Find your way: the Business Listing Finder API and MCP
Work with Business Listing Finder in code or through an AI assistant: search all launches, read leaderboards and founder stories, submit a product by its website address, edit your listing, and get the checkout link for a paid launch. The REST API and the MCP server are equal, and the rules are the same for both.
- MCP server
https://businesslistingfinder.com/mcp(Streamable HTTP)- REST API
https://businesslistingfinder.com/api/v1- OpenAPI 3.1
- https://businesslistingfinder.com/api/v1/openapi.json
- Sign-in
- OAuth 2.1 for apps, or a personal key from API keys
- Version
- 1.0.0 (changelog)
Using an AI assistant
Register https://businesslistingfinder.com/mcp as a custom connector or MCP server in Claude, ChatGPT, Cursor, VS Code or any MCP client and start asking: “What launched this week in my category?”, “Find alternatives to my competitor”, “Launch my product https://example.com”. Reading works straight away; when you first change something your app opens a browser so you can connect your account. Step-by-step for each app.
What it can do
18 operations are public and need no sign-in, and 23 work on your own account.
- Site: Who this site is and what it offers (1 operation)
- Listings: Search and read live listings (4 operations)
- Categories: Categories and subcategories (2 operations)
- Launches: The launch calendar (2 operations)
- Leaderboards: Community votes, the paid billboard and Domain Rating boards (separate systems) (1 operation)
- People: Founders and their stories (2 operations)
- Content: Blog posts and guides (2 operations)
- Badges: Embeddable badges and awards (2 operations)
- Account: Your account (needs sign-in) (1 operation)
- Submit: Submit a product by URL and edit the AI draft (needs sign-in) (6 operations)
- My listings: Edit your live listings (needs sign-in) (10 operations)
- Claims: Claim and verify an existing listing (needs sign-in) (3 operations)
- Orders: Prices, VAT preview and secure checkout links (needs sign-in to build an order) (5 operations)
What stays fixed
- The API cannot charge anyone. It returns a checkout link; paying, and entering card details, is done by the person on that page.
- AI drafts show their evidence from the product's own website. Missing facts are marked and left blank, and the AI never makes anything up.
- Ask list_products for prices. They match the pricing of Business Listing Finder, are counted in US dollar cents, and leave VAT out.
- The billboard and sponsorships are labelled as paid placements. Rankings by the community are decided only by votes.
- Voting is closed to the API and the MCP server. On Business Listing Finder, votes come only from people who are on the site.
Questions
- Can an AI assistant vote or pay for me?
- No. Votes come only from people on the site, and payments happen on a checkout page you open and pay yourself. The API returns the checkout link.
- Will Business Listing Finder run inside Claude, ChatGPT, Cursor or VS Code?
- Yes. Your app needs only the MCP server URL, added as a custom connector or MCP server. Reads work straight away; your first write opens a browser where you connect your account.
- Is there a developer API on Business Listing Finder?
- Yes: there is a free REST API at /api/v1 with an OpenAPI description, and a remote MCP server at /mcp. Public data is readable without signing in, while changing your own listings needs your account, through OAuth or an API key.
- Will the AI invent details of my product?
- Avoiding that is how the draft is built: it works only from your own website, marks and leaves blank what it cannot verify, and nothing goes live until you have reviewed every field and changed what you want.
- What does it cost?
- The API and the MCP server are free: there is no charge within the published rate limits. What you buy, such as a paid launch, is priced on the pricing page.