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GitHub
github.com โ€บ upstash โ€บ context7
GitHub - upstash/context7: Context7 MCP Server -- Up-to-date code documentation for LLMs and AI code editors
Click the hamburger menu icon (โ˜ฐ) to enter the MCP Servers section. Use the search bar within the Marketplace tab to find Context7.
Starred by 39.9K users
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Languages ย  TypeScript 76.3% | JavaScript 22.7% | Dockerfile 1.0%
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Upstash
upstash.com โ€บ blog โ€บ context7-mcp
Context7 MCP: Up-to-Date Docs for Any Cursor Prompt | Upstash Blog
Today, we're launching our biggest update yet: The Context7 MCP - a direct integration with Cursor, Windsurf, or any LLM client that supports the Model Context Protocol (MCP).
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Reddit
reddit.com โ€บ r/modelcontextprotocol โ€บ i built a context7 alternative that costs 40% less with similar code quality - here are my test results
r/modelcontextprotocol on Reddit: I built a Context7 alternative that costs 40% less with similar code quality - here are my test results
July 23, 2025 -

Hey devs! ๐Ÿ‘‹

I've been working on a RAG-based solution that functions similarly to Context7 but at a significantly lower cost. After some rigorous testing, I thought I'd share my findings with the community.

TL;DR: This implementation costs roughly half as much as Context7 while producing code of comparable quality.

The Tests

I ran three coding challenges using Gemini-2.5-pro (set to temp=0) with both Context7 and Custom MCP:

  1. Creating a Next.js page with API data fetching

  2. Building a FastAPI endpoint for streaming large files

  3. Developing a FastAPI WebSockets app with Redis pub/sub

I implemented a simple prompt suffix system:

  • For Context7: "use context7. Max tokens: 500"

  • For MCP: "use documentation"

The Results

Cost comparison: https://imgur.com/a/lGFgMHz

  • Average cost savings: ~40%

  • Next.js Test: Context7 ($0.056) vs Custom MCP ($0.023)

  • FastAPI Streaming Test: Context7 ($0.044) vs Custom MCP ($0.031)

  • WebSockets/Redis Test: Context7 ($0.052) vs Custom MCP ($0.040)

Both tools generated fully functional code that implemented all requirements, but the Custom MCP server did it at consistently lower costs.

Why This Matters

If you're building AI-powered coding tools or using them extensively in your workflow, these cost savings add up fast.

For teams making thousands of API calls daily, you could be saving hundreds or thousands of dollars monthly.

What's Next

I encourage you to try the MCP server yourself and share your feedback. Currently it supports the latest versions of Expo, FastAPI, and NextJS:

{
  "documentation": {
    "url": "https://doc-mcp.fly.dev/mcp/"
  }
}

If there's enough interest, I'll add more libraries.

Would love to hear your thoughts and questions about the approach!

