Can my agent find the latest documentation for a specific Tailwind CSS version?

Yes. First, use the 'resolve_library' tool with 'tailwindcss'. It will return the deterministic ID and version (e.g., 'tailwindcss/3.4.1'). Then, use 'query_docs' to pull the exact Markdown blocks for your specific topic.

Does Context7 provide code examples for the libraries I search for?

Absolutely. When you query documentation via the 'query_docs' tool, the agent retrieves not only textual descriptions but also version-specific code examples found in the original library documentation to ensure implementation accuracy.

How does this help prevent AI hallucinations in coding tasks?

Standard LLMs have a training data cutoff. Context7 pulls live, version-specific documentation chunks that act as ground-truth context. By grounding your agent in this real-time data, it avoids hallucinating outdated or non-existent API methods.

Context7 MCP Server

Name: Context7
Availability: InStock
Author: Vinkius

context7.com

Built by Vinkius GDPR ToolsFree

Empower AI agents via Context7 — pull up-to-date documentation and code examples for any library or framework directly into your workspace.

Vinkius AI Gateway supports streamable HTTP and SSE.

Works with every AI agent you already use

…and any MCP-compatible client

Context7 MCP Server: see your AI Agent in action

AI Agent→Vinkius→Context7

You

Vinkius AI Gateway

GDPR·High Security·Kill Switch·Ultra-Low Latency·Plug and Play

Built-in capabilities (2)

query_docs

Query documentation and code examples for a specific library ID (from resolve_library tool) about a certain topic

resolve_library

g. react) into deterministic paths (e.g. /facebook/react/18.2.0) needed for deep documentation fetching. Find the correct exact library ID and latest version matching a framework or library search query

What this connector unlocks

Connect your Context7 account to any AI agent and provide it with the most up-to-date, version-specific technical documentation through natural conversation.

What you can do

Library Discovery — Resolve fuzzy framework names (e.g., 'react', 'tailwind') into deterministic paths and specific versions needed for accurate documentation
Live Docs Querying — Analyze specific localized variables and retrieve raw Markdown documentation chunks to ground your agent in technical truths
Code Example Extraction — Pull valid, version-specific code examples for any component or function directly into your development flow
RAG for Developers — Use Context7 as a documentation-specialized RAG layer to ensure your agent never hallucinates outdated API signatures
Up-to-date Knowledge — Access documentation that is synchronized with the latest releases, bypassing the training cutoff limits of standard LLMs

How it works

1. Subscribe to this server
2. Enter your Context7 API Key (found in your Context7/Upstash Dashboard)
3. Start querying technical documentation from Claude, Cursor, or any MCP-compatible client

Who is this for?

Software Developers — pull specific API documentation and code snippets without leaving the IDE or searching manually
AI Engineers — ground coding agents in real-time technical documentation to improve code generation accuracy
Technical Writers — verify version-specific API signatures and cross-reference documentation blocks quickly
Rapid Prototypers — instantly retrieve boilerplates and component examples for new frameworks and libraries

Frequently asked questions

Give your AI agents the power of Context7

Access Context7 and 2,000+ MCP servers — ready for your agents to use, right now. No glue code. No custom integrations. Just plug Vinkius AI Gateway and let your agents work.

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