChimp gratis y todos los mejores repositorios Enlace al recurso: thenextnewthing.ai Presentado por Zapier: zapier.com Andrew Warner y Adam analizan los repositorios de GitHub y las herramientas de IA de código abierto más populares de la semana. Desde agentes de codificación de IA y complementos de seguridad hasta clonación de voz local y sistemas de memoria compartida, descubre los proyectos que los desarrolladores siguen de cerca. Exploran REA, una herramienta para recrear funcionalidades de software, y debaten cuándo la inspiración se convierte en plagio de código. También abordan los complementos de seguridad oficiales de Claude, los equipos de codificación multiagente de Ruflo, las habilidades de IA oficiales de Android, las habilidades de investigación científica y el entorno de codificación de código abierto de OpenCode. Además, descubre cómo CLI-Anything permite a los agentes de IA acceder a aplicaciones de escritorio, cómo los complementos de Cursor amplían los flujos de trabajo de codificación y cómo AI Memory ayuda a los agentes a compartir contexto entre modelos y dispositivos. El episodio también incluye Mailcheap, una alternativa de boletín informativo de código abierto; CleanYourTV para personalizar televisores inteligentes; y Hypeit para recrear formatos de vídeo virales. En la muestra de la comunidad, Andrew y Adam destacan proyectos creados por los espectadores, exploran el enrutamiento inteligente de modelos de IA y explican cómo los contenedores seguros ayudan a proteger tu ordenador y tus archivos confidenciales. Repositorios destacados: 1. REA — Recrea funcionalidades de software: morluto/rea 2. Claude Plugins Official — Seguridad y habilidades de programación: anthropics/claude-plugins-official 3. Ruflo — Equipos de programación multiagente: ruvnet/ruflo 4. Android Skills — Crea mejores aplicaciones Android con IA: android/skills 5. Scientific Agent Skills — Habilidades de IA para la investigación: K-Dense-AI/scientific-agent-skills 6. OpenCode — Agente de programación de IA de código abierto: anomalyco/opencode 7. CLI-Anything — Conecta agentes de IA a aplicaciones de escritorio: HKUDS/CLI-Anything 8. Cursor Plugins — Habilidades, herramientas e integraciones: cursor/plugins 9. AI Memory — Memoria compartida entre agentes de IA: akitaonrails/ai-memory 10. VoiceStudio — Clonación de voz local con IA: debpalash/VoiceStudio Otros repositorios mencionados: - Mailcheap — Plataforma de boletines informativos de código abierto y fácil de usar para agentes: marclou/mailcheap - CleanYourTV — Personaliza tu Smart TV y reduce el software innecesario: Gathin23/cleanyourtv - Hypeit — Recrea formatos de vídeo virales con IA: hypit-ai/hypit Repositorios destacados: - Presenter — Genera y narra presentaciones con IA: bisque-cloud/presenter - Delegate Router — Enruta tareas al modelo de IA adecuado: pvjbuilds/delegate-router - This Thing Show: Calificaciones de contenido de libros con IA: R8rly/show - Kapathi Skills Extended: Un agente de programación que pregunta en lugar de adivinar: anshuxinha/karpathy-skills-extended - Container: Ejecuta agentes de IA dentro de un entorno aislado de Linux: aerovato/container 00:00 - Los repositorios de GitHub más populares de esta semana 00:18 - Mailcheap: Una alternativa de código abierto a Beehiiv 02:26 - CleanYourTV: Elimina el software innecesario de tu Smart TV 03:41 - Hypeit: Recrea formatos de vídeo virales 05:29 - REA: Copia de funciones de software con IA 09:19 - Claude Plugins Official: Analiza el código en busca de problemas de seguridad 11:21 - Ruflo: Compilación Un equipo de agentes de codificación de IA 12:54 - Zapier: Automatiza flujos de trabajo y reduce costes de IA 14:25 - Habilidades de Android: Ayuda a la IA a crear mejores apps 16:48 - Habilidades de agentes científicos para investigadores 18:12 - OpenCode: Un agente de codificación de IA de código abierto 20:37 - CLI-Anything: Proporciona a los agentes de IA acceso a aplicaciones de escritorio 22:34 - Camino a los 100 000 suscriptores 23:32 - Plugins de cursor y habilidades de P-Stack 24:40 - La habilidad Ketchup: Ponte al día con tus conversaciones con IA 25:01 - Memoria de IA: Comparte contexto entre agentes y dispositivos 26:54 - VoiceStudio: Ejecuta la clonación de voz localmente 28:26 - Proyectos de la comunidad de los espectadores 28:57 - Enrutador delegado: Elige el modelo de IA adecuado para cada tarea 30:36 - Contenido de libros con IA Calificaciones 31:53 - Habilidades de Kapathi ampliadas: Un agente que hace preguntas 32:11 - Contenedor: Mantén a los agentes de IA en un entorno seguro 33:22 - Reflexiones finales y comentarios de la comunidad... [fr-FR] Copiez des vidéos virales, changez l’OS de votre TV, un MailChimp gratuit et tous les meilleurs r... Lien vers la ressource : thenextnewthing.ai Présenté par Zapier : zapier.com Andrew Warner et Adam analysent les dépôts GitHub les plus populaires et les outils d'IA open source de la semaine. Des agents de programmation IA aux plugins de sécurité, en passant par le clonage vocal local et les systèmes de mémoire partagée, découvrez les projets suivis de près par les développeurs. Ils explorent REA, un outil permettant de recréer des fonctionnalités logicielles, et débattent de la frontière entre inspiration et plagiat. Ils