
Up-to-date documentation for LLMs and AI code editors. A project by @upstash team
San Francisco
Joined April 2025
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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.
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
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…
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
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
Context7 retweeted
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
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
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.
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
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…
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?
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
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!
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.












