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Apache APISIX MCP Server for LlamaIndexGive LlamaIndex instant access to 50 tools to Delete Consumer, Delete Consumer Group, Delete Global Rule, and more

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LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Apache APISIX as an MCP tool provider through Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.

Ask AI about this MCP Server for LlamaIndex

The Apache APISIX MCP Server for LlamaIndex is a standout in the Loved By Devs category — giving your AI agent 50 tools to work with, ready to go from day one.

Built for AI Agents by Vinkius

Vinkius delivers Streamable HTTP and SSE to any MCP client

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python
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 Apache APISIX. "
            "You have 50 tools available."
        ),
    )

    response = await agent.run(
        "What tools are available in Apache APISIX?"
    )
    print(response)

asyncio.run(main())
Apache APISIX
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Stream every event to Splunk, Datadog, or your own webhook in real-time

* 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 Apache APISIX MCP Server

Connect your Apache APISIX instance to any AI agent to orchestrate high-performance traffic management through natural language.

LlamaIndex agents combine Apache APISIX tool responses with indexed documents for comprehensive, grounded answers. Connect 50 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

  • Route Orchestration — List, inspect, create, or delete routes to match client requests and forward them to target upstreams.
  • Service Abstraction — Manage service entities that group common plugins and upstream configurations for easier API maintenance.
  • Upstream Management — Configure virtual host abstractions for load balancing, including node management and health checks.
  • Consumer Control — List and manage API consumers to handle authentication and per-user rate limiting.
  • Configuration as Conversation — Update complex JSON configurations for any gateway resource without manually using CURL or the Dashboard.

The Apache APISIX MCP Server exposes 50 tools through the Vinkius. Connect it to LlamaIndex in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

All 50 Apache APISIX tools available for LlamaIndex

When LlamaIndex connects to Apache APISIX through Vinkius, your AI agent gets direct access to every tool listed below — spanning api-gateway, traffic-management, cloud-native, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.

delete

Delete consumer on Apache APISIX

Delete an APISIX Consumer

delete

Delete consumer group on Apache APISIX

Delete an APISIX Consumer Group

delete

Delete global rule on Apache APISIX

Delete an APISIX Global Rule

delete

Delete plugin config on Apache APISIX

Delete an APISIX Plugin Config

delete

Delete proto on Apache APISIX

Delete an APISIX Proto

delete

Delete route on Apache APISIX

Delete an APISIX Route

delete

Delete service on Apache APISIX

Delete an APISIX Service

delete

Delete ssl on Apache APISIX

Delete an APISIX SSL certificate

delete

Delete stream route on Apache APISIX

Delete an APISIX Stream Route

delete

Delete upstream on Apache APISIX

Delete an APISIX Upstream

dump

Dump control discovery on Apache APISIX

Memory dump of discovered service endpoints

dump

Dump control plugin metadatas on Apache APISIX

Dump all plugin metadata from the Control API

dump

Dump control routes on Apache APISIX

Dump all configured Routes from the Control API

dump

Dump control services on Apache APISIX

Dump all configured Services from the Control API

dump

Dump control upstreams on Apache APISIX

Dump all configured Upstreams from the Control API

get

Get consumer on Apache APISIX

Get a specific APISIX Consumer by username

get

Get consumer group on Apache APISIX

Get a specific APISIX Consumer Group by ID

get

Get control healthcheck on Apache APISIX

Get health status of all upstream nodes

get

Get control resource healthcheck on Apache APISIX

Get health status for a specific resource

get

Get control schema on Apache APISIX

Get JSON schemas for all resources and enabled plugins

get

Get global rule on Apache APISIX

Get a specific APISIX Global Rule by ID

get

Get plugin config on Apache APISIX

Get a specific APISIX Plugin Config by ID

get

Get proto on Apache APISIX

Get a specific APISIX Proto by ID

get

Get route on Apache APISIX

Get a specific APISIX Route by ID

get

Get service on Apache APISIX

Get a specific APISIX Service by ID

get

Get ssl on Apache APISIX

Get a specific APISIX SSL certificate by ID

get

Get stream route on Apache APISIX

Get a specific APISIX Stream Route by ID

get

Get upstream on Apache APISIX

Get a specific APISIX Upstream by ID

list

List consumer groups on Apache APISIX

List APISIX Consumer Groups

list

List consumers on Apache APISIX

List APISIX Consumers

list

List global rules on Apache APISIX

List APISIX Global Rules

list

List plugin configs on Apache APISIX

List APISIX Plugin Configs

list

List protos on Apache APISIX

List APISIX Protos (Protocol Buffers)

