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OpenAI 公開 Codex 系統提示詞
昨天,OpenAI 發佈了一個新功能:Codex。一個在雲端運行的 Coding Agent。體驗鏈接:chatgpt.com/codex可以處理包括跑現成代碼、解答 Github 上的項目、修復 BUG 以及提 PR 等功能。目前還不能聯網,不能裝包,只能基於倉庫裏已有的代碼 + 提前配置好的環境進行工作。Codex 背後的模型來自 codex-1,基於 OpenAI o3 微調,專門針對軟件工 ⌘ Read more

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以 StreamableHTTP 爲例,對 MCP 進行總結與實踐
引言近日,MCP 迎來更新,StreamableHTTP 從 3 月 26 日協議發佈,到這禮拜進行落地,從 python 的 sdk 上來看,更新的代碼量並不大,但畢竟是一個協議,從 github 上的幾百條 discussion 中,可以看到還是有非常多褒貶不一的聲音:本篇就以更新後的 StreamableHTTP,做了一個實踐測試。從 stdio 到 StreamableHTTP最初,標準輸 ⌘ Read more

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In-reply-to » @bender Basically the way I'm reading this is 1 RPM. This is a rather aggressive rate limit actually. This basically makes Github inaccessible and useless for basically anything unless you're logged in. You can basically kiss "pursuing" casually, anonymously goodbye.

@prologic@twtxt.net that will not be a problem; as long as it doesn’t affect authenticated users it wouldn’t make a difference. But we are comparing apples and eggs here. I don’t access GitHub while unauthenticated, but I can see how others might. It comes across as anti-web in general.

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In-reply-to » RIP GitHub https://github.blog/changelog/2025-05-08-updated-rate-limits-for-unauthenticated-requests/

@bender@twtxt.net Basically the way I’m reading this is 1 RPM. This is a rather aggressive rate limit actually. This basically makes Github inaccessible and useless for basically anything unless you’re logged in. You can basically kiss “pursuing” casually, anonymously goodbye.

Imagine if I imposed that kind of rate limit on twtxt.net?! 🤣

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In-reply-to » RIP GitHub https://github.blog/changelog/2025-05-08-updated-rate-limits-for-unauthenticated-requests/

@movq@www.uninformativ.de, “60 requests per hour”, eh? Was that a thing (that is, unauthenticated access to GitHub)?! I know I am on the minority, perhaps, as I rarely (or never) access GitHub unauthenticated.

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GitHub Issues search now supports nested queries and boolean operators: Here’s how we (re)built it
Plus, considerations in updating one of GitHub’s oldest and most heavily used features.

The post [GitHub Issues search now supports nested queries and boolean operators: Here’s how we (re)built it](https://github.blog/developer-skills/application-development/github-issues-search-now-supports-nested-queries-an … ⌘ Read more

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Excel MCP: 自動讀取、提煉、分析 Excel 數據並生成可視化圖表和分析報告
最近,一款 Excel MCP Server 的開源工具火了,看起來功能很強大,咱們今天來一探究竟。基礎環境—-Python 3.10 or higher Python 3.10或更高版本需要提前安裝uvpip istall uv安裝 MCP SERVER————-下載服務包git clone https://github.com/haris-musa/excel-mcp-seRead more

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Security updates for Monday
Security updates have been issued by Debian (libbson-xs-perl, postgresql-13, redis, and simplesamlphp), Fedora (chromium, deluge, epiphany, golang-github-nats-io-nkeys, libxmp, nodejs22, perl-Compress-Raw-Lzma, php-adodb, python-h11, and xz), Gentoo (firefox, NVIDIA Drivers, Orc, PAM, and thunderbird), Mageia (libreoffice, python-django, and transfig), Red Hat (emacs, firefox, python39:3.9, and thunderbird), SUSE (bird3, freetype2, ldap-proxy, libmosquitto1, and ruby3.4-rubygem-rack … ⌘ Read more

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Design system annotations, part 2: Advanced methods of annotating components
How to build custom annotations for your design system components or use Figma’s Code Connect to help capture important accessibility details before development.

The post [Design system annotations, part 2: Advanced methods of annotating components](https://github.blog/engineering/user-experience/design-system-annotations-part-2-advanced-methods-of-annotating-component … ⌘ Read more

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Design system annotations, part 1: How accessibility gets left out of components
The Accessibility Design team created a set of annotations to bridge the gaps that design systems alone can’t fix and proactively addresses accessibility issues within Primer components.

The post [Design system annotations, part 1: How accessibility gets left out of components](https://github.blog/engineering/user-experience/design-system-annotations-part-1-how … ⌘ Read more

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[$] A FUSE implementation for famfs
The famfs
filesystem is meant to provide a shared-memory filesystem for large data
sets that are accessed for computations by multiple systems. It was
developed by John Groves, who led a combined filesystem and
memory-management session at
the 2025 Linux Storage, Filesystem, Memory
Management, and BPF Summit (LSFMM+BPF) to discuss it. The session was a
follow-up to [the famfs session at last year’s\
summit](https://lwn.net/Articles … ⌘ Read more