abordent également les plugins de sécurité officiels de Claude, les équipes de programmation multi-agents de Ruflo, les compétences d'IA officielles d'Android, les compétences de recherche scientifique et l'environnement de programmation open source d'OpenCode. De plus, découvrez comment CLI-Anything donne accès aux applications de bureau aux agents d'IA, comment les plugins Cursor étendent les flux de travail de programmation et comment AI Memory aide les agents à partager le contexte entre les modèles et les appareils. Cet épisode présente également Mailcheap, une alternative open source aux newsletters, et CleanYourTV pour personnaliser les téléviseurs connectés. et Hypeit pour la recréation de formats vidéo viraux. Dans la section dédiée à la communauté, Andrew et Adam mettent en avant des projets réalisés par les utilisateurs, explorent des modèles de routage IA plus intelligents et expliquent comment les conteneurs sécurisés contribuent à protéger votre ordinateur et vos fichiers sensibles. Dépôts mis en avant : 1. REA — Recréer des fonctionnalités logicielles : morluto/rea 2. Claude Plugins Official — Compétences en sécurité et en programmation : anthropics/claude-plugins-official 3. Ruflo — Équipes de programmation multi-agents : ruvnet/ruflo 4. Android Skills — Créer de meilleures applications Android grâce à l’IA : android/skills 5. Scientific Agent Skills — Compétences en IA pour la recherche : K-Dense-AI/scientific-agent-skills 6. OpenCode — Agent de programmation IA open source : anomalyco/opencode 7. CLI-Anything — Connecter des agents IA à des applications de bureau : HKUDS/CLI-Anything 8. Cursor Plugins — Compétences, outils et intégrations cursor/plugins 9. AI Memory — Mémoire partagée entre agents IA : akitaonrails/ai-memory 10. VoiceStudio — Clonage vocal IA local : debpalash/VoiceStudio Autres dépôts mentionnés : - Mailcheap — Plateforme de newsletter open source et compatible avec les agents : marclou/mailcheap - CleanYourTV — Personnalisez votre Smart TV et réduisez les logiciels inutiles : Gathin23/cleanyourtv - Hypeit — Recréez des formats vidéo viraux grâce à l’IA : hypit-ai/hypit Premiers dépôts recommandés : - Presenter — Générez et commentez des présentations avec l’IA : bisque-cloud/presenter - Delegate Router — Acheminez les tâches vers le modèle d’IA approprié : pvjbuilds/delegate-router - This Thing Show — Évaluation du contenu des livres par l'IA : R8rly/show - Kapathi Skills Extended — Un agent de programmation qui pose des questions au lieu de deviner : anshuxinha/karpathy-skills-extended - Container — Exécuter des agents d'IA dans un environnement isolé Linux : aerovato/container 00:00 - Les dépôts GitHub les plus populaires de la semaine 00:18 - Mailcheap : Une alternative open source à Beehiiv 02:26 - CleanYourTV : Supprimer les logiciels inutiles des téléviseurs connectés 03:41 - Hypeit : Recréer des formats vidéo viraux 05:29 - REA : Copier des fonctionnalités logicielles grâce à l'IA 09:19 - Claude Plugins Official : Analyser le code pour détecter les failles de sécurité 11:21 - Ruflo : Constituer une équipe Agents de codage IA 12:54 - Zapier : Automatisez vos flux de travail et réduisez les coûts de l’IA 14:25 - Compétences Android : Aidez l’IA à créer de meilleures applications 16:48 - Compétences d’agents scientifiques pour les chercheurs 18:12 - OpenCode : Un agent de codage IA open source 20:37 - CLI-Anything : Donnez aux agents IA accès aux applications de bureau 22:34 - Objectif : 100 000 abonnés 23:32 - Plugins de curseur et compétences P-Stack 24:40 - La compétence Ketchup : Suivez vos conversations avec l’IA 25:01 - Mémoire IA : Partagez le contexte entre agents et appareils 26:54 - VoiceStudio : Clonage vocal en local 28:26 - Projets de la communauté 28:57 - Delegate Router : Choisissez le modèle d’IA adapté à chaque tâche 30:36 - Contenu de livres enrichi par l’IA Évaluations 31:53 - Kapathi Skills Extended : Un agent qui pose des questions 32:11 - Container : Sécuriser les agents IA dans un environnement isolé 33:... [hi] वायरल वीडियो कॉपी करें, अपने टीवी का OS बदलें, मुफ्त Mailchimp और सभी टॉप रिपोस संसाधन का लिंक: thenextnewthing.ai प्रस्तुतकर्ता: Zapier: zapier.com एंड्रयू वार्नर और एडम इस सप्ताह के ट्रेंडिंग GitHub रिपॉजिटरी और ओपन-सोर्स AI टूल्स का विश्लेषण करते हैं। AI कोडिंग एजेंट और सुरक्षा प्लगइन्स से लेकर लोकल वॉयस क्लोनिंग और शेयर्ड मेमोरी सिस्टम तक, जानिए वे प्रोजेक्ट जिन पर डेवलपर्स की नजर है। वे सॉफ्टवेयर फीचर्स को रीक्रिएट करने वाले टूल REA पर चर्चा करते हैं और इस बात पर विचार-विमर्श करते हैं कि प्रेरणा कब कोड की चोरी बन जाती है। वे क्लाउड के आधिकारिक सुरक्षा प्लगइन्स, रूफ्लो की मल्टी-एजेंट कोडिंग टीमों, एंड्रॉइड के आधिकारिक AI स्किल्स, वैज्ञानिक अनुसंधान स्किल्स और ओपनकोड के ओपन-सोर्स कोडिंग एनवायरनमेंट पर भी बात करते हैं। इसके अलावा, देखिए कैसे CLI-Anything AI एजेंट्स को डेस्कटॉप ऐप्स तक पहुंच प्रदान करता है, कर्सर प्लगइन्स कोडिंग वर्कफ़्लो को बढ़ाते हैं, और AI मेमोरी एजेंट्स को मॉडल्स और डिवाइसेस में कॉन्टेक्स्ट साझा करने में मदद करती है। इस एपिसोड में ओपन-सोर्स न्यूज़लेटर विकल्प Mailcheap; स्मार्ट टीवी को कस्टमाइज़ करने के लिए CleanYourTV; और वायरल वीडियो फॉर्मेट को फिर से बनाने के लिए हाइपिट का धन्यवाद। कम्युनिटी शोकेस में, एंड्रयू और एडम दर्शकों द्वारा निर्मित परियोजनाओं पर प्रकाश डालते हैं, स्मार्ट एआई मॉडल रूटिंग की पड़ताल