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Ask Kodiak MCP Server for LangChain 7 tools — connect in under 2 minutes

Built by Vinkius GDPR 7 Tools Framework

LangChain is the leading Python framework for composable LLM applications. Connect Ask Kodiak through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.

Vinkius supports streamable HTTP and SSE.

python
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({
        "ask-kodiak": {
            "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 Ask Kodiak, show me what tools are available.",
            }]
        })
        print(response["messages"][-1].content)

asyncio.run(main())
Ask Kodiak
Fully ManagedVinkius Servers
60%Token savings
High SecurityEnterprise-grade
IAMAccess control
EU AI ActCompliant
DLPData protection
V8 IsolateSandboxed
Ed25519Audit chain
<40msKill switch
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 Ask Kodiak MCP Server

The Ask Kodiak MCP Server brings deep commercial insurance intelligence directly to your AI agent. Effortlessly search for insurance products, monitor carrier appetite, and manage industry classifications (NAICS) using simple natural language.

LangChain's ecosystem of 500+ components combines seamlessly with Ask Kodiak through native MCP adapters. Connect 7 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.

Key Features

  • Product Intelligence — Search across thousands of commercial insurance products based on eligibility, state, and classification.
  • Carrier Oversight — Access detailed information about insurance companies and their product portfolios.
  • Appetite Matching — Quickly identify which carriers have an appetite for specific risks or industries.
  • Classification Tools — Get NAICS code suggestions and search for industry classifications to ensure accurate risk assessment.
  • Real-time Data — Interface with the Ask Kodiak platform to get the most up-to-date insurance information.
  • Secure API Access — Uses industry-standard HTTP Basic Authentication with your Group ID and API Key.

The Ask Kodiak MCP Server exposes 7 tools through the Vinkius. Connect it to LangChain 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 Ask Kodiak to LangChain via MCP

Follow these steps to integrate the Ask Kodiak MCP Server with LangChain.

01

Install dependencies

Run pip install langchain langchain-mcp-adapters langgraph langchain-openai

02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

03

Run the agent

Save the code and run python agent.py

04

Explore tools

The agent discovers 7 tools from Ask Kodiak via MCP

Why Use LangChain with the Ask Kodiak MCP Server

LangChain provides unique advantages when paired with Ask Kodiak through the Model Context Protocol.

01

The largest ecosystem of integrations, chains, and agents. combine Ask Kodiak MCP tools with 500+ LangChain components

02

Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step

03

LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging

04

Memory and conversation persistence let agents maintain context across Ask Kodiak queries for multi-turn workflows

Ask Kodiak + LangChain Use Cases

Practical scenarios where LangChain combined with the Ask Kodiak MCP Server delivers measurable value.

01

RAG with live data: combine Ask Kodiak tool results with vector store retrievals for answers grounded in both real-time and historical data

02

Autonomous research agents: LangChain agents query Ask Kodiak, synthesize findings, and generate comprehensive research reports

03

Multi-tool orchestration: chain Ask Kodiak tools with web scrapers, databases, and calculators in a single agent run

04

Production monitoring: use LangSmith to trace every Ask Kodiak tool call, measure latency, and optimize your agent's performance

Ask Kodiak MCP Tools for LangChain (7)

These 7 tools become available when you connect Ask Kodiak to LangChain via MCP:

01

get_account_check

Verify Ask Kodiak account connection

02

get_company_products

List all products offered by a specific company

03

get_product

Get full appetite and details for an insurance product

04

list_classifications

Search for industry classifications

05

list_companies

List insurance carriers and companies

06

list_products

Search for commercial insurance products

07

suggest_naics

Get NAICS code suggestions based on a query

Example Prompts for Ask Kodiak in LangChain

Ready-to-use prompts you can give your LangChain agent to start working with Ask Kodiak immediately.

01

"List insurance products for NAICS code '541511' in New York."

02

"Suggest NAICS codes for a 'Software Development' business."

03

"Show me all products offered by carrier 'The Hartford'."

Troubleshooting Ask Kodiak MCP Server with LangChain

Common issues when connecting Ask Kodiak to LangChain through the Vinkius, and how to resolve them.

01

MultiServerMCPClient not found

Install: pip install langchain-mcp-adapters

Ask Kodiak + LangChain FAQ

Common questions about integrating Ask Kodiak MCP Server with LangChain.

01

How does LangChain connect to MCP servers?

Use langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.
02

Which LangChain agent types work with MCP?

All agent types including ReAct, OpenAI Functions, and custom agents work with MCP tools. The tools appear as standard LangChain tools after the adapter wraps them.
03

Can I trace MCP tool calls in LangSmith?

Yes. All MCP tool invocations appear as traced steps in LangSmith, showing input parameters, response payloads, latency, and token usage.

Connect Ask Kodiak to LangChain

Get your token, paste the configuration, and start using 7 tools in under 2 minutes. No API key management needed.