list

List routes on Apache APISIX

List APISIX Routes

list

List services on Apache APISIX

List APISIX Services

list

List ssls on Apache APISIX

List APISIX SSL certificates

list

List stream routes on Apache APISIX

List APISIX Stream Routes (L4 routing)

list

List upstreams on Apache APISIX

List APISIX Upstreams

put

Put consumer on Apache APISIX

Create or update an APISIX Consumer

put

Put consumer group on Apache APISIX

Create or update an APISIX Consumer Group

put

Put global rule on Apache APISIX

Create or update an APISIX Global Rule

put

Put plugin config on Apache APISIX

Create or update an APISIX Plugin Config

put

Put proto on Apache APISIX

Create or update an APISIX Proto

put

Put route on Apache APISIX

Create or update an APISIX Route

put

Put service on Apache APISIX

Create or update an APISIX Service

put

Put ssl on Apache APISIX

Create or update an APISIX SSL certificate

put

Put stream route on Apache APISIX

Create or update an APISIX Stream Route

put

Put upstream on Apache APISIX

Create or update an APISIX Upstream

reload

Reload control plugins on Apache APISIX

Trigger a hot reload of plugins

trigger

Trigger control gc on Apache APISIX

Trigger full garbage collection in the HTTP Lua VM

Connect Apache APISIX to LlamaIndex via MCP

Follow these steps to wire Apache APISIX into LlamaIndex. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.

01

Install dependencies

Run pip install llama-index-tools-mcp llama-index-llms-openai
02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token
03

Run the agent

Save to agent.py and run: python agent.py
04

Explore tools

The agent discovers 50 tools from Apache APISIX

Why Use LlamaIndex with the Apache APISIX MCP Server

LlamaIndex provides unique advantages when paired with Apache APISIX through the Model Context Protocol.

01

Data-first architecture: LlamaIndex agents combine Apache APISIX tool responses with indexed documents for comprehensive, grounded answers

02

Query pipeline framework lets you chain Apache APISIX tool calls with transformations, filters, and re-rankers in a typed pipeline

03

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

04

Observability integrations show exactly what Apache APISIX tools were called, what data was returned, and how it influenced the final answer

Apache APISIX + LlamaIndex Use Cases

Practical scenarios where LlamaIndex combined with the Apache APISIX MCP Server delivers measurable value.

01

Hybrid search: combine Apache APISIX real-time data with embedded document indexes for answers that are both current and comprehensive

02

Data enrichment: query Apache APISIX to augment indexed data with live information before generating user-facing responses

03

Knowledge base agents: build agents that maintain and update knowledge bases by periodically querying Apache APISIX for fresh data

04

Analytical workflows: chain Apache APISIX queries with LlamaIndex's data connectors to build multi-source analytical reports

Example Prompts for Apache APISIX in LlamaIndex

Ready-to-use prompts you can give your LlamaIndex agent to start working with Apache APISIX immediately.

01

"List all active routes in my APISIX gateway."

02

"Show me the configuration for upstream ID 'backend-cluster'."

03

"List all consumers to check who has access to the API."

Troubleshooting Apache APISIX MCP Server with LlamaIndex

Common issues when connecting Apache APISIX to LlamaIndex through Vinkius, and how to resolve them.

01

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

Apache APISIX + LlamaIndex FAQ

Common questions about integrating Apache APISIX MCP Server with LlamaIndex.

01

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.
02

Can I combine MCP tools with vector stores?

Yes. LlamaIndex agents can query Apache APISIX tools and vector store indexes in the same turn, combining real-time and embedded data for grounded responses.
03

Does LlamaIndex support async MCP calls?

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

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