Kong Gateway MCP Server for LangChainGive LangChain instant access to 40 tools to Create Certificate, Create Consumer, Create Plugin, and more
LangChain is the leading Python framework for composable LLM applications. Connect Kong Gateway 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 Kong Gateway MCP Server for LangChain is a standout in the Friends Mcp category — giving your AI agent 40 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
import 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({
"kong-gateway": {
"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 Kong Gateway, 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 Kong Gateway MCP Server
Connect your Kong Gateway Admin API to any AI agent and take full control of your API management lifecycle through natural conversation.
LangChain's ecosystem of 500+ components combines seamlessly with Kong Gateway through native MCP adapters. Connect 40 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
- Services & Routes — List, create, and update upstream services and their associated routing rules to manage traffic flow.
- Consumer Management — Query and manage API consumers, allowing you to track users and applications interacting with your gateway.
- Plugin Configuration — Inspect and manage plugins for authentication, rate limiting, and logging across your services and routes.
- Upstreams & Targets — Configure load balancing by managing upstreams and their health-checked targets.
- SSL/TLS Management — List and update certificates and SNIs to ensure secure communication across your endpoints.
- System Health — Retrieve real-time status and information about your Kong instance to monitor performance.
The Kong Gateway MCP Server exposes 40 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 40 Kong Gateway tools available for LangChain
When LangChain connects to Kong Gateway through Vinkius, your AI agent gets direct access to every tool listed below — spanning api-gateway, microservices, traffic-management, 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.
Create certificate on Kong Gateway
Create a new Kong Certificate
Create consumer on Kong Gateway
Create a new Kong Consumer
Create plugin on Kong Gateway
Create a new Kong Plugin
Create route on Kong Gateway
Create a new Kong Route
Create service on Kong Gateway
Create a new Kong Service
Create sni on Kong Gateway
Create a new Kong SNI
Create target on Kong Gateway
Create a new Target for an Upstream
Create upstream on Kong Gateway
Create a new Kong Upstream
Delete certificate on Kong Gateway
Delete a Kong Certificate
Delete consumer on Kong Gateway
Delete a Kong Consumer
Delete plugin on Kong Gateway
Delete a Kong Plugin
Delete route on Kong Gateway
Delete a Kong Route
Delete service on Kong Gateway
Delete a Kong Service
Delete sni on Kong Gateway
Delete a Kong SNI
Delete target on Kong Gateway
Delete a Target from an Upstream
Delete upstream on Kong Gateway
Delete a Kong Upstream
Get certificate on Kong Gateway
Get details for a specific Kong Certificate
Get consumer on Kong Gateway
Get details for a specific Kong Consumer
Get info on Kong Gateway
Retrieve general information about the Kong node
Get plugin on Kong Gateway
Get details for a specific Kong Plugin
Get route on Kong Gateway
Get details for a specific Kong Route
Get service on Kong Gateway
Get details for a specific Kong Service
Get sni on Kong Gateway
Get details for a specific Kong SNI
Get status on Kong Gateway
Retrieve the status of the Kong node
Get upstream on Kong Gateway
Get details for a specific Kong Upstream
List certificates on Kong Gateway
List all Kong Certificates
List consumers on Kong Gateway
List all Kong Consumers
List plugins on Kong Gateway
List all Kong Plugins
List routes on Kong Gateway
List all Kong Routes
List services on Kong Gateway
List all Kong Services
List snis on Kong Gateway
List all Kong SNIs
List targets on Kong Gateway
List all Targets for an Upstream
List upstreams on Kong Gateway
List all Kong Upstreams
Update certificate on Kong Gateway
Update an existing Kong Certificate
Update consumer on Kong Gateway
Update an existing Kong Consumer
Update plugin on Kong Gateway
Update an existing Kong Plugin
Update route on Kong Gateway
Update an existing Kong Route
Update service on Kong Gateway
Update an existing Kong Service
Update sni on Kong Gateway
Update an existing Kong SNI
Update upstream on Kong Gateway
Update an existing Kong Upstream
Connect Kong Gateway to LangChain via MCP
Follow these steps to wire Kong Gateway 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 Kong Gateway MCP Server
LangChain provides unique advantages when paired with Kong Gateway through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents. combine Kong Gateway 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 Kong Gateway queries for multi-turn workflows
Kong Gateway + LangChain Use Cases
Practical scenarios where LangChain combined with the Kong Gateway MCP Server delivers measurable value.
RAG with live data: combine Kong Gateway tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query Kong Gateway, synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain Kong Gateway tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every Kong Gateway tool call, measure latency, and optimize your agent's performance
Example Prompts for Kong Gateway in LangChain
Ready-to-use prompts you can give your LangChain agent to start working with Kong Gateway immediately.
"List all services currently configured in Kong."
"Create a new service named 'auth-api' pointing to 'http://auth.internal'."
"What is the current status of my Kong Gateway node?"
Troubleshooting Kong Gateway MCP Server with LangChain
Common issues when connecting Kong Gateway to LangChain through Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersKong Gateway + LangChain FAQ
Common questions about integrating Kong Gateway 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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