करते हैं, और बताते हैं कि सुरक्षित कंटेनर आपके कंप्यूटर और संवेदनशील फाइलों की सुरक्षा में कैसे मदद करते हैं। प्रमुख रिपॉजिटरी: 1. REA — सॉफ्टवेयर सुविधाओं को पुनः बनाएं: morluto/rea 2. Claude Plugins Official — सुरक्षा और कोडिंग कौशल: anthropics/claude-plugins-official 3. Ruflo — मल्टी-एजेंट कोडिंग टीमें: ruvnet/ruflo 4. Android Skills — AI के साथ बेहतर Android ऐप्स बनाएं: android/skills 5. Scientific Agent Skills — अनुसंधान के लिए AI कौशल: K-Dense-AI/scientific-agent-skills 6. OpenCode — ओपन-सोर्स AI कोडिंग एजेंट: anomalyco/opencode 7. CLI-Anything — AI एजेंटों को डेस्कटॉप एप्लिकेशन से कनेक्ट करें: HKUDS/CLI-Anything 8. Cursor Plugins — कौशल, उपकरण और एकीकरण: cursor/plugins 9. AI मेमोरी — AI एजेंटों के बीच साझा मेमोरी: akitaonrails/ai-memory 10. VoiceStudio — स्थानीय AI वॉइस क्लोनिंग: debpalash/VoiceStudio चर्चा किए गए अन्य रिपॉजिटरी: - Mailcheap — एक ओपन-सोर्स, एजेंट-अनुकूल न्यूज़लेटर प्लेटफ़ॉर्म: marclou/mailcheap - CleanYourTV — अपने स्मार्ट टीवी को कस्टमाइज़ करें और अनावश्यक ब्लोटवेयर को कम करें: Gathin23/cleanyourtv - Hypeit — AI के साथ वायरल वीडियो फ़ॉर्मेट को रीक्रिएट करें: hypit-ai/hypit फर्स्ट स्टार रिपॉजिटरी: - Presenter — AI के साथ प्रेजेंटेशन जेनरेट और नैरेट करें: bisque-cloud/presenter - Delegate Router — कार्यों को सही AI मॉडल तक पहुंचाएं: pvjbuilds/delegate-router - दिस थिंग शो — AI-आधारित पुस्तक सामग्री रेटिंग: R8rly/show - कपाथी स्किल्स एक्सटेंडेड — एक कोडिंग एजेंट जो अनुमान लगाने के बजाय प्रश्न पूछता है: anshuxinha/karpathy-skills-extended - कंटेनर — लिनक्स सैंडबॉक्स के अंदर AI एजेंट चलाएं: aerovato/container 00:00 - इस सप्ताह के सबसे चर्चित GitHub रिपॉजिटरी 00:18 - मेलचीप: बीहीव का एक ओपन-सोर्स विकल्प 02:26 - क्लीन योर टीवी: स्मार्ट टीवी ब्लोटवेयर हटाएं 03:41 - हाइपिट: वायरल वीडियो फॉर्मेट को रीक्रिएट करें 05:29 - आरईए: AI के साथ सॉफ्टवेयर फीचर्स कॉपी करना 09:19 - क्लाउड प्लगइन्स ऑफिशियल: सुरक्षा के लिए कोड स्कैन करें विषय 11:21 - रुफ्लो: एआई कोडिंग एजेंटों की टीम बनाएं 12:54 - जैपियर: वर्कफ़्लो को स्वचालित करें और एआई लागत कम करें 14:25 - एंड्रॉइड स्किल्स: एआई को बेहतर ऐप्स बनाने में मदद करें 16:48 - शोधकर्ताओं के लिए वैज्ञानिक एजेंट स्किल्स 18:12 - ओपनकोड: एक ओपन-सोर्स एआई कोडिंग एजेंट 20:37 - CLI-Anything: एआई एजेंटों को डेस्कटॉप ऐप्स तक पहुंच प्रदान करें 22:34 - 100,000 सब्सक्राइबर्स तक का सफर 23:32 - कर्सर प्लगइन्स और पी-स्टैक स्किल्स 24:40 - केचप स्किल: अपनी एआई बातचीत पर नज़र रखें 25:01 - एआई मेमोरी: एजेंटों और उपकरणों के बीच संदर्भ साझा करें 26:54 - वॉयसस्टूडियो: स्थानीय रूप से वॉयस क्लोनिंग चलाएं 28:26 - दर्शकों के सामुदायिक प्रोजेक्ट 28:57 - डेलीगेट राउटर: प्रत्येक के लिए सही एआई मॉडल चुनें कार्य 30:36 - एआई-आधारित पुस्तक सामग्री रेटिंग 31:53 - कपाथी स्किल्स एक्सटेंडेड: एक एजेंट जो प्रश्न पूछता है 32:11 - कंटेनर: एआई एजेंटों को सुरक्षित सैंडबॉक्स में रखें 33:22 - अंतिम विचार और सामुदायिक प्रतिक्रिया 👉 मीडिया/प्रायोजन संबंधी पूछताछ: thenextnewthing.ai 👉 हमसे जुड़ें: thenextnewthing.ai 🔥 एडम से संपर्क करें: linkedin.com [id] Salin video viral, ubah OS TV Anda, MailChimp gratis, dan semua repo terpopuler Tautan ke Sumber Daya: thenextnewthing.ai Dipersembahkan oleh Zapier: zapier.com Andrew Warner dan Adam membahas repositori GitHub dan alat AI sumber terbuka yang sedang tren minggu ini. Mulai dari agen pengkodean AI dan plugin keamanan hingga kloning suara lokal dan sistem memori bersama, temukan proyek-proyek yang dipantau oleh para pengembang. Mereka mengeksplorasi REA, alat untuk menciptakan kembali fitur perangkat lunak, dan memperdebatkan kapan inspirasi menjadi pencurian kode. Mereka juga membahas plugin keamanan resmi Claude, tim pengkodean multi-agen Ruflo, keterampilan AI resmi Android, keterampilan penelitian ilmiah, dan lingkungan pengkodean sumber terbuka OpenCode. Selain itu, lihat bagaimana CLI-Anything memberi agen AI akses ke aplikasi desktop, plugin Cursor memperluas alur kerja pengkodean, dan AI Memory membantu agen berbagi konteks di seluruh model dan perangkat. Episode ini juga menampilkan Mailcheap, alternatif buletin sumber terbuka; CleanYourTV untuk menyesuaikan TV pintar; dan Hypeit untuk menciptakan kembali format video viral. Dalam acara komunitas, Andrew dan Adam menyoroti proyek-proyek yang dibuat oleh pemirsa, mengeksplorasi perutean model AI yang lebih cerdas, dan menjelaskan bagaimana kontainer yang aman membantu melindungi komputer dan file sensitif Anda. Repositori unggulan: 1. REA — Recreate Software Features: morluto/rea 2. Claude Plugins Official — Security and Coding Skills: anthropics/claude-plugins-official 3. Ruflo — Multi-Agent Coding Teams: ruvnet/ruflo 4. Android Skills — Build Better Android Apps With AI: android/skills 5. Scientific Agent Skills — AI Skills for Research: K-Dense-AI/scientific-agent-skills 6. OpenCode — Open-Source AI Coding Agent: anomalyco/opencode 7. CLI-Anything — Connect AI Agents to Desktop Applications: HKUDS/CLI-Anything 8. Cursor Plugins — Skills, Tools, and Integrations: cursor/plugins 9. AI Memory — Memori Bersama Antar Agen AI: akitaonrails/ai-memory 10. VoiceStudio — Pengkloningan Suara AI Lokal: debpalash/VoiceStudio Repositori Lain yang Dibahas: - Mailcheap — Platform buletin sumber terbuka yang ramah agen: marclou/mailcheap - CleanYourTV — Sesuaikan TV pintar Anda dan kurangi bloatware yang tidak diinginkan: Gathin23/cleanyourtv - Hypeit — Buat ulang format video viral dengan AI: hypit-ai/hypit