Marketplacer (Enterprise Marketplace Platform) MCP Server for LlamaIndex 9 tools — connect in under 2 minutes
LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Marketplacer (Enterprise Marketplace Platform) as an MCP tool provider through Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.
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Vinkius supports streamable HTTP and SSE.
import asyncio
from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.llms.openai import OpenAI
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
mcp_client = BasicMCPClient("https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp")
mcp_tool_spec = McpToolSpec(client=mcp_client)
tools = await mcp_tool_spec.to_tool_list_async()
agent = FunctionAgent(
tools=tools,
llm=OpenAI(model="gpt-4o"),
system_prompt=(
"You are an assistant with access to Marketplacer (Enterprise Marketplace Platform). "
"You have 9 tools available."
),
)
response = await agent.run(
"What tools are available in Marketplacer (Enterprise Marketplace Platform)?"
)
print(response)
asyncio.run(main())
* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure
About Marketplacer (Enterprise Marketplace Platform) MCP Server
Connect your Marketplacer instance to any AI agent and take full control of your enterprise marketplace operations, seller network, and product catalog through natural conversation.
LlamaIndex agents combine Marketplacer (Enterprise Marketplace Platform) tool responses with indexed documents for comprehensive, grounded answers. Connect 9 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.
What you can do
- Product Orchestration — List and retrieve detailed product metadata (adverts) including pricing, variants, and descriptions using GraphQL-based node identifiers directly from your agent
- Order & Invoice Audit — Track marketplace orders by listing recent invoices and extracting detailed payloads reflecting line items, tax distributions, and customer data
- Seller Management — Enumerate third-party sellers and vendors active on your platform to audit vendor listings and account statuses securely
- Taxonomy Navigation — Explore complex category trees and product hierarchies to understand your marketplace's architectural taxonomy and item distributions
- Logistics Monitoring — List and inspect shipment records to track the fulfillment lifecycle of orders across your distributed seller network
- Webhooks & Events — Audit configured event subscriptions and webhooks to ensure your marketplace's automated integrations are functioning correctly
- Advanced Custom Queries — Execute ad-hoc sophisticated GraphQL queries using native syntax to fetch literal data points across any schema entity
The Marketplacer (Enterprise Marketplace Platform) MCP Server exposes 9 tools through the Vinkius. Connect it to LlamaIndex in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
How to Connect Marketplacer (Enterprise Marketplace Platform) to LlamaIndex via MCP
Follow these steps to integrate the Marketplacer (Enterprise Marketplace Platform) MCP Server with LlamaIndex.
Install dependencies
Run pip install llama-index-tools-mcp llama-index-llms-openai
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token
Run the agent
Save to agent.py and run: python agent.py
Explore tools
The agent discovers 9 tools from Marketplacer (Enterprise Marketplace Platform)
Why Use LlamaIndex with the Marketplacer (Enterprise Marketplace Platform) MCP Server
LlamaIndex provides unique advantages when paired with Marketplacer (Enterprise Marketplace Platform) through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine Marketplacer (Enterprise Marketplace Platform) tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain Marketplacer (Enterprise Marketplace Platform) tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query Marketplacer (Enterprise Marketplace Platform), a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what Marketplacer (Enterprise Marketplace Platform) tools were called, what data was returned, and how it influenced the final answer
Marketplacer (Enterprise Marketplace Platform) + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the Marketplacer (Enterprise Marketplace Platform) MCP Server delivers measurable value.
Hybrid search: combine Marketplacer (Enterprise Marketplace Platform) real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query Marketplacer (Enterprise Marketplace Platform) to augment indexed data with live information before generating user-facing responses
Knowledge base agents: build agents that maintain and update knowledge bases by periodically querying Marketplacer (Enterprise Marketplace Platform) for fresh data
Analytical workflows: chain Marketplacer (Enterprise Marketplace Platform) queries with LlamaIndex's data connectors to build multi-source analytical reports
Marketplacer (Enterprise Marketplace Platform) MCP Tools for LlamaIndex (9)
These 9 tools become available when you connect Marketplacer (Enterprise Marketplace Platform) to LlamaIndex via MCP:
get_advert
Get Marketplacer advert by node ID
get_invoice
Get Marketplacer invoice by node ID
graphql_query
Run standard GraphQL queries against Marketplacer endpoint
list_adverts
Use this tool to list product items. List Marketplacer adverts (products)
list_categories
List Marketplacer category taxonomies
list_invoices
Use this to track all registered orders on the platform. List Marketplacer invoices (orders)
list_sellers
Use to fetch vendor lists. List Marketplacer sellers/vendors
list_shipments
List Marketplacer shipments
list_webhooks
List Marketplacer webhooks (events subscription)
Example Prompts for Marketplacer (Enterprise Marketplace Platform) in LlamaIndex
Ready-to-use prompts you can give your LlamaIndex agent to start working with Marketplacer (Enterprise Marketplace Platform) immediately.
"List the last 5 invoices in my Marketplacer instance"
"Search for sellers containing 'Outdoor' in the network"
"Run a GraphQL query to fetch the 'legacyId' and 'title' for advert ID 'node-987'"
Troubleshooting Marketplacer (Enterprise Marketplace Platform) MCP Server with LlamaIndex
Common issues when connecting Marketplacer (Enterprise Marketplace Platform) to LlamaIndex through the Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpMarketplacer (Enterprise Marketplace Platform) + LlamaIndex FAQ
Common questions about integrating Marketplacer (Enterprise Marketplace Platform) MCP Server with LlamaIndex.
How does LlamaIndex connect to MCP servers?
Can I combine MCP tools with vector stores?
Does LlamaIndex support async MCP calls?
Connect Marketplacer (Enterprise Marketplace Platform) with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
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Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
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TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Marketplacer (Enterprise Marketplace Platform) to LlamaIndex
Get your token, paste the configuration, and start using 9 tools in under 2 minutes. No API key management needed.