Bring Embeddings
to VS Code Copilot
Create your Vinkius account to connect Jina AI (Search Foundation & LLM Grounding) to VS Code Copilot and start using all 6 AI tools in minutes. Fully managed, enterprise secure, and ready to use without writing a single line of code. No hosting, no server setup — just connect and start using.
GDPR Free for SubscribersCompatible with every major AI agent and IDE
Gemini
What is the Jina AI (Search Foundation & LLM Grounding) MCP Server?
Connect your Jina AI account to any AI agent and take full control of state-of-the-art search infrastructure and LLM grounding through natural conversation.
What you can do
- LLM Grounding & Reader — Extract clean, readable Markdown context from any web URL, stripping away noise and navigation to feed high-quality data to your agent
- Semantic Web Search — Perform context-rich web searches that return structured results specifically optimized for RAG pipelines and AI analysis
- Vector Embeddings — Generate high-quality embeddings using Jina's advanced models to power semantic search and document similarity workflows
- Precision Reranking — Improve search relevance by re-ordering candidate documents based on their semantic match to a specific query block
- Zero-Shot Classification — Categorize text inputs against custom labels with confidence scores without training specific models manually
- Intelligent Segmentation — Break down long documents into semantically cohesive chunks to optimize retrieval-augmented generation (RAG)
How it works
- Subscribe to this server
- Enter your Jina AI API Key
- Start grounding your AI with real-time web intelligence from Claude, Cursor, or any MCP-compatible client
Who is this for?
- AI & RAG Developers — provide your agents with real-time web access and precise document retrieval capabilities through natural conversation
- Data Scientists — test embedding models and reranking logic without writing manual Python scripts or using curl
- Automation Engineers — automate the extraction of clean web content and semantic classification for large-scale data pipelines
Built-in capabilities (6)
Perform zero-shot text classification
The input must be a JSON array of strings. Generate vector embeddings from text
Excellent for grounding LLMs with live web content. Read and extract clean text from a URL
Rerank search documents against a query
Returns context-rich structured search results, suitable for RAG pipelines. Perform a semantic web search
Semantically segment and chunk long text content
Why VS Code Copilot?
GitHub Copilot Agent mode brings Jina AI (Search Foundation & LLM Grounding) data directly into your VS Code workflow. With a project-scoped config, the entire team shares access to 6 tools. Copilot queries live data, generates typed code, and writes tests from actual API responses, all without leaving the editor.
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VS Code is used by over 70% of developers. adding MCP tools to Copilot means your team can leverage external data without leaving their primary editor
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Project-scoped MCP configs (
.vscode/mcp.json) let you commit server configurations to your repository, ensuring the entire team shares the same tool access - —
Copilot's Agent mode integrates MCP tools seamlessly with file editing, terminal commands, and workspace search in a single agentic loop
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GitHub's enterprise compliance and audit features extend to MCP tool usage, providing visibility into how AI interacts with external services
Jina AI (Search Foundation & LLM Grounding) in VS Code Copilot
Why run Jina AI (Search Foundation & LLM Grounding) with Vinkius?
The Jina AI (Search Foundation & LLM Grounding) connection runs on our fully managed, secure cloud infrastructure. We handle the hosting, maintenance, and security so you don't have to deal with servers or code. All 6 tools are ready to work instantly without any complex setup.
You stay in complete control of your data. Your AI only accesses the information you approve, keeping your sensitive passwords and private details completely safe. Plus, with automatic optimizations, your AI works faster and more efficiently.
* Every connection is hosted and maintained by Vinkius. We handle the security, updates, and infrastructure so you don't have to write code or manage servers. See our infrastructure
Over 4,000 integrations ready for AI agents
Explore a vast library of pre-built integrations, optimized and ready to deploy.
Connect securely in under 30 seconds
Generate tokens to authenticate and link external services in a single step.
Complete visibility into every agent action
Audit live requests, latency, success rates, and active security compliance policies.
Optimize spending and track token ROI
Analyze real-time token consumption and cost metrics detailed by connection.
Explore our live AI Agents Analytics dashboard to see it all working
This dashboard is included when you connect Jina AI (Search Foundation & LLM Grounding) using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Jina AI (Search Foundation & LLM Grounding) and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Jina AI (Search Foundation & LLM Grounding) to VS Code Copilot through Vinkius don't need to write code, manage servers, or worry about security. Everything is pre-configured, secure, and runs automatically in the background.
Raw MCP | Vinkius | |
|---|---|---|
| Ready-to-use MCPs | Find and configure each manually | 4,000+ MCPs ready to use |
| Connection Setup | Manual coding & server setup | 1-click instant connection |
| Server Hosting | You host it yourself (needs 24/7 uptime) | 100% hosted & managed by Vinkius |
| Security & Privacy | Stored in plaintext config files | Bank-grade encrypted vault |
| Activity Visibility | Blind execution (no logs or tracking) | Live dashboard with real-time logs |
| Cost Control | Runaway AI token spend risk | Automatic budget limits |
| Revoking Access | Must delete files or code to stop | 1-click disconnect button |
How Vinkius secures
Jina AI (Search Foundation & LLM Grounding) for VS Code Copilot
Every request between VS Code Copilot and Jina AI (Search Foundation & LLM Grounding) is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.
Frequently asked questions
How can Jina AI help my agent provide more accurate answers?
Use the read_url_content tool to give your agent access to live web data. By converting URLs into clean Markdown, your agent can 'read' the latest information from documentation or news sites, grounding its answers in up-to-date facts.
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.
Can I search the web through my agent using Jina?
Absolutely. Use the search_web_jina tool to dispatch a semantic query. Your agent will return structured results including snippets and titles from top web pages, allowing it to synthesize answers from the live internet.
Which VS Code version supports MCP?
MCP support requires VS Code 1.99 or later with the GitHub Copilot extension. Ensure both are updated to the latest version. Older versions of Copilot may not expose the Agent mode toggle.
How do I switch to Agent mode?
Open the Copilot Chat panel and look for two mode options: "Ask" and "Agent". Click "Agent" to enable autonomous tool calling. In Ask mode, Copilot provides conversational answers but cannot invoke MCP tools.
Can I restrict which MCP tools Copilot can access?
Yes. VS Code shows a tool consent dialog before any MCP tool is invoked for the first time. You can also configure tool access policies at the organization level through GitHub Copilot settings.
Does MCP work in VS Code Remote or Codespaces?
Yes. MCP servers configured via .vscode/mcp.json work in Remote SSH, WSL, and GitHub Codespaces environments. The MCP connection is established from the remote host, so ensure the server URL is accessible from that environment.
MCP tools not available
Ensure you are in Agent mode in Copilot Chat. MCP tools only appear in Agent mode.
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