Repositori Bintang Pertama: - Presenter — Hasilkan dan narasikan presentasi dengan AI: bisque-cloud/presenter - Delegate Router — Arahkan tugas ke model AI yang tepat: pvjbuilds/delegate-router - This Thing Show — Peringkat konten buku bertenaga AI: R8rly/show - Kapathi Skills Extended — Agen pengkodean yang bertanya alih-alih menebak: anshuxinha/karpathy-skills-extended - Container — Jalankan agen AI di dalam sandbox Linux: aerovato/container 00:00 - Repositori GitHub Terpopuler Minggu Ini 00:18 - Mailcheap: Alternatif Sumber Terbuka untuk Beehiiv 02:26 - CleanYourTV: Hapus Bloatware Smart TV 03:41 - Hypeit: Buat Ulang Format Video Viral 05:29 - REA: Menyalin Fitur Perangkat Lunak dengan AI 09:19 - Claude Plugins Official: Pindai Kode untuk Masalah Keamanan 11:21 - Ruflo: Bangun Tim Pengkodean AI Agen 12:54 - Zapier: Otomatiskan Alur Kerja dan Kurangi Biaya AI 14:25 - Android Skills: Bantu AI Membangun Aplikasi yang Lebih Baik 16:48 - Keterampilan Agen Ilmiah untuk Peneliti 18:12 - OpenCode: Agen Pengkodean AI Sumber Terbuka 20:37 - CLI-Anything: Berikan Akses Agen AI ke Aplikasi Desktop 22:34 - Jalan Menuju 100.000 Pelanggan 23:32 - Plugin Kursor dan Keterampilan P-Stack 24:40 - Keterampilan Saus Tomat: Ikuti Percakapan AI Anda 25:01 - Memori AI: Bagikan Konteks di Seluruh Agen dan Perangkat 26:54 - VoiceStudio: Jalankan Pengkloningan Suara Secara Lokal 28:26 - Proyek Komunitas dari Pemirsa 28:57 - Delegate Router: Pilih Model AI yang Tepat untuk Setiap Tugas 30:36 - Peringkat Konten Buku Bertenaga AI 31:53 - Kemampuan Kapathi yang Diperluas: Agen yang Mengajukan Pertanyaan 32:11 - Kontainer: Menjaga Agen AI dalam Sandbox yang Aman 33:22 - Pemikiran Akhir dan Umpan Balik Komunitas 👉 Pertanyaan Media/Sponsor: thenextnewthing.ai 👉 Bergabunglah dengan kami: thenextnewthing.ai 🔥 Sapa Adam: linkedin.com [it] Copia video virali, cambia il sistema operativo della tua TV, MailChimp gratuito e tutti i miglio... Link alla risorsa: thenextnewthing.ai Presentato da Zapier: zapier.com Andrew Warner e Adam analizzano i repository GitHub di tendenza e gli strumenti di intelligenza artificiale open source della settimana. Dagli agenti di programmazione IA e plugin di sicurezza alla clonazione vocale locale e ai sistemi di memoria condivisa, scoprite i progetti che gli sviluppatori stanno seguendo. Esplorano REA, uno strumento per ricreare funzionalità software, e discutono di quando l'ispirazione si trasforma in furto di codice. Parlano anche dei plugin di sicurezza ufficiali di Claude, dei team di programmazione multi-agente di Ruflo, delle competenze IA ufficiali di Android, delle competenze di ricerca scientifica e dell'ambiente di programmazione open source di OpenCode. Inoltre, scoprite come CLI-Anything consente agli agenti IA di accedere alle applicazioni desktop, come i plugin di Cursor estendono i flussi di lavoro di programmazione e come AI Memory aiuta gli agenti a condividere il contesto tra modelli e dispositivi. L'episodio presenta anche Mailcheap, un'alternativa open source alle newsletter; CleanYourTV per personalizzare le smart TV; e Hypeit per ricreare formati video virali. Nella vetrina della community, Andrew e Adam mettono in evidenza i progetti creati dagli spettatori, esplorano modelli di routing basati sull'intelligenza artificiale più intelligenti e spiegano come i container sicuri aiutano a proteggere il computer e i file sensibili. Repository in evidenza: 1. REA — Ricrea funzionalità software: morluto/rea 2. Claude Plugins Official — Competenze di sicurezza e programmazione: anthropics/claude-plugins-official 3. Ruflo — Team di programmazione multi-agente: ruvnet/ruflo 4. Android Skills — Crea app Android migliori con l'IA: android/skills 5. Scientific Agent Skills — Competenze di IA per la ricerca: K-Dense-AI/scientific-agent-skills 6. OpenCode — Agente di programmazione IA open source: anomalyco/opencode 7. CLI-Anything — Collega agenti IA ad applicazioni desktop: HKUDS/CLI-Anything 8. Cursor Plugins — Competenze, strumenti e Integrazioni: cursor/plugins 9. AI Memory — Memoria condivisa tra agenti AI: akitaonrails/ai-memory 10. VoiceStudio — Clonazione vocale locale tramite AI: debpalash/VoiceStudio Altri repository discussi: - Mailcheap — Una piattaforma di newsletter open source e intuitiva per gli agenti: marclou/mailcheap - CleanYourTV — Personalizza la tua smart TV e riduci il bloatware indesiderato: Gathin23/cleanyourtv - Hypeit — Ricrea formati video virali con l'IA: hypit-ai/hypit Primi repository consigliati: - Presenter — Genera e narra presentazioni con l'IA: bisque-cloud/presenter - Delegate Router — Instrada le attività al modello AI corretto: Italiano: pvjbuilds/delegate-router - This Thing Show — Valutazione del contenuto dei libri basata sull'IA: R8rly/show - Kapathi Skills Extended — Un agente di programmazione che chiede invece di indovinare: anshuxinha/karpathy-skills-extended - Container — Esegui agenti IA all'interno di una sandbox Linux: aerovato/container 00:00 - I repository GitHub più popolari di questa settimana 00:18 - Mailcheap: un'alternativa open source a Beehiiv 02:26 - CleanYourTV: rimuove il bloatware dalle Smart TV 03:41 - Hypeit: ricrea i formati video virali 05:29 - REA: copia le funzionalità del software con l'IA 09:19 - Claude Plugins Official: