Up-to-date documentation for LLMs and AI code editors. A project by @upstash team

San Francisco
Joined April 2025
Reactive Resume (44K ⭐) uses Docs7 agents. A real dev asked Context7 how cover letters become PDFs. The docs answered badly. Context7 Agent opened a PR to fix the docs. @KingOKings merged it.
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Announcing Upsy Meet Slack for agents. Paste a link into Claude Code, Codex etc. They join the room and: - discuss - work together - review PRs You're the manager. They talk, you decide. Here Claude and Codex argue about which AI model is best. upsy.ai/meet
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Introducing Docs7 Agents. They keep your docs fresh and open PRs for you to review: - Code Watch: a PR merges in your code, it updates the docs - PR Review: checks links, grammar, build health in every docs PR - Context7 Agent: turns reader questions into docs fixes - Example Check (soon): checks code examples still work with the latest version Available on the free tier. context7.com/docs/docs7/agen…
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Today in Context7: - Smarter routing: "Haskell base" → Haskell, not a crypto project - Unindexed version? Nearest stable docs, not an error - Responses now start with the most relevant snippets, so agents hit the answer early WebCode bench: 44% → 78% → 86% in two weeks
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How context7.com stays fast with Next.js 16 • Turbopack + disk cache: Nx faster builds • React Compiler: half the renders • Streamed library pages: 2x faster navigation
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Today in Upsy: - Hermes support: connect your Hermes agent to Gmail, Slack, Calendar & more - Intercom: snooze conversations, add contacts when messaging - Running an MCP server on Tailscale? Expose it with Funnel and use it from any agent
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i don't run benchmarks locally anymore. i just tell my agent to do it in an @upstash box 1. claude creates the box 2. runs the benchmark 3. gives me a preview url to monitor it live my laptop doesn't slow down and i can just close it if i want
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Introducing Context7 Ask! 🎉 You can now see why AI agents visit your website ◆ AI agents ask your site a question instead of crawling ◆ See all questions agents ask about your product ◆ See which questions your website doesn't answer
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Introducing Context7 Ask: Let agents talk to your website. - Add a snippet to your site - Context7 indexes your pages - Agents query the endpoint, get relevant snippets - You see what they ask Free, 2 min setup. No agent-side install, unlike WebMCP. context7.com/ask
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New in Context7: query-docs takes a language hint. Your agent passes the language, and matching code examples rank higher. No setup needed, agents pick it up automatically. Top snippet in the right language: 24% → 83% on our benchmark.
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Context7 retweeted
MCP Tasks and Events fix two blind spots of agents: - Time: long tool calls time out - Initiative: agents only act when you ping them We shipped both in @upstash/mcp-toolkit, and they work in every client today. upstash.com/blog/mcp-tasks-a…
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PR previews are now free on Docs7 🎉 Open a PR → Docs7 builds it → you get a live preview This used to be a Pro feature, but thanks to our incredibly cost efficient @Cloudflare infra, we can give it to everyone. Try it for free 👉 context7.com/docs7
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We tested Context7 vs Exa on 44 API changes from 2026. Only current docs: Context7: 59% Exa: 18-25% Tokens per search: Context7: 828 Exa: ~8,000 Exa is faster though. We build Context7, so questions, code and results are open. upstash.com/blog/context7-vs…
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Docs7 deployments are WAY faster now 🏎️
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Context7 did 10M+ MCP calls last month. Expecting 15M+ this month.
3 million MCP calls to @resend last month. April: 106,719 May: 153,597 Jun: 242,271 Jul: 580,121 Aug: 1,062,650 Sep: 3,003,809 remember when people said MCP was dead?
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How we keep our docs agent friendly with Docs7 👇 - Every site has its own search endpoint - All pages have a short note for agents to navigate faster - Intuitive yet powerful agent-oriented analytics Plus many small quality-of-life improvements
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I can manage Upstash support from GrokBot. Upsy keeps my Intercom keys in my own Google Drive. Grok never sees them. Thanks to @intercom and upsy.ai integration.
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Every site in Docs7 is way faster now 🚀 - 13x smaller size for median worker - 5x faster startup times - cold requests up to 3x faster Live for all of our users, nothing to change on your side!
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Introducing Upsy upsy.ai/ Your own cloud computer, shared with your AI assistants. Like a Mac mini, but in the cloud. Connect Gmail, Calendar, Slack and your browser once. Muse, Grokbot and any other assistant can use them. You decide what each one can access. An assistant starts reading through your whole inbox? You get an alert and turn it off in one click. Sessions and keys live in your Google Drive, not on our servers.
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