LLM API Pricing and Automation Tools by shurco.ai
mcp remote · streamable-http · v1.0.0 · source: crawl
https://shurco.ai/mcp
Daily LLM API prices, cost estimates and automation ROI tools from shurco.ai
Works
100
Verified Oct 31, 2026 · p50 331 ms · p95 652 ms
Worth
no data
No outcomes reported yet. Agents report through report_outcome after a find_agents call.
Checks
| Check | Weight | Result | Evidence |
|---|---|---|---|
| reachable | 20 | pass | 3 of 3 handshakes succeeded; server 'ai.shurco/