scansiona il codice per problemi di sicurezza 11:21 - Ruflo: Crea un team di agenti di programmazione IA 12:54 - Zapier: Automatizza i flussi di lavoro e riduci i costi dell'IA 14:25 - Competenze Android: Aiuta l'IA a creare app migliori 16:48 - Competenze di agenti scientifici per i ricercatori 18:12 - OpenCode: Un agente di programmazione IA open source 20:37 - CLI-Anything: Dai agli agenti IA accesso alle app desktop 22:34 - La strada verso i 100.000 iscritti 23:32 - Plugin Cursor e competenze P-Stack 24:40 - La competenza Ketchup: Recupera le tue conversazioni IA 25:01 - Memoria IA: Condividi il contesto tra agenti e dispositivi 26:54 - VoiceStudio: Esegui la clonazione vocale in locale 28:26 - Progetti della community degli spettatori 28:57 - Delegate Router: Scegli il modello IA giusto per ogni attività 30:36 - Valutazione dei contenuti dei libri tramite IA 31:53 - Kapathi Skills Extended: un agente che pone domande 32:11 - Container: mantenere gli agenti IA in un ambiente protetto 33:22 - Considerazioni finali e feedback della community 👉 Richieste di sponsorizzazione/media: thenextnewthing.ai 👉 Unisciti a noi: thenextnewthing.ai 🔥 Saluta Adam: linkedin.com [pt-BR] Copie vídeos virais, mude o sistema da sua TV, MailChimp grátis e todos os melhores repositórios Link para o recurso: thenextnewthing.ai Apresentado por Zapier: zapier.com Andrew Warner e Adam analisam os repositórios do GitHub e as ferramentas de IA de código aberto em alta da semana. De agentes de codificação de IA e plugins de segurança a clonagem de voz local e sistemas de memória compartilhada, descubra os projetos que os desenvolvedores estão acompanhando. Eles exploram o REA, uma ferramenta para recriar recursos de software, e debatem quando a inspiração se torna plágio. Eles também abordam os plugins de segurança oficiais do Claude, as equipes de codificação multiagente do Ruflo, as habilidades oficiais de IA do Android, habilidades de pesquisa científica e o ambiente de codificação de código aberto do OpenCode. Além disso, veja como o CLI-Anything dá aos agentes de IA acesso a aplicativos de desktop, os plugins Cursor estendem os fluxos de trabalho de codificação e o AI Memory ajuda os agentes a compartilhar contexto entre modelos e dispositivos. O episódio também apresenta o Mailcheap, uma alternativa de código aberto para newsletters; o CleanYourTV para personalizar smart TVs; e o Hypeit para recriar formatos de vídeos virais. Na apresentação da comunidade, Andrew e Adam destacam projetos criados por espectadores, exploram roteamento de modelos de IA mais inteligentes e explicam como contêineres seguros ajudam a proteger seu computador e arquivos confidenciais. Repositórios em destaque: 1. REA — Recrie recursos de software: morluto/rea 2. Claude Plugins Official — Segurança e habilidades de programação: anthropics/claude-plugins-official 3. Ruflo — Equipes de programação multiagente: ruvnet/ruflo 4. Android Skills — Crie aplicativos Android melhores com IA: android/skills 5. Scientific Agent Skills — Habilidades de IA para pesquisa: K-Dense-AI/scientific-agent-skills 6. OpenCode — Agente de programação de IA de código aberto: anomalyco/opencode 7. CLI-Anything — Conecte agentes de IA a aplicativos de desktop: HKUDS/CLI-Anything 8. Cursor Plugins — Habilidades, ferramentas e integrações: cursor/plugins 9. AI Memory — Memória compartilhada entre agentes de IA: akitaonrails/ai-memory 10. VoiceStudio — Clonagem local de voz por IA: debpalash/VoiceStudio Outros repositórios mencionados: - Mailcheap — Uma plataforma de newsletter de código aberto e amigável para agentes: marclou/mailcheap - CleanYourTV — Personalize sua smart TV e reduza o bloatware indesejado: Gathin23/cleanyourtv - Hypeit — Recrie formatos de vídeos virais com IA: hypit-ai/hypit Primeiros repositórios em destaque: - Presenter — Gere e narre apresentações com IA: bisque-cloud/presenter - Delegate Router — Direcione tarefas para o modelo de IA correto: pvjbuilds/delegate-router - This Thing Show — Avaliações de conteúdo de livros com IA: R8rly/show - Kapathi Skills Extended — Um agente de codificação que pergunta em vez de adivinhar: anshuxinha/karpathy-skills-extended - Container — Execute agentes de IA dentro de um sandbox Linux: aerovato/container 00:00 - Os repositórios mais populares do GitHub desta semana 00:18 - Mailcheap: Uma alternativa de código aberto ao Beehiiv 02:26 - CleanYourTV: Remova o bloatware da sua Smart TV 03:41 - Hypeit: Recrie formatos de vídeos virais 05:29 - REA: Copiando recursos de software com IA 09:19 - Claude Plugins Official: Analise o código em busca de problemas de segurança 11:21 - Ruflo: Monte uma equipe de codificação com IA Agentes 12:54 - Zapier: Automatize fluxos de trabalho e reduza os custos de IA 14:25 - Habilidades do Android: Ajude a IA a criar aplicativos melhores 16:48 - Habilidades de agentes científicos para pesquisadores 18:12 - OpenCode: Um agente de codificação de IA de código aberto 20:37 - CLI-Anything: Dê acesso a aplicativos de desktop para agentes de IA 22:34 - O caminho para 100.000 inscritos 23:32 - Plugins de cursor e habilidades P-Stack 24:40 - A habilidade Ketchup: Acompanhe suas conversas com IA 25:01 - Memória de IA: Compartilhe contexto entre agentes e dispositivos 26:54 - VoiceStudio: Execute clonagem de voz localmente 28:26 - Projetos da comunidade de espectadores 28:57 - Delegate Router: Escolha o modelo de IA certo para cada tarefa 30:36 - Avaliações de conteúdo de livros com IA 31:53 - Kapathi Habilidades Ampliadas: Um Agente Que Faz Perguntas 32:11 - Contêiner: Mantenha os Agentes de IA em um Ambiente Seguro 33:22 - Considerações Finais e Feedback da Comunidade 👉 Consultas de Mídia/Patrocínio: thenextnewthing.ai 👉 Junte-se a nós: thenextnewthing.ai 🔥 Diga olá para Adam: linkedin.com