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LangDB
langdb.ai โ€บ home โ€บ mcp servers โ€บ context7
context7 | LangDB
June 4, 2025 - Unlock the full potential of context7 through LangDB's AI Gateway. Get enterprise-grade security, analytics, and seamless integration with zero configuration. ... Delivers up-to-date, version-specific code documentation and examples directly into prompts via Model Context Protocol, eliminating outdated information and hallucinated APIs for accurate, efficient coding assistance. ... The Canva Dev Model Context Protocol (MCP) server provides AI-powered development assistance for Canva apps and integrations.
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LobeHub
lobehub.com โ€บ mcp โ€บ upstash-context7
Context7 MCP - Up-to-date Code Docs For Any Prompt | MCP Servers ยท LobeHub
13 hours ago - MCP server for Context7 that provides up-to-date, version-specific documentation and code examples for libraries directly into your prompt. Requires Node.js ...
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Smithery
smithery.ai โ€บ server โ€บ @upstash โ€บ context7-mcp
Context7 | MCP Server | Smithery
Fetch up-to-date, version-specific documentation and code examples directly into your prompts. Enhance your coding experience by eliminating outdated information and hallucinated APIs. Simply add `use context7` to your questions for accurate and relevant answers.
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Apidog
apidog.com โ€บ blog โ€บ context7-mcp-server
How to Install and Use Context7 MCP Server
July 17, 2025 - Explore how the Model Context Protocol (MCP) server enhances development workflows by providing real-time documentation integration. This article explains how to set up and use Context7 for accurate code suggestions, ensuring developers avoid outdated APIs and improve productivity.
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BestAIAgents
bestaiagents.ai โ€บ agent โ€บ context7
Context7 - MCP AI Agent Builder
Context7 is an AI agent designed to provide up-to-date documentation for Large Language Models (LLMs) and AI code editors. It offers a comprehensive MCP Server API, enabling developers to integrate and manage AI functionalities seamlessly. Context7 aims to enhance productivity and efficiency ...
Find elsewhere
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Everydev
everydev.ai โ€บ home โ€บ tools โ€บ mcp servers โ€บ context7
Context7 - AI Tool for Devs | EveryDev.ai
September 14, 2025 - Context7 is a tool for injecting up-to-date, version-specific documentation and code examples directly into the prompt context of AI coding agents. Instead of relying on stale training data or hallucinated APIs, Context7 retrieves documentation and real examples from source libraries, tailored to your stack. It integrates with MCP servers, Cursor, Claude, and other tools.
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Context7
context7.com
Context7 - Up-to-date documentation for LLMs and AI code editors
Generate context with up-to-date documentation for LLMs and AI code editors
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Medium
medium.com โ€บ wix-engineering โ€บ mcp-explained-deep-dive-and-comparison-of-popular-code-search-mcps-context7-github-official-mcp-43f547f12501
MCP Explained: Deep Dive and Comparison of Popular Code Search MCPs (Context7, GitHub Official MCP, AWS MCP Suite). Done By Octocode-mcp ๐Ÿ™ | by Guy Bary | Wix Engineering | Medium
July 22, 2025 - The MCP ecosystem in 2025 offers sophisticated solutions for different development scenarios. Each platform brings unique strengths: Context7 excels in documentation accuracy with zero-setup deployment and comprehensive multilingual support across 15+ languages.
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Zed
zed.dev โ€บ extensions โ€บ mcp-server-context7
Context7 MCP Server โ€” Zed Extension
Model Context Protocol Server for Context7 ยท An extension in Zed is a way to extend the editor's functionality with things such as language support, themes, MCP servers, debugger protocols, and others
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LobeHub
lobehub.com โ€บ mcp โ€บ nimblebraininc-mcp-context7
Context7 MCP Server | MCP Servers ยท LobeHub
1 month ago - MCP server for Context7 that provides up-to-date, version-specific documentation and code examples for libraries directly into your prompt.
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Visual Studio Marketplace
marketplace.visualstudio.com โ€บ items
Context7 MCP Server - Visual Studio Marketplace
Extension for Visual Studio Code - Real-time code and documentation access for AI assistants via Context7 MCP server
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DEV Community
dev.to โ€บ mehmetakar โ€บ context7-mcp-tutorial-3he2
Context7 MCP Tutorial - DEV Community
April 25, 2025 - Context7 MCP is a tool that supercharges AI prompts with real-time, version-specific documentation and code examples.
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Claude MCP
claudemcp.com โ€บ servers โ€บ context7
Context7 MCP - Up-to-date Docs For Any Prompt - Claude MCP Servers
Context7 MCP is a server that provides up-to-date documentation for LLMs and AI code editors. - Claude MCP Servers - Claude MCP Community
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GitHub
github.com โ€บ upstash โ€บ context7-legacy
GitHub - upstash/context7-legacy: Instant LLM Context for Agents and Developers
Key Benefits: โœ… Precise Context: Extracts clean, relevant snippets from up-to-date documentation โœ… Focused Content: Includes only code and descriptionsโ€”no fluff or filler โœ… Free Tier: Up to 50 queries per day for personal use at no cost โœ… ...
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