๐ŸŒ
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!

๐ŸŒ
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
Context7 MCP Server -- Up-to-date code documentation for LLMs and AI code editors - upstash/context7
Starred by 39.9K users
Forked by 2K users
Languages ย  TypeScript 76.3% | JavaScript 22.7% | Dockerfile 1.0%
๐ŸŒ
Upstash
upstash.com โ€บ blog โ€บ context7-llmtxt-cursor
Introducing Context7: Up-to-Date Docs for LLMs and AI Code Editors | Upstash Blog
We're building Context7 at Upstash, and we're running it on our own infrastructure. That means we can keep it free for personal and educational use.
๐ŸŒ
LobeHub
lobehub.com โ€บ mcp โ€บ upstash-context7
Context7 MCP - Up-to-date Code Docs For Any Prompt | MCP Servers ยท LobeHub
11 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 >= v18.0.0 runtime.
๐ŸŒ
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… ...
Starred by 6 users
Forked by 4 users
๐ŸŒ
Context7
context7.com โ€บ docs โ€บ plans-pricing
Plans & Pricing - Context7 MCP
Refresh with 100K tokens of changes: $1.50 See Private Repositories for setup instructions and Usage Statistics to monitor your token usage. Total Monthly Cost = (Seats ร— $7) + Parse Token Charges Example:
๐ŸŒ
LangDB
langdb.ai โ€บ home โ€บ mcp servers โ€บ context7
context7 | LangDB
June 4, 2025 - Context7 MCP server for AI model integration with LangDB
๐ŸŒ
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.
๐ŸŒ
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
Find elsewhere
๐ŸŒ
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 ...
๐ŸŒ
DEV Community
dev.to โ€บ mehmetakar โ€บ context7-mcp-tutorial-3he2
Context7 MCP Tutorial - DEV Community
April 25, 2025 - Whether you're using Claude, Cursor, VS Code, or another Model Context Protocol (MCP) client, Context7 helps eliminate hallucinated APIs and outdated examples by injecting live data into your LLM interactions.
๐ŸŒ
Medium
medium.com โ€บ @ferreradaniel โ€บ build-nearly-anything-with-taskmaster-context7-and-claude-desktop-the-ultimate-ai-dev-stack-bd265715a221
Build Nearly Anything with TaskMaster, Context7, and Claude Desktop โ€” The Ultimate AI Dev Stack for SaaS Success | by Daniel Ferrera | Medium
May 6, 2025 - Some tools (like Superbase Pro) have fees, but the stack is designed to minimize costs and maximize value. ... Yes, as long as you follow best practices for API keys and authentication. ... Many users report building and launching MVPs in days-not weeks. ... Thereโ€™s a vibrant community (like the Skool group) ready to help, plus tons of documentation and support. The TaskMaster + Context7 + Claude Desktop stack isnโ€™t just hype-itโ€™s a real solution for building SaaS products faster, smarter, and with way less hassle.
๐ŸŒ
Skypage
skywork.ai โ€บ skypage โ€บ en โ€บ context7-upstash-ai-engine โ€บ 1977625482913845248
Context7 by Upstash: The Ultimate Context Engine for AI Engineers
Ongoing (Updating indexes, managing infrastructure). Data Focus Public code documentation (optimized). Any data (private codebases, internal wikis, etc.). Cost Model Free for personal use.
๐ŸŒ
Apidog
apidog.com โ€บ blog โ€บ context7-mcp-server
How to Install and Use Context7 MCP Server
July 17, 2025 - In this guide, weโ€™ll walk through what Context7 is, how it works, how to install it on various platforms, and how to use it effectively to supercharge your code generation with precision and speed.
๐ŸŒ
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).
๐ŸŒ
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.
๐ŸŒ
X
x.com โ€บ JulianGoldieSEO โ€บ status โ€บ 1914589674783334569
Julian Goldie SEO on X: "Game-Changing MCP AI Agent Server: Context7 Makes Coding Faster, Smarter, Better (Setup in Minutes) " / X
Traditional documentation tools cost thousands annually per developer. The Context7 MCP AI agent provides superior functionality at zero cost for individuals.
๐ŸŒ
Medium
medium.com โ€บ aimonks โ€บ context7-mcp-empower-your-ai-coding-assistant-with-live-version-specific-documentation-fa4fbc84115e
Context7 MCP: Empower Your AI Coding Assistant with Live, Version-Specific Documentation | by JIN | ๐€๐ˆ ๐ฆ๐จ๐ง๐ค๐ฌ.๐ข๐จ | Medium
April 30, 2025 - But all too often, large language models (LLMs) hallucinate outdated or non-existent code APIs, especially for libraries released after the modelโ€™s training cutoff. Context7 is a new open-source Model Context Protocol (MCP) server (from the team at Upstash) that solves this problem by feeding always up-to-date, version-specific documentation and code examples directly into your AIโ€™s prompt.