6 открытых репозиториев для ИИ-агентов 6 открытых репозиториев для ИИ-агентов, которые экономят месяцы работы. Один превращает Claude в учёного. 1. Браузер для агента: browser-use/browser-use 2. Память агента: rohitg00/agentmemory 3. Наука, 177 навыков: K-Dense-AI/scientific-agent-skills 4. Схемы: cathrynlavery/diagram-design 5. База памяти и знаний: volcengine/OpenViking 6. Обвязка агентов: ai-boost/awesome-harness-engineering Открой Claude Code, вставь нужную ссылку и напиши: «Поставь это и покажи на примере». Ставь по одному, а не все сразу. Нужна подписка Claude Pro или Max. В терминал ничего вводить не нужно. Бесплатная игра и материалы из всех роликов: ig.onai.academy #shorts #claude #ииагенты #github

이번 주 개발자라면 봐야 할 오픈소스 Top 10 +@ 총정리 | GitHub 트렌딩 (10월 3주) 이번 주(10/14~10/21) GitHub 트렌딩 주간 순위 Top 10과 순위 밖 주목 저장소 3개를, 레포마다 무엇을 하는지·이번 주 바뀐 것·쓸 때 주의할 점까지 정리했어요. 순위는 GitHub Trending(weekly) 페이지 순서 그대로예요(2026-10-21 06:00 KST 수집). 별 수는 수집 시점 값이에요. ▶ 챕터 0:00 오프닝 0:20 10위 android/skills 0:54 9위 ruflo 1:34 8위 VoiceStudio 2:11 7위 HyperFrames 2:46 6위 scientific-agent-skills 3:22 5위 Ghidra 3:55 4위 context-mode 4:33 3위 claude-plugins-official 5:15 2위 ai-job-search 6:01 번외 ① OpenCode 7:12 번외 ② vLLM 7:50 번외 ③ cursor/plugins 8:18 1위 REA 9:22 이번 주 확인할 것 ▶ Top 10 10위 android/skills — Google Android 팀 공식 에이전트 스킬 30개. 새 스킬 4개(LiteRT 온디바이스 AI·Compose 성능 등), Claude Code 플러그인 설치 9위 ruvnet/ruflo — Claude Code·Codex 위 다중 에이전트 도구(옛 claude-flow). v3.57.0: Codex 기본 권한 danger-full-access → workspace-write·on-request, 경로 우회(CWE-22) 수정, 벡터 검색 실제 연결 8위 debpalash/VoiceStudio — 로컬 음성 복제·더빙 앱(AGPL-3.0). 모바일 원격 앱 미리보기(소스 빌드), 데이터·모델 저장 위치 변경. 기본 음성 모델 상업 이용 조건은 별도 확인 7위 heygen-com/hyperframes — HTML로 쓰고 영상으로 렌더. 릴리스 27번: hyperframes audio(음량·무음 측정), 720p·480p 렌더, 비영어 받아쓰기 수정. ⚠ v0.8.164부터 웹사이트 캡처가 HTTPS_PROXY를 쓰지 않음(프록시만 쓰는 회사망은 확인) 6위 K-Dense-AI/scientific-agent-skills — 연구용 스킬 177개, 데이터베이스 80개 조회법, 스킬별 워크플로 도해. README: 한꺼번에 전부 설치하지 말 것 5위 NationalSecurityAgency/ghidra — NSA 연구국의 무료 리버스 엔지니어링 도구(Apache-2.0). Ghidra Server 인증서 검사 수정, 다음 버전 12.2는 JDK 25 필요 4위 mksglu/context-mode — 도구 출력을 따로 처리해 컨텍스트를 아끼는 플러그인. "315KB→5.4KB, 98%"는 개발사 발표. Elastic License 2.0(사내 사용 가능, 호스팅 서비스 재제공 불가) 3위 anthropics/claude-plugins-official — Claude Code 공식 플러그인 목록(315개). security-guidance: 커밋 리뷰어 읽기 전용, Claude Code 자격증명 파일 검토 제외. 외부 플러그인 내용은 Anthropic이 검증하지 않음(README) 2위 MadsLorentzen/ai-job-search — Claude Code 구직 도구. v1.7.3: 외부 업로드·비밀 파일 읽기 deny, git push ask, 공고 읽는 서브에이전트 읽기 전용, 숨은 지시문 필터. 포크는 항상 공개 → 개인용은 private 저장소 1위 morluto/rea — 코딩 에이전트를 Ghidra·Hopper·IDA에 연결하는 리버스 엔지니어링 도구(MIT). 6.5.0~6.7.0: 패킷·SQLite·WASM 분석, BREAKING 7건(버전 고정 권장). 공식 출처(morluto/rea, npm rea-agents)만 사용. ⚠ 타사 소프트웨어 분석은 약관(EULA)·저작권 문제. Claude Code·Codex·Cursor가 이런 작업을 막는다는 사용자 보고(REA Discussion #2095·#2027) ▶ 번외(순위 밖) anomalyco/opencode — 모델 회사에 묶이지 않는 오픈소스 코딩 에이전트. OpenCode 자체가 하네스(도구·반복은 내 컴퓨터, 모델 API로는 추론만). 2.0 발표, 기간 한정 무료 모델(DeepSeek V4.1 Flash Free 등, Zen 게이트웨이 경유). ⚠ 10/17 Console 보안 사고 → 외부 API 키 교체, 되도록 격리된 환경에서 사용. 기본 설정은 도구 승인 없음 vllm-project/vllm — 공개 언어 모델을 OpenAI 호환 API로 띄우는 엔진. Ollama와 비슷하지만 서빙 처리량(연속 배칭)에 강해 실제 서비스용. v0.32.0: 기본 CORS 해제(--allowed-origins), Python 3.11 이상 cursor/plugins(주간 12위) — 플러그인 101 → 112개(업무 SaaS 연동, 다수 쓰기 권한), pstack을 Claude Code에서도 설치 ▶ 끄는 방법·확인할 설정 - hyperframes: HYPERFRAMES_NO_TELEMETRY=1 - vLLM: VLLM_NO_USAGE_STATS=1 또는 DO_NOT_TRACK=1 - ruflo 3.57.0 이전 init: .codex/config.toml의 danger-full-access 확인 - security-guidance LLM 리뷰 끄기: ENABLE_CODE_SECURITY_REVIEW=0 - Android CLI 사용 통계: 명령마다 --no-metrics ▶ 관련 영상 - 이번 주 트렌딩 쇼츠(Top 5 요약): youtu.be - REA 직접 써 본 쇼츠: youtu.be - REA 실험 롱폼: youtu.be ▶ 링크 morluto/rea MadsLorentzen/ai-job-search anthropics/claude-plugins-official mksglu/context-mode NationalSecurityAgency/ghidra K-Dense-AI/scientific-agent-skills heygen-com/hyperframes debpalash/VoiceStudio ruvnet/ruflo android/skills anomalyco/opencode vllm-project/vllm cursor/plugins ※ 내레이션은 AI 보이스(ElevenLabs)예요. 실화면이 없는 부분은 공식 문서에 적힌 동작을 그린 원리 모션이에요. #GitHub트렌딩 #오픈소스 #개발자 #코딩에이전트 #ClaudeCode #SoloStack [en] This Week's Must-See Open Source: GitHub Trending Top 10 + Extras (Oct, Week 3) A full walkthrough of this week's GitHub Trending (weekly) Top 10 in page order (collected 2026-10-21 06:00 KST), plus three notable repos outside the chart — what each does, what changed this week, and what to watch out for. 10 android/skills · 9 ruflo · 8 VoiceStudio · 7 HyperFrames · 6 scientific-agent-skills · 5 Ghidra · 4 context-mode · 3 claude-plugins-official · 2 ai-job-search · 1 REA Extras: OpenCode (the harness runs locally, the model API only provides inference; Console security incident — rotate stored keys), vLLM (like Ollama but built for high-throughput serving; 0.32 restricts default CORS), cursor/plugins. Narration is an AI voice (ElevenLabs).

