Integrate Jina AI (Search Foundation & LLM Grounding) with Claude, Cursor, Chatbots & AI Agents MCP Server

Power your RAG and search via Jina AI — generate embeddings, rerank documents, read URLs, and perform semantic web search.

GDPR Free for Subscribers

Compatible with every major AI agent and IDE

Claude

ChatGPT

Cursor

Gemini

Windsurf

VS Code

JetBrains

Vercel

+ other MCP clients

classify

Classify texts on Jina AI (Search Foundation & LLM Grounding)

Perform zero-shot text classification

generate

Generate embeddings on Jina AI (Search Foundation & LLM Grounding)

The input must be a JSON array of strings. Generate vector embeddings from text

read

Read url content on Jina AI (Search Foundation & LLM Grounding)

Excellent for grounding LLMs with live web content. Read and extract clean text from a URL

rerank

Rerank documents on Jina AI (Search Foundation & LLM Grounding)

Rerank search documents against a query

Search web jina on Jina AI (Search Foundation & LLM Grounding)

Returns context-rich structured search results, suitable for RAG pipelines. Perform a semantic web search

segment

Segment content on Jina AI (Search Foundation & LLM Grounding)

Semantically segment and chunk long text content

Security & Code Integrity Audit

Every tool in the Jina AI (Search Foundation & LLM Grounding) MCP Server is continuously audited by the Vinkius Security Engine. We guarantee zero-trust payload isolation, strict data boundaries, and deterministic execution for enterprise-grade AI agents.

A+Score: 100

How Vinkius protects your data

Is there a risk of the AI "going crazy" and deleting important company data?

No. With Vinkius, the AI operates on "rails". It can only make the exact moves you authorized in the tool's settings. It cannot invent routes, access other networks in your company, or decide to delete random files. If the action isn't in the approved catalog, the attempt is blocked instantly.

How does the AI access my passwords and credentials?

It simply doesn't. On Vinkius, your passwords, API keys, and login details are kept in a secure vault. The AI (like ChatGPT or Claude) merely "asks" Vinkius to perform the task. Vinkius opens the door, does the work, and hands the result back to the AI. Your credentials are never seen, read, or learned by the artificial intelligence.

What if the AI ends up reading customer data or confidential information?

We have a built-in digital "bodyguard" called DLP (Data Loss Prevention). If a tool fetches data and the response contains social security numbers, credit cards, or personal customer info, Vinkius magically blocks and erases that information before it is delivered to the AI. The AI works only with what is strictly necessary, and your sensitive data never leaks.

What is the difference between search and rerank?

Search (embeddings) helps you find a broad set of relevant documents quickly. Rerank takes that smaller set and uses a more powerful cross-encoder model to sort them by exact semantic matching, ensuring the absolute best context is sent to the LLM.

How Chatbots Interact with Jina AI (Search Foundation & LLM Grounding)

The Jina AI (Search Foundation & LLM Grounding) integration provides structured, LLM-friendly schemas for reliable tool execution within your agentic workflows.

Autonomous embeddings via AI

Build automated workflows involving embeddings by connecting Jina AI (Search Foundation & LLM Grounding). It provides Claude and ChatGPT with direct API hooks into your ai frontier ecosystem.

Scaling rag via MCP

Use Jina AI (Search Foundation & LLM Grounding) to interface with rag via natural language. The toolkit provides Cursor with LLM-friendly schemas for ai frontier tasks.