Context7
@Context7AI
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Up-to-date documentation for LLMs and AI code editors. A project by @upstash team
San Francisco
Joined April 2025
Weβve added chat support to Context7 After seeing how useful it was at Upstash for getting real-time feedback, we wanted to bring the same experience here Powered by @plainsupport
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1.4M downloads on npm last month for the Context7 MCP server π€―π And this doesnβt even include usage from our remote server π
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New Context7 architecture update: Promising early results: Avg context size 3000 β 1000 Benchmark score 7.0 β 8.3 Now focusing on reducing latency & cost from LLM usage.
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Context7 pulls documentation from thousands of sources. Some try to inject malicious code. Here's how we prevent that: β Auto-detect code injections β Score & benchmark every library's docs Full blog article w/ examples below π
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About Context7βs bloated context issue: Weβre testing a new architecture where the user MCP pulls docs with minimal tokens and tool calls. A sub-agent now handles library selection + content curation, so the Context7 MCP behaves more like a chat API: ask a question β get the
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Big update: You can now claim library ownership on Context7! π β Add a context7.json file to your repo β See which topics people ask about most β See usage metrics & country distribution 90-second demo π
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Context7 Tools is coming soon. Tools β ideal for programmatic usage and agents. MCP β ideal for end-users and developers.
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we rebuilt the rules tab from scratch at @Context7AI it's a powerful feature not many are aware of π
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your code review agents don't need to make up APIs @coderabbitai + @context7ai means reviews pull from actual up-to-date docs instead of guessing
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Shipping soon in Context7: semantic dedup. We automatically detect near-duplicate snippets and keep only the best one for your LLM.
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New in Context7! You can now chat with any libraryβs docs β instantly.
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I think @Context7AI might be the most useful MCP server currently.
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Just pushed context7.json setup for pgflow! π Now AI assistants (Claude, etc) can help you use pgflow more effectively! Add @Context7AI MCP to your AI Coding Agent and ask it about pgflow. Thanks @Yidir for the suggestion
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People ask how Context7 will make money. Free for developers. Companies pay for teams, and extra security. Public repos β free Private repos β paid Teams β paid Advanced security & on-prem β enterprise
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Switched Context7 from token-based to page-based retrieval β hereβs what changed: β
35% fewer tokens (5.4K β 3.5K) β‘ 19% faster responses π― Accuracy maintained at 7/10 630 questions benchmarked. Same quality β dramatically better efficiency. Results below.
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Emdash now supports @Context7AI MCP. Context7 improves coding agent performance by indexing all of the coding documentation and makes them readily available for fetching.
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