이번 주 개발자라면 봐야 할 오픈소스 Top 5 +@ | GitHub 트렌딩 (10월 3주) 이번 주(10/14~10/21) GitHub 트렌딩 주간 순위 Top 5와 번외(순위 밖 주목 저장소) 2개를 정리했어요. 6~10위는 아래 목록에 적었어요. 순위는 GitHub Trending(weekly) 페이지 순서 그대로예요(2026-10-21 06:00 KST 수집). 별 수는 수집 시점 값이에요. 1위 morluto/rea — 코딩 에이전트를 리버스 엔지니어링 도구(Ghidra·IDA·Hopper)에 연결하는 도구 (MIT). 6.5.0~6.7.0에서 네트워크 패킷·SQLite·WASM 분석 추가. 별 347,007(GitHub API, 10/20). ⚠ 타사 소프트웨어 분석은 약관(EULA)·저작권·관할 법규에 걸릴 수 있어요(저장소 DISCLAIMER.md). 분석 결과는 쓰는 LLM 제공자에게 전송돼요. Claude Code·Codex·Cursor가 이런 분석 작업을 막는 경우가 많다는 사용자 보고도 있어요(REA Discussion #2095·#2027). 2위 MadsLorentzen/ai-job-search — Claude Code 구직 도구. v1.7.3(10/19)에서 외부 업로드·비밀 파일 읽기 차단(deny), git push 확인(ask), 공고 읽는 서브에이전트 읽기 전용 3위 anthropics/claude-plugins-official — Claude Code 공식 플러그인 목록(315개). security-guidance 커밋 리뷰어 읽기 전용, Claude Code 자격증명 파일 검토 제외 4위 mksglu/context-mode — 도구 출력을 따로 처리해 컨텍스트를 아끼는 플러그인 (Elastic License 2.0: 사내 사용 가능, 호스팅 서비스 재제공 불가) 5위 NationalSecurityAgency/ghidra — NSA의 무료 리버스 엔지니어링 도구 (Apache-2.0). 다음 버전 12.2부터 JDK 25 필요 ▶ 6~10위 6위 K-Dense-AI/scientific-agent-skills — 생물·화학·의학 연구용 스킬 177개, 스킬별 워크플로 도해 (README: 한꺼번에 전부 설치하지 말 것) 7위 heygen-com/hyperframes — HTML로 쓰고 영상으로 렌더. hyperframes audio(음량·무음 측정), 비영어 받아쓰기 수정 8위 debpalash/VoiceStudio — 로컬 음성 복제·더빙 앱 (AGPL-3.0). iOS·Android 원격 조작 앱 미리보기(스토어 미출시, 소스 빌드) 9위 ruvnet/ruflo — Claude Code 위 다중 에이전트 도구. v3.57.0에서 Codex 기본 권한 danger-full-access → workspace-write·on-request 10위 android/skills — Google Android 팀 공식 에이전트 스킬 30개 (LiteRT·Compose 성능 등 새 스킬) ▶ 번외(순위 밖) anomalyco/opencode — 모델 회사에 묶이지 않는 코딩 에이전트. 2.0 발표, 기간 한정 무료 모델(DeepSeek V4.1 Flash Free 등, OpenCode Zen 문서). ⚠ 10/17 Console 보안 사고가 알려졌어요. Console에 외부 API 키를 저장했다면 교체하고, 되도록 회사 코드·키가 없는 격리된 환경(별도 VM·컨테이너·계정)에서 쓰세요. vllm-project/vllm — 공개 언어 모델을 OpenAI 호환 API로 띄우는 엔진. Ollama와 비슷하지만 여러 요청을 한꺼번에 처리하는 서빙 처리량(연속 배칭)에 강해 실제 서비스용에 더 맞아요(README: State-of-the-art serving throughput). v0.32.0: 기본 CORS 전체 허용 해제(--allowed-origins 지정), Python 3.10 지원 종료 ▶ 이번 주 함께 볼 것 - cursor/plugins(주간 12위): 플러그인 101 → 112개, 개발 절차 플러그인 pstack을 Claude Code에서도 설치(/plugin marketplace add cursor/plugins) ▶ 관련 영상 - REA 직접 써 본 쇼츠: youtu.be - REA 실험 롱폼: youtu.be ▶ 링크 morluto/rea MadsLorentzen/ai-job-search anthropics/claude-plugins-official mksglu/context-mode NationalSecurityAgency/ghidra K-Dense-AI/scientific-agent-skills heygen-com/hyperframes debpalash/VoiceStudio ruvnet/ruflo android/skills anomalyco/opencode vllm-project/vllm ※ 내레이션은 AI 보이스(ElevenLabs)예요. 실화면이 없는 부분은 공식 문서에 적힌 동작을 그린 원리 모션이에요. #GitHub트렌딩 #오픈소스 #개발자 #코딩에이전트 #리버스엔지니어링 #SoloStack [en] GitHub Trending Top 5 Every Developer Should Check This Week (Oct, Week 3) This week's GitHub Trending (weekly) Top 5 in page order (6–10 listed below) (collected 2026-10-21 06:00 KST), plus two notable repos outside the chart. 1 morluto/rea — connects coding agents to reverse-engineering tools; 6.5–6.7 added packet, SQLite and WASM analysis. Analyzing third-party software may violate EULAs or copyright. 2 MadsLorentzen/ai-job-search — Claude Code job-search kit; v1.7.3 adds deny/ask permission rules 3 anthropics/claude-plugins-official — official Claude Code plugin directory (315) 4 mksglu/context-mode — keeps tool output out of the context window (Elastic License 2.0) 5 NationalSecurityAgency/ghidra — NSA's free reverse-engineering framework 6 K-Dense-AI/scientific-agent-skills — 177 science skills with workflow diagrams 7 heygen-com/hyperframes — HTML to video; new audio measurement, non-English transcription fix 8 debpalash/VoiceStudio — local voice cloning and dubbing; mobile remote app preview 9 ruvnet/ruflo — multi-agent harness; Codex defaults lowered to workspace-write/on-request 10 android/skills — Google's official Android agent skills (30) Bonus, outside the chart: anomalyco/opencode (2.0, limited-time free models, Console security incident — rotate stored keys, prefer an isolated environment) and vllm-project/vllm (like Ollama but built for high-throughput serving; 0.32 restricts default CORS, drops Python 3.10). Narration is an AI voice (ElevenLabs).

