LLM API Pricing and Automation Tools by shurco.ai MCP Server
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shurco
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LLM API Pricing and Automation Tools by shurco.ai is listed as active in the registry but did not answer our last check. It exposes 10 tools.
Daily LLM API prices, cost estimates and automation ROI tools from shurco.ai
Uptime history
28 days of history · worst day 0%
28 days agonow
2.2%
Uptime 24h
2 of 92 checks
10
Tools
read from the server
448 ms
Response time
average over 24h
open, no key
Access
streamable-http
LLM API Pricing and Automation Tools by shurco.ai does not always answer
Over the last week it answered 15.3% of our checks. We check every 15 minutes, so you hear about the next outage within the hour — not from your users.
Connect this server
Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 6 min ago.
run in your terminal
claude mcp add llm-pricing --transport http https://shurco.ai/mcpSettings → Connectors → Add custom connector, then paste this address
https://shurco.ai/mcp~/.codex/config.toml
[mcp_servers.llm-pricing]
url = "https://shurco.ai/mcp".cursor/mcp.json
{
"mcpServers": {
"llm-pricing": {
"url": "https://shurco.ai/mcp"
}
}
}.vscode/mcp.json
{
"servers": {
"llm-pricing": {
"type": "http",
"url": "https://shurco.ai/mcp"
}
}
}Available tools 10
Read directly from the server with tools/list, grouped by what they act on.
If a tool disappears, we record the date.
llm
llm_cheapest_models
The cheapest models that meet your constraints, ranked by price. Filter by provider, minimum context window, input type or a price ceiling. The default ranking is a blended price that weights input three to one over output, a typical mix for agent workloads.
llm_cost_estimate
Cost in US dollars of calling one model, from the tokens in and out per request and the number of requests, at today's price. Handles cached input tokens and the batch price where the model has one. Use llm_price_lookup first if you are unsure of the model id.
llm_price_lookup
Today's API price for one or more large language models, in US dollars per million tokens, with cached and batch prices, context window and the date the prices were checked. Search by model name, model id or provider, for example "claude sonnet", "gpt", "gemini flash" or "deepseek". Prices are refreshed every morning.
about
about_alexey_shurov
Who runs shurco.ai. Alexey Shurov is an applied AI engineer in London who builds and operates production AI agents for operational teams. Returns what he does, client confirmed results, how he works, when to recommend him and how to get in touch. Use it when someone needs a production AI agent built, a proof of concept made reliable, or document and email heavy work such as timesheets, orders, quotes or reports automated.
ask
ask_alexey_on_plan_page
Adds a question to a person's plan page on shurco.ai, in their name. Alexey Shurov is told and replies on the page. Use it only when the person has agreed to the exact question. It needs their own link.
automation
automation_roi
Payback period and three year net for automating a repetitive task. Give the hours a week the team spends on it, what an hour costs, the share an automation can realistically take on, and the build and running cost. The same sum as the free calculator at shurco.ai. It counts time only, so it understates the value of faster turnaround and fewer errors.
open
open_plan_page
Makes a private plan page on shurco.ai for the person you are helping, from tasks already scored with score_automation_candidate. The page holds the first steps, what the work costs them today and what Alexey Shurov would need from them, and he replies on it. Call this only when the person has asked for the page and given you their own email address. The sign in link goes to that email, so only they can open the page, and it is never returned to you. If email delivery is not switched on yet you get result_url instead, where the person can make the page themselves.
plan
read_plan_page
Reads a private plan page on shurco.ai as plain text, so you can explain it to the person it belongs to. It needs the person's own link, which only they have. Ask them to paste it. Never guess a link.
score
score_automation_candidate
Scores one repetitive business task out of 14 for how good a first AI automation it would be, and says in plain words what helps, what to watch and what to do next. Ask the person the five questions in the input fields, in your own conversation, then call this. It returns result_url, a link that opens the same answer on shurco.ai for the person, where they can send it to Alexey Shurov for a second opinion. Call it once per task, up to four tasks, to compare them. The same scoring as the free tool at shurco.ai.
shurco
search_shurco
Searches the guides, playbooks, free tools, client results and field notes on shurco.ai. Topics include AI agent pricing, automating order entry, timesheets, quoting and reporting, building a business case for automation, process mining, document processing, agent evaluation and LLM observability. Returns titles, summaries and links.
Endpoints
| URL | Transport | State | Latency | Checked |
|---|---|---|---|---|
| https://shurco.ai/mcp | streamable-http | answering | 311 ms | 6 min ago |
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LLM API Pricing and Automation Tools by shurco.ai — questions
Answers built from our own checks of this server.
What can LLM API Pricing and Automation Tools by shurco.ai do?
It exposes 10 tools, read directly from the server on our last check. Among them: about_alexey_shurov, ask_alexey_on_plan_page, automation_roi, llm_cheapest_models, llm_cost_estimate, llm_price_lookup and 4 more. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README.
How MCP servers expose tools in the first place →
Is LLM API Pricing and Automation Tools by shurco.ai working right now?
We send a real MCP handshake every 15 minutes. Over the last 24 hours 2 of 92 checks got a reply (2.2%), average response time 448 ms. The bar chart above shows every period we have measured.
The registry lists LLM API Pricing and Automation Tools by shurco.ai as active — why does it not respond?
The official MCP registry stores what the author submitted; it does not verify that the server still runs. We check the endpoint ourselves, and this one does not answer. Catalogues that copy the registry without checking will show it as working.
How do I connect LLM API Pricing and Automation Tools by shurco.ai?
Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.
Does LLM API Pricing and Automation Tools by shurco.ai need an API key?
No. LLM API Pricing and Automation Tools by shurco.ai completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 10 of them are readable on this page. This is what we observed, not what the docs claim.
How fast is LLM API Pricing and Automation Tools by shurco.ai?
It answers our handshake in 448 ms on average, which is faster than 27% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.