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Vinkius
LlamaIndexFramework
LlamaIndex
Why use Wine-Searcher MCP Server with LlamaIndex?

Bring Price Comparison
to LlamaIndex

Create your Vinkius account to connect Wine-Searcher to LlamaIndex 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.

MCP Inspector GDPR Free for Subscribers
Grape InfoMarket PriceProducer InfoRegion InfoSearch WinesWine Check
ChatGPT Claude Perplexity

Compatible with every major AI agent and IDE

ClaudeClaude
ChatGPTChatGPT
CursorCursor
GeminiGemini
WindsurfWindsurf
VS CodeVS Code
JetBrainsJetBrains
VercelVercel
+ other MCP clients
Wine-Searcher

What is the Wine-Searcher MCP Server?

Connect to Wine-Searcher — the world's largest wine price comparison engine — and access real-time market intelligence for any wine.

What you can do

  • Wine Check — Look up any wine: critic scores, grape varieties, region, alcohol content, and global average/min/max pricing
  • Market Price — Compare real-time pricing from 100,000+ merchants: shop names, locations, and direct purchase URLs
  • Search Wines — Full-text search across the entire Wine-Searcher database for discovery and exploration
  • Grape Info — Detailed grape variety profiles: origins, growing regions, wine styles, and food pairings
  • Region Info — Wine region deep-dives: climate, soil, appellations, and notable producers
  • Producer Info — Winery profiles: key wines, price ranges, scores, and available vintages

Who is this for?

  • Sommeliers — Instant price checks and pairing suggestions during service
  • Wine Collectors — Market value tracking, buying opportunities, and vintage comparison
  • Wine Importers — Global pricing intelligence and producer research
  • Wine Retailers — Competitive pricing analysis and inventory decisions

Built-in capabilities (6)

grape_info

Perfect for sommelier education and pairing recommendations. Get grape variety info

market_price

Use for price comparison, market analysis, or finding the best deal on a specific wine. Get global market pricing

producer_info

Use for winery research and brand comparison. Get producer/winery info

region_info

Essential for terroir education and regional exploration. Get wine region info

search_wines

Returns matching wines with pricing, scores, and merchant availability. Use for discovery and exploration. Search the wine database

wine_check

), grape varieties, region, appellation, alcohol content, average/min/max pricing across global merchants. The primary lookup tool for any wine question. Check wine details and scores

Why LlamaIndex?

LlamaIndex agents combine Wine-Searcher tool responses with indexed documents for comprehensive, grounded answers. Connect 6 tools through Vinkius and query live data alongside vector stores and SQL databases in a single turn. ideal for hybrid search, data enrichment, and analytical workflows.

  • Data-first architecture: LlamaIndex agents combine Wine-Searcher tool responses with indexed documents for comprehensive, grounded answers

  • Query pipeline framework lets you chain Wine-Searcher tool calls with transformations, filters, and re-rankers in a typed pipeline

  • Multi-source reasoning: agents can query Wine-Searcher, a vector store, and a SQL database in a single turn and synthesize results

  • Observability integrations show exactly what Wine-Searcher tools were called, what data was returned, and how it influenced the final answer

L
See it in action

Wine-Searcher in LlamaIndex

AI AgentVinkius
High Security·Kill Switch·Plug and Play
Enterprise Security

Why run Wine-Searcher with Vinkius?

The Wine-Searcher 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.

Wine-Searcher
Fully ManagedNo server setup
Plug & PlayNo coding needed
SecurePrivacy protected
PrivateYour data is safe
Cost ControlBudget limits
Control1-click disconnect
Auto-UpdatesMaintenance free
High SpeedOptimized for AI
Reliable99.9% uptime
Your credentials and connection tokens are fully encrypted

* 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

01 / Catalog

Over 4,000 integrations ready for AI agents

Explore a vast library of pre-built integrations, optimized and ready to deploy.

02 / Credentials

Connect securely in under 30 seconds

Generate tokens to authenticate and link external services in a single step.

03 / Guardian

Complete visibility into every agent action

Audit live requests, latency, success rates, and active security compliance policies.

04 / FinOps

Optimize spending and track token ROI

Analyze real-time token consumption and cost metrics detailed by connection.

Over 4,000 integrations ready for AI agents
Connect securely in under 30 seconds
Complete visibility into every agent action
Optimize spending and track token ROI

Explore our live AI Agents Analytics dashboard to see it all working

This dashboard is included when you connect Wine-Searcher using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.

Why Vinkius

Wine-Searcher and 4,000+ other AI tools. No hosting, no code, ready to use.

Professionals who connect Wine-Searcher to LlamaIndex 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.

4,000+MCP Integrations
<40msResponse time
100%Fully managed
Raw MCP
Vinkius
Ready-to-use MCPsFind and configure each manually4,000+ MCPs ready to use
Connection SetupManual coding & server setup1-click instant connection
Server HostingYou host it yourself (needs 24/7 uptime)100% hosted & managed by Vinkius
Security & PrivacyStored in plaintext config filesBank-grade encrypted vault
Activity VisibilityBlind execution (no logs or tracking)Live dashboard with real-time logs
Cost ControlRunaway AI token spend riskAutomatic budget limits
Revoking AccessMust delete files or code to stop1-click disconnect button
The Vinkius Advantage

How Vinkius secures Wine-Searcher for LlamaIndex

Every request between LlamaIndex and Wine-Searcher is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.

< 40msCold start
Ed25519Signed audit chain
60%Token savings
FAQ

Frequently asked questions

01

Is Wine-Searcher API free?

Wine-Searcher offers a free trial (100 calls/day). After the trial, paid plans are available based on daily call volume.

02

How does LlamaIndex connect to MCP servers?

Use the MCP client adapter to create a connection. LlamaIndex discovers all tools and wraps them as query engine tools compatible with any LlamaIndex agent.

03

Can I combine MCP tools with vector stores?

Yes. LlamaIndex agents can query Wine-Searcher tools and vector store indexes in the same turn, combining real-time and embedded data for grounded responses.

04

Does LlamaIndex support async MCP calls?

Yes. LlamaIndex's async agent framework supports concurrent MCP tool calls for high-throughput data processing pipelines.

05

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

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