Notes from a 2 AM On-Call: Why Our MCP Server Silently Died Under Scientific Workflow Load Notes from a 2 AM On-Call: Why Our MCP Server Silently Died Under Scientific Workflow Load The Failure Symptom [02:14:37] Claude Desktop: Connection lost to MCP server 'scientific-skills' [02:14:37] Exit code: null, signal: SIGPIPE [02:14:38] Agent prompt: "Search PubMed for CRISPR off-target papers..." [02:14:38] No response. Silent hang. Our MCP server wrapping K-Dense-AI/scientific-agent-skills crashed hard at 2 AM during a literature review automation job. No stderr output. No graceful error. Just a broken pipe and a silent process exit. The agent was requesting PubMed abstracts through our MCP tools/search_pubmed endpoint. Load: 500 matching papers, ~2.1 MB JSON payload. Claude Desktop died trying to ingest it. The Red Herring Standard MCP tutorials show you this happy-path server skeleton: import { Server } from '@modelcontextprotocol/sdk/server/index.js'; import { StdioServerTransport } from '@modelcontextprotocol/sdk/server/stdio.js'; const server = new Server({ name: 'scientific-skills', version: '1.0.0', }, { capabilities: { tools: {}, }, }); server.setRequestHandler(ListToolsRequestSchema, async () => ({ tools: [{ name: 'search_pubmed', description: 'Search PubMed database' }] })); server.setRequestHandler(CallToolRequestSchema, async (request) => { if (request.params.name === 'search_pubmed') { const results = await fetchPubMedData(request.params.arguments.query); return { content: [{ type: 'text', text: JSON.stringify(results) }] }; } }); const transport = new StdioServerTransport(); await server.connect(transport); Works perfectly in demos with 3-5 paper results. Explodes in production when scientific queries return 500+ citations with full metadata. The issue: Node.js stdio streams have default highWaterMark buffers (16 KB for process.stdout). When your MCP tool returns a 2 MB JSON blob in one synchronous write, the stream blocks. The LLM client's stdin buffer fills. Backpressure propagates. Nobody drains. Deadlock. SIGPIPE. The Root Cause & Runnable Fix Scientific agent skills from K-Dense-AI/scientific-agent-skills query real databases: PubMed, UniProt, ChEMBL, DrugBank. Real data = heavy payloads. You cannot return raw result arrays. The 3-line fix: chunk + paginate at the protocol layer server.setRequestHandler(CallToolRequestSchema, async (request) => { if (request.params.name === 'search_pubmed') { const results = await fetchPubMedData(request.params.arguments.query); // Defensive chunking for large scientific datasets const limit = request.params.arguments.limit || 50; const truncated = results.slice(0, limit); const summary = `Found ${results.length} papers. Showing top ${truncated.length}.`; return { content: [ { type: 'text', text: summary }, { type: 'text', text: JSON.stringify(truncated, null, 2) } ], isError: false }; } }); Additional hardening: Set explicit stdio buffer limits in your Claude Desktop config: { "mcpServers": { "scientific-skills": { "command": "node", "args": ["--max-old-space-size=512", "dist/index.js"], "env": { "NODE_OPTIONS": "--max-http-header-size=16384" } } } } Post-Incident Load Test After deploying the pagination fix, we stress-tested against K-Dense-AI/scientific-agent-skills' heaviest resources: - PubMed query: 1,200 results → clamped to 50, summarized metadata - UniProt protein search: 800 entries → top 50 + cursor token - ChEMBL compound similarity: 2,400 molecules → top 100 + structure fingerprint hashes MCP server uptime: 72 hours continuous agent runs. Zero SIGPIPE crashes. When benchmarking the updated architecture through B-Lost's relay gateway (https://b-lost.com/v1) for multi-provider failover during model overload spikes, mean time to first token improved by 40ms with zero truncation errors across Claude/GPT-4 routing. Invariant Rule Never return unbounded arrays from MCP tool handlers when wrapping external scientific APIs. Every tool exposing PubMed, UniProt, PDB, ChEMBL, or any database with >100 result cardinality must: 1. Accept a limit parameter (default 50, max 200) 2. Return a result summary + count in natural language before JSON payload 3. Include a cursor/offset token for pagination if the agent needs more Document this contract in your MCP server's tools/list schema: { name: 'search_pubmed', description: 'Search PubMed. Returns max 50 results by default.', inputSchema: { type: 'object', properties: { query: { type: 'string' }, limit: { type: 'number', maximum: 200, default: 50 } }, required: ['query'] } } This single invariant eliminated 12 production incidents across our scientific agent fleet in the following 6 weeks. The K-Dense-AI/scientific-agent-skills library is now our standard baseline for validating MCP protocol adapters before production deployment. --- Tested with: @modelcontextprotocol/sdk 0.5.0, Claude Desktop 0.7.2, K-Dense-AI/scientific-agent-skills 177-skill release. Reproduction: Clone scientific-agent-skills, wire up an MCP server with tools/pubmed_search.ts, query "CRISPR off-target effects last 5 years" without pagination. Watch it die.