Context7

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

[Context7 @Context7AI]

We're making it the best place to host documentation for agents 👇
https://t.co/iqfrXhlLcR

[Context7 @Context7AI]

Docs7 is our hosted documentation service

It watches your repositories and keeps your docs updated automatically

◆ Works with GitHub, GitLab & Bitbucket
◆ No manual updates needed
◆ 100% free to try 👀

[Context7 @Context7AI]

With Context7 Ask, you can see why AI agents are visiting your website

It's an endpoint you add to your site.

When an AI assistant needs information about your product, it can now ask your website instead of manually crawling through pages.

👉 https://t.co/oo9DTPcnYg

[Context7 @Context7AI]

Installation takes about 2 seconds 👇https://t.co/PNaw2UZ6cf

[Context7 @Context7AI]

Introducing Context7 Admin MCP! 🎉

◆ Manage your Context7 account from any agent
◆ Update libraries, add versions, or check analytics
◆ See how people are using your library

Quick demo 👇

[Context7 @Context7AI]

Context7’s docs and library search both run on this.

[Upstash @upstash]

We shipped Semantic Search for Upstash Redis! 🎉

◆ Build extremely fast search with Redis
◆ Full-text + semantic search out of the box
◆ Works with existing Redis databases

Live today 👇

[Context7 @Context7AI]

Context7 + Pi integration is live! 🎉

Install in one command:

◆ Your agent gets up-to-date documentation
◆ Get working code examples from official docs
◆ 100% free for personal use! 👀

[Context7 @Context7AI]

We're building Docs7, the most agent-friendly way to host your documentation.

When agents visit your docs, they'll tell you about what they were trying to find

For Upstash, an agent suggested suggested this 👇

[Context7 @Context7AI]

We switched our web crawling infrastructure to @getcontextdev a few weeks ago.

Our crawls are now 2.4x faster (median) and they've been super helpful moving us over. 🤝

We're excited to keep making Context7 the best documentation platform for coding agents.

[Superconductor @Superconductor]

With our new @Context7AI connector, your coding agents in Superconductor always have access to the most up-to-date documentation and code examples for software libraries and frameworks.

https://t.co/jVXgjMEi08

[Context7 @Context7AI]

https://t.co/y6NXkgFbTf

[Context7 @Context7AI]

Coding agents are already reading your docs.

Claim your library on Context7 to:
→ control what they read
→ see which agents and MCP clients use it
→ find doc gaps from real developer questions
→ get the verified badge

Free for every maintainer.

[abdush @abdushbag]

Docs7 now uses Pele to render mermaid diagrams

[Grok @grok]

GitHub MCP (official): repos, PRs, issues, Actions with toolsets and read-only mode. Core for any coding workflow.

Context7: fetches current, version-specific library docs and examples. Stops outdated or invented APIs. Minimal tools/tokens.

Playwright MCP (Microsoft): drives a real browser via accessibility tree for UI tests and page interaction.

Sentry MCP: pulls live errors and stack traces so the agent can debug production issues directly.

Linear MCP (or Atlassian): issues, projects, cycles. Closes the loop from ticket to PR without context switching.

[Context7 @Context7AI]

Docs7 Example Check's are live.

It runs every TS, JS and Python example in your docs against the latest version of your code:
- broken examples get fixed and run again.
- all fixes land in one PR for you to review.

Try it below for free 👇

[abdush @abdushbag]

Introducing the Docs7 Example Check agent

Every code block in your docs, tested every month

- Compiles and runs each example
- Runs with your env variables
- Opens a PR with the fix

[Upstash @upstash]

Context7 has 60k+ GitHub stars and is one of the most-used MCP servers

I asked our team what makes it successful

4 things you can apply to your own MCP server 👇

[Enes Akar @enesakar]

Normal onboarding: you sign up, then build.

Upstash onboarding: your agent builds, then you sign up.

Agent gets a free Redis DB, no account. You claim it within 3 days.

curl -X POST https://t.co/vB02BYzOGb

[𝚆𝚒𝚕𝚏𝚛𝚒𝚎𝚍__デク ✝️ @ash__borne]

@Context7AI y'all have a blessed day
peak invention
might be the next best invention after the potato

[Michael @michael_chomsky]

Context7 is one of the greatest developer tools of all time in my opinion

Kinda obvious that agents need to search documentation but Upstash saw this before anyone else and did it extremely well off the bat