Ask Kodiak MCP Server for Commercial Insurance Intelligence

You’re running a business — or you’re about to start one. Maybe it’s a freelance design practice, a meal-kit delivery service, or a Shopify store that finally started making real money. At some point, someone tells you: “You need commercial insurance.” And then what? You call a broker who speaks in acronyms you’ve never heard, or you spend three hours on carrier websites that look like they were designed in 2004 and haven’t been updated since.

Here’s the thing nobody told you: your AI assistant can now query live commercial insurance data directly. Not generic advice about “what coverage small businesses need.” Actual product listings, real carrier appetite information, and industry classification codes — all pulled from a platform that brokers and underwriters pay for access to.

The Ask Kodiak MCP server does exactly that. It connects your AI client to thousands of commercial insurance products across dozens of carriers, with real-time data on which carriers are currently willing to write coverage for your specific industry in your state. The thesis I’m going to make here is blunt: commercial insurance intelligence has been gatekept behind broker relationships and proprietary portals for decades, and that gate is now open to anyone with an AI assistant.

I’ll also say the counterargument, because it matters. This tool won’t buy you a policy, quote you a price, or negotiate terms on your behalf. It’s a research layer — powerful one, but research nonetheless. If you’re looking for someone to bind coverage today, you still need a human in the loop. What Ask Kodiak gives you is the ability to walk into that conversation informed instead of intimidated.

Why Your AI Assistant Should Know About Insurance

Most people who use Claude Desktop, Cursor, or Windsurf daily are also running something — a side business, a consulting practice, a rental property, an e-commerce shop. You already trust your AI assistant to debug code, draft emails, and summarize documents. But when it comes to questions like “which carriers accept risk for software developers in Texas?” your AI gives you textbook answers instead of real data.

Ask Kodiak changes that dynamic. Through the Model Context Protocol, it plugs live commercial insurance intelligence directly into the chat interface you already use. No separate login. No carrier portal navigation. You just ask a question and get back structured product data from actual carriers — The Hartford, Chubb, and others in the Ask Kodiak platform.

The server carries a Gold trust tier on Vinkius (score: 85 out of 100), which means it’s been vetted for reliability and security. Every server page on Vinkius displays a Security Passport showing exactly what permissions the tool uses, so you know precisely what you’re connecting to before you click.

Ask Kodiak at a Glance

The server exposes seven tools that cover three areas: product search, carrier discovery, and industry classification. Here’s what they do in plain language:

get_product — Pull full details for a specific insurance product, including carrier appetite data, eligibility requirements, and classification info. This is the deep-dive tool — use it when you’ve found a product that looks relevant and want to understand exactly who qualifies.
list_products — Search across thousands of commercial insurance products. Filter by NAICS code, two-letter state code, or company name. This is your primary search entry point.
get_company_products — List every product a specific carrier offers. Requires a company ID. Useful when you want to audit a carrier’s full portfolio rather than searching across all carriers.
suggest_naics — Type a business description in plain English and get back matching NAICS (North American Industry Classification System) codes. This is the friendliest entry point if you don’t know industry classification codes offhand.
list_classifications — Browse the full taxonomy of industry classifications available in the system. Helps you understand what categories exist and how they’re organized.
list_companies — See every insurance carrier and company currently available in Ask Kodiak. No parameters needed — it’s a directory.
get_account_check — Verify your account connection is active and credentials are valid. A quick health check.

All seven tools are read-only. None of them modify data, submit applications, or execute transactions. That’s a feature, not a bug — you’re researching, not committing.

”Carrier Appetite” Explained for Humans

If you’ve never worked in insurance, the phrase “carrier appetite” probably means nothing to you. It should mean something, because it’s one of the most useful pieces of intelligence Ask Kodiak gives you access to.

Here’s what it means: every insurance carrier has a risk tolerance that shifts over time. The Hartford might be aggressively writing cyber liability policies for software companies in New York this quarter — they have “appetite” for that risk profile. Six months from now, after a wave of claims in that segment, they might pull back entirely. Meanwhile, Chubb could be expanding their appetite for the same exact coverage in the same state.

