okaneland-mcp
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@okaneland-mcp Find AI writing tool prices and margin analysis for $20/mo."
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
@okaneland/mcp
A small Model Context Protocol server that gives AI agents two things from Okane Land:
Tool | What it does |
| Current, human-verified pricing for 100+ AI tools solo builders use, with what's free, what a real month costs, the gotcha, and the last-verified date. Fetched live from the maintained price index. |
| Turns an AI product's MRR into what you actually keep after the token bill, card fees, failed payments, refunds, and tax, plus the break-even price and usage cap. |
It runs on the user's machine over stdio, so there is nothing to host. get_ai_tool_prices fetches the public /api/v1/prices.json at call time, so the data is always as fresh as the site's monthly re-verification.
Install
Add it to your MCP client's config (Claude Desktop, Cursor, Windsurf, and others use the same shape):
{
"mcpServers": {
"okaneland": {
"command": "npx",
"args": ["-y", "@okaneland/mcp"]
}
}
}Restart the client. The two tools appear in any agent you run there.
Related MCP server: Model Price Watch
Example
You: I want a $20/mo AI writing tool on Claude Sonnet. What do similar tools charge, and would $20 keep money at 500 users?
The agent calls get_ai_tool_prices and calculate_ai_margin, then answers from real data: comparable tools charge more, and at 500 users on a Sonnet-class blend you keep about $3,260/mo (33%), staying profitable down to a $12.25 price or up to 3.3M tokens per user.
Tool reference
get_ai_tool_prices
Inputs (all optional): category, query, id, limit. Returns the matching tool rows plus the index's updated date, method, and source page.
calculate_ai_margin
Inputs: pricePerMonth, payingCustomers, blendedTokenPricePerM, tokensPerUserM, and optional monthlyChurnPct (6.1), intlCardPct (40), vatPct (0), failedPaymentsPct (9), refundsPct (3). Returns gross, tokenBill, cardFees, failedPayments, refunds, tax, keep, keepPct, perCustomerKeep, customersReplacedMonthly, breakEvenPrice, breakEvenTokensPerUserM, and tokenCostExceedsPrice.
Privacy
The server fetches only the public price index over HTTPS and sends nothing about you. The margin calculation runs entirely locally.
Develop
npm install
npm run build # tsc -> dist/
npm test # unit tests pin the margin math to the web calculator
npm run smoke # spins up the server, runs the MCP handshake, calls both toolsThe margin math in src/margin.ts is a port of Okane Land's margin calculator; src/margin.test.ts pins its known-good outputs so the two cannot silently drift.
Disclaimer
Numbers are directional, not financial advice.
License
MIT
Available Tools
2 toolscalculate_ai_marginA
Turn an AI product's MRR into what the builder actually keeps after the token bill, card processing fees, failed payments, refunds, and sales tax. Also returns the break-even price and the break-even usage cap (tokens per user), the per-customer margin, and a flag when a flat price sits below its own token cost. A metered token bill is owed even past revenue, so a loss is unbounded (not floored at the gross). All monetary values are USD per month. Mirrors Okane Land's margin calculator; directional, not financial advice.
Inputs: pricePerMonth (required), tokensPerUserM (required), payingCustomers (required), blendedTokenPricePerM (required), +5 more.
get_ai_tool_pricesA
Current, human-verified pricing for 100+ AI tools that solo builders use (coding agents, editors and assistants, app and UI builders, frameworks and APIs, local models, marketing and content, sales and automation, search and research, review/test/secure, workflow and ops). For each tool it returns: what is free, the entry paid plan, what a real working month actually costs, per-unit costs, the gotcha to watch, and the date the row was last verified. Source: Okane Land's maintained price index (okaneland.com). Filter by category, a free-text query, or an exact tool id. Valid categories: 'Agents & terminal', 'App & UI builders', 'Editors & assistants', 'Frameworks & APIs', 'Local models', 'Marketing & content', 'Review, test & secure', 'Sales & automation', 'Search & research', 'Workflow & ops'.
Inputs: id, limit, query, category.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
Loading tool schema changelog…
TDQS
Scored across 2 tools
The two tools serve clearly distinct purposes: one retrieves pricing data, the other calculates margins. No overlap or confusion.
Both tool names follow a consistent verb_noun pattern in snake_case ('get_ai_tool_prices', 'calculate_ai_margin'), making them predictable and easy to understand.
With only 2 tools, the server is minimal but focused on a specific niche (AI tool pricing and margin analysis). It covers the core functionality without being overly thin.
The tool set covers the primary needs: retrieving price data and calculating margins. Minor gaps like a category listing tool are mitigated by the filtering capabilities.
Maintenance
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Verified, dated prices for 293 AI APIs in 45 markets: LLMs, GPUs, speech, video and more.
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