Apache APISIX MCP Server for LangChainGive LangChain instant access to 50 tools to Delete Consumer, Delete Consumer Group, Delete Global Rule, and more
GDPR Free for SubscribersLangChain is the leading Python framework for composable LLM applications. Connect Apache APISIX through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.
Ask AI about this MCP Server for LangChain
The Apache APISIX MCP Server for LangChain is a standout in the Loved By Devs category — giving your AI agent 50 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
Geminiimport asyncio
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
async with MultiServerMCPClient({
"apache-apisix": {
"transport": "streamable_http",
"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
}
}) as client:
tools = client.get_tools()
agent = create_react_agent(
ChatOpenAI(model="gpt-4o"),
tools,
)
response = await agent.ainvoke({
"messages": [{
"role": "user",
"content": "Using Apache APISIX, show me what tools are available.",
}]
})
print(response["messages"][-1].content)
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 Apache APISIX MCP Server
Connect your Apache APISIX instance to any AI agent to orchestrate high-performance traffic management through natural language.
LangChain's ecosystem of 500+ components combines seamlessly with Apache APISIX through native MCP adapters. Connect 50 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.
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 LangChain 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 LangChain
When LangChain 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 consumer on Apache APISIX
Delete an APISIX Consumer
Delete consumer group on Apache APISIX
Delete an APISIX Consumer Group
Delete global rule on Apache APISIX
Delete an APISIX Global Rule
Delete plugin config on Apache APISIX
Delete an APISIX Plugin Config
Delete proto on Apache APISIX
Delete an APISIX Proto
Delete route on Apache APISIX
Delete an APISIX Route
Delete service on Apache APISIX
Delete an APISIX Service
Delete ssl on Apache APISIX
Delete an APISIX SSL certificate
Delete stream route on Apache APISIX
Delete an APISIX Stream Route
Delete upstream on Apache APISIX
Delete an APISIX Upstream
Dump control discovery on Apache APISIX
Memory dump of discovered service endpoints
Dump control plugin metadatas on Apache APISIX
Dump all plugin metadata from the Control API
Dump control routes on Apache APISIX
Dump all configured Routes from the Control API
Dump control services on Apache APISIX
Dump all configured Services from the Control API
Dump control upstreams on Apache APISIX
Dump all configured Upstreams from the Control API
Get consumer on Apache APISIX
Get a specific APISIX Consumer by username
Get consumer group on Apache APISIX
Get a specific APISIX Consumer Group by ID
Get control healthcheck on Apache APISIX
Get health status of all upstream nodes
Get control resource healthcheck on Apache APISIX
Get health status for a specific resource
Get control schema on Apache APISIX
Get JSON schemas for all resources and enabled plugins
Get global rule on Apache APISIX
Get a specific APISIX Global Rule by ID
Get plugin config on Apache APISIX
Get a specific APISIX Plugin Config by ID
Get proto on Apache APISIX
Get a specific APISIX Proto by ID
Get route on Apache APISIX
Get a specific APISIX Route by ID
Get service on Apache APISIX
Get a specific APISIX Service by ID
Get ssl on Apache APISIX
Get a specific APISIX SSL certificate by ID
Get stream route on Apache APISIX
Get a specific APISIX Stream Route by ID
Get upstream on Apache APISIX
Get a specific APISIX Upstream by ID
List consumer groups on Apache APISIX
List APISIX Consumer Groups
List consumers on Apache APISIX
List APISIX Consumers
List global rules on Apache APISIX
List APISIX Global Rules
List plugin configs on Apache APISIX
List APISIX Plugin Configs
List protos on Apache APISIX
List APISIX Protos (Protocol Buffers)
List routes on Apache APISIX
List APISIX Routes
List services on Apache APISIX
List APISIX Services
List ssls on Apache APISIX
List APISIX SSL certificates
List stream routes on Apache APISIX
List APISIX Stream Routes (L4 routing)
List upstreams on Apache APISIX
List APISIX Upstreams
Put consumer on Apache APISIX
Create or update an APISIX Consumer
Put consumer group on Apache APISIX
Create or update an APISIX Consumer Group
Put global rule on Apache APISIX
Create or update an APISIX Global Rule
Put plugin config on Apache APISIX
Create or update an APISIX Plugin Config
Put proto on Apache APISIX
Create or update an APISIX Proto
Put route on Apache APISIX
Create or update an APISIX Route
Put service on Apache APISIX
Create or update an APISIX Service
Put ssl on Apache APISIX
Create or update an APISIX SSL certificate
Put stream route on Apache APISIX
Create or update an APISIX Stream Route
Put upstream on Apache APISIX
Create or update an APISIX Upstream
Reload control plugins on Apache APISIX
Trigger a hot reload of plugins
Trigger control gc on Apache APISIX
Trigger full garbage collection in the HTTP Lua VM
Connect Apache APISIX to LangChain via MCP
Follow these steps to wire Apache APISIX into LangChain. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.
Install dependencies
pip install langchain langchain-mcp-adapters langgraph langchain-openaiReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenRun the agent
python agent.pyExplore tools
Why Use LangChain with the Apache APISIX MCP Server
LangChain provides unique advantages when paired with Apache APISIX through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents. combine Apache APISIX MCP tools with 500+ LangChain components
Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step
LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging
Memory and conversation persistence let agents maintain context across Apache APISIX queries for multi-turn workflows
Apache APISIX + LangChain Use Cases
Practical scenarios where LangChain combined with the Apache APISIX MCP Server delivers measurable value.
RAG with live data: combine Apache APISIX tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query Apache APISIX, synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain Apache APISIX tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every Apache APISIX tool call, measure latency, and optimize your agent's performance
Example Prompts for Apache APISIX in LangChain
Ready-to-use prompts you can give your LangChain agent to start working with Apache APISIX immediately.
"List all active routes in my APISIX gateway."
"Show me the configuration for upstream ID 'backend-cluster'."
"List all consumers to check who has access to the API."
Troubleshooting Apache APISIX MCP Server with LangChain
Common issues when connecting Apache APISIX to LangChain through Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersApache APISIX + LangChain FAQ
Common questions about integrating Apache APISIX MCP Server with LangChain.
How does LangChain connect to MCP servers?
langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.Which LangChain agent types work with MCP?
Can I trace MCP tool calls in LangSmith?
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