This data is normally proprietary. Brokers learn it through years of relationship-building with carrier representatives. Underwriters track it through internal dashboards and industry reports. It’s the kind of intelligence that separates someone who can find you any policy from someone who can find you the right policy at the right time.

Ask Kodiak surfaces this data through get_product, which returns full appetite details for individual products. You don’t need a broker relationship to see which carriers are currently receptive to your industry’s risk profile. You just need to know what to ask.

Try It — A Freelancer’s Insurance Question, Answered in Three Prompts

Let me walk through a concrete scenario because abstract descriptions of tools rarely stick.

Imagine you’re a freelance web developer based in Austin, Texas. A client just asked you to sign a contract that requires proof of professional liability insurance. You’ve never bought commercial insurance before. Here’s how you’d use Ask Kodiak through your AI assistant:

Step one — figure out your industry classification:

“Suggest NAICS codes for a ‘Software Development’ business.”

The suggest_naics tool returns 541511 (Custom Computer Programming Services) and 541512 (Computer Systems Design Services). You didn’t need to memorize six-digit classification codes. The tool translated your plain-English description into the industry standard terminology that insurance systems actually use.

Step two — search for products in your state:

“List insurance products for NAICS code ‘541511’ in New York.”

(Using New York as an example because it’s the sample data from Ask Kodiak, but you’d substitute ‘TX’ for Texas.) The list_products tool returns five matching products, including Technology Professional Liability and Cyber Risk Protection from major carriers. You now have a shortlist of actual policies that apply to your business type in your jurisdiction.

Step three — examine a specific product in detail:

“Get full details for the Technology Professional Liability product.”

The get_product tool pulls everything: carrier appetite data, eligibility requirements, classification info. You can see whether carriers are actively writing coverage for software developers right now, what terms they’re offering, and whether your business profile fits.

Three prompts. Three tools chained together. In a previous life, this would have required calling a broker, explaining your business, waiting for them to check carrier portals, and hoping they remembered to follow up. Now it takes about as long as reading this paragraph.

The Tools Behind the Intelligence

Let me be more specific about what makes each tool useful — not as API documentation, but as capabilities you can actually invoke through conversation.

suggest_naics is your starting point. Most people don’t know their NAICS code. They shouldn’t have to. This tool bridges the gap between “I run a restaurant” and “NAICS 722513 — Full-Service Restaurants.” It takes a natural language query about your business type and returns matching classification codes. Use this first, almost every time.

list_products is your search engine. Once you have a NAICS code (or a state code, or a company name), this tool filters across the entire product catalog. The listing data shows it handles state filtering with two-letter codes — ‘NY’, ‘CA’, ‘TX’ — so you can narrow results to your jurisdiction immediately. You’re not getting theoretical products; you’re getting what’s actually available where you are.

get_product is where the real intelligence lives. Carrier appetite data is proprietary information that brokers normally earn through years of carrier relationships. This tool returns it in a single query. When you’ve narrowed your search and found a product that looks relevant, get_product tells you whether carriers are actively writing coverage for your risk profile right now — not six months ago, not next quarter. Right now.

list_companies and get_company_products work as a discovery pair. Start with list_companies to see the full directory of carriers in Ask Kodiak. Then use get_company_products with a specific company ID to audit everything that carrier offers. The listing data shows a sample query for “The Hartford” returning twelve commercial products including General Liability, Workers’ Compensation, and Commercial Auto. This is how you understand a carrier’s breadth before deciding whether they’re worth investigating further.

list_classifications is the reference tool. If you want to browse the taxonomy — see what categories exist, understand how industries are classified — this is it. It’s not query-driven like suggest_naics; it’s exploratory. Use it when you’re building mental models about how insurance classification works rather than searching for a specific answer.

get_account_check is the health check. A single default action that confirms your API credentials are valid and the session is active. Run this if something feels wrong or before starting a research session to make sure everything’s connected.