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必裝的一些 MCP Server 推薦(程序員篇)
玩 MCP 我是認真的,也寫了好幾篇的實操教程,當然了主要是自己的試用體驗分享。使用過程中發現可以用起來了,甚至可以串起來當作工作流的一環了。今天分享一下關於程序員必備的幾個,試着組合起來,提高自己的效率吧。GitHub MCP Server—————–推薦的理由:GitHub MCP Server 能與 GitHub API 實現無縫集成,爲開發者和工具提供高級的自動化和交 ⌘ Read more

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GhidraMCP 搭建及核心源碼閱讀
前言–手動逆向太費勁了 想找個 AI 助手幫我逆向一下 逛 github 的時候看到了一個 GhidraMCP 於是打算拿來用用 所以本文記錄一下 GhidraMCP 搭建以及源碼解析什麼是 MCP——-MCP(Model Context Protocol,模型上下文協議)是一種開放協議,旨在實現 大型語言模型(LLM) 應用與外部數據源、工具和服務之間的無縫集成,類似於網絡中的 HTT ⌘ Read more

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uv:統一的 Python 包管理
花下貓語:uv 項目自發布起就大受歡迎,目前 Github star 52.6 K,遠超過它的同類競品們。前不久,它的創始人在 X 上披露了一組驚人的數據:uv 曾佔據了 PyPI 超過 20% 的流量,用戶每天通過它發起約 4-5 億次下載請求!我在去年翻譯過 uv 首發時的新聞文章 [1],根據博客後臺不完整的統計,從 Google 搜索進入的訪問量已經超過 3000,妥妥成爲了我博客的搜索訪 ⌘ Read more

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Welcome to Maintainer Month: Events, exclusive discounts, and a new security challenge
This May marks the fifth annual Maintainer Month, and there are lots of treats in store: new badges, special discounts, events with experts, and more.

The post [Welcome to Maintainer Month: Events, exclusive discounts, and a new security challenge](https://github.blog/open-source/maintainers/welcome-to-maintainer-month-events-exclusive-discounts-and-a-ne … ⌘ Read more

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In-reply-to » Confession:

@movq@www.uninformativ.de @kat@yarn.girlonthemoon.xyz @quark@ferengi.one In 2014 one person created protocol ii. Later it forked in IDEC. Why i said this? Because it’s simple “federated” forum-like protocol where from your station fetch another every 5-10 minutes. Stations has topic-based channels like idec.talks, linux.16, haiku.os, zx.spectrum. In short it’s FIDO but.. more modern? Documentation: https://github.com/idec-net/new-docs (mostly Russian, but you can use translator, also protocol already translated to english)

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Security updates for Friday
Security updates have been issued by Debian (chromium, nodejs, openjdk-17, and thunderbird), Fedora (firefox, golang-github-nvidia-container-toolkit, and thunderbird), Mageia (kernel), Oracle (ghostscript, glibc, kernel, libxslt, php:8.1, and thunderbird), SUSE (cmctl, firefox-esr, govulncheck-vulndb, java-21-openjdk, libxml2, poppler, python-h11, and redis), and Ubuntu (docker.io, ghostscript, linux-xilinx-zynqmp, and micropython). ⌘ Read more

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The AI-Powered DevOps revolution: Redefining developer collaboration
Collaboration is crucial to successful software delivery. Let’s dive into how AI can help your development teams decrease their time to delivery, and foster better communication and collaboration using GitHub Copilot.

The post [The AI-Powered DevOps revolution: Redefining developer collaboration](https://github.blog/ai-and-ml/github-copilot/the-ai-powered-devops-revolution-redefining-de … ⌘ Read more

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minidisc: Zero-config service discovery for Tailscale networks
It enables seamless advertisement and discovery of gRPC or REST services across a Tailnet without the need for a centralized server. Services equipped with Minidisc form a lightweight peer-to-peer network, ensuring that as long as a service is active, it remains discoverable.

CommentsRead more

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Security updates for Thursday
Security updates have been issued by Debian (expat, fig2dev, firefox-esr, golang-github-gorilla-csrf, jinja2, libxml2, nagvis, qemu, request-tracker4, request-tracker5, u-boot, and vips), Fedora (firefox, giflib, and thunderbird), Mageia (imagemagick), Red Hat (thunderbird), SUSE (amber-cli, libjxl, and redis), and Ubuntu (h2o, poppler, and postgresql-10). ⌘ Read more

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From MCP to multi-agents: The top 10 open source AI projects on GitHub right now and why they matter
Get insights on the latest trends from GitHub experts while catching up on these exciting new projects.

The post [From MCP to multi-agents: The top 10 open source AI projects on GitHub right now and why they matter](https://github.blog/open-source/maintainers/from-mcp-to-multi-agents-the-top-10-open-source-ai-projects-on-git … ⌘ Read more

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MCP 流式 HTTP 協議深入研究
MCP 引入了一個全新的流式 HTTP 傳輸層,相比原來的 HTTP+SSE 傳輸機制有了顯著改進。本文將詳細分析該協議的設計理念、技術細節及其實際應用場景。模型上下文協議(MCP) 是一種用於 AI 模型與工具之間通信的標準協議。隨着 AI 應用變得越來越複雜並廣泛部署,原有的通信機制面臨一系列挑戰。GitHub 上的 PR #206 引入了一個全新的流式HTTP傳輸層,相比原來的 HTTP+S ⌘ Read more

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