Getting Connected in Five Minutes

You don’t need to host anything. Ask Kodiak runs on Vinkius Vurb infrastructure, which means the server is managed for you — no Docker containers, no process managers, no uptime monitoring.

Here’s what you actually do:

Get an Ask Kodiak account if you don’t have one already. Once logged in, navigate to Company Settings and find your Group ID and API Key in the API section.
Connect through Vinkius. Every MCP server on Vinkius is accessed through a single connection point — Vinkius Edge at https://edge.vinkius.com/YOUR_VINKIUS_TOKEN/mcp. One URL, one personal Connection Token (available in your Vinkius dashboard), that’s it. Vinkius Edge handles routing to the right server, manages authentication behind the scenes, and applies rate limits and security policies automatically. No vendor API keys to configure manually in your client.
Open your AI client — Claude Desktop, Cursor, VS Code, Windsurf, or any MCP-compatible client — and point it at the Vinkius Edge URL with your token.

That’s the entire setup. The Quick Connect flow on Vinkius provides guided instructions for each supported client if you want step-by-step directions. Try it at https://vinkius.com/apps/ask-kodiak-mcp to see the full server page, including the Security Passport and built-in capabilities list.

Once connected, your AI assistant gains access to all seven tools. You can verify the connection is working by asking it to run get_account_check — if credentials are valid, you’ll get a confirmation response. From there, you’re ready to start querying.

Where Ask Kodiak Draws the Line

I want to be honest about what this tool cannot do, because overstating capability destroys trust faster than understating it builds it.

It won’t buy policies for you. Ask Kodiak is a research and intelligence platform, not a purchasing channel. You can discover which carriers offer coverage for your business type in your state, see their appetite data, and understand eligibility requirements — but the actual quoting, binding, and policy issuance still happens through traditional channels. Brokers, agents, or direct carrier applications.

It doesn’t provide pricing. The product details include eligibility and appetite information, not premium estimates or rate quotes. If you’re looking for dollar figures, this tool won’t give them to you. Pricing requires underwriting your specific risk profile — payroll, revenue, claims history, location details — which goes beyond what a product catalog can surface.

Carrier appetite is directional, not deterministic. Just because a carrier has appetite for software developer liability in Texas doesn’t mean they’ll automatically accept your application. Appetite data tells you which risks carriers are currently willing to consider — it’s a signal of market conditions, not a guarantee of placement. Your specific business circumstances still matter.

It covers commercial insurance, not personal lines. If you’re looking for homeowners, auto, or life insurance products, this isn’t the tool. The catalog focuses on commercial coverage categories — General Liability, Professional Liability, Cyber Risk, Workers’ Compensation, Commercial Auto, and similar business-oriented products.

The data is read-only across all seven tools. None of get_product, list_products, suggest_naics, list_companies, get_company_products, list_classifications, or get_account_check modify anything. You can’t submit applications, save searches, or create accounts through the MCP interface. It’s an information retrieval layer, period.

These limitations aren’t flaws — they’re boundaries. Ask Kodiak does one thing well: it gives you access to commercial insurance intelligence that was previously locked behind broker relationships and proprietary portals. Knowing what it doesn’t do helps you use what it does do more effectively.

What This Is a Preview Of

Commercial insurance is the canary in the coal mine for a much bigger shift. If your AI assistant can now query live carrier data through an MCP server, what else can it access? Banking systems. Real estate records. Supply chain databases. Regulatory filings. The plumbing that makes this possible — the Model Context Protocol and platforms like Vinkius that manage the connections securely — is already in place.

The Ask Kodiak server proves a point that applies far beyond insurance: AI assistants are transitioning from conversation partners to tools that interact with real-world systems. That transition wasn’t going to happen through chatbots alone. It’s happening through agents that can query live data on demand, and MCP servers are the infrastructure making it possible.

You don’t need to be an insurance broker to benefit from this. You just need to be someone who runs something — a business, a practice, a project — and wants your AI assistant to give you answers grounded in real data instead of generic advice. The tools are there. The connection takes five minutes. The question is what you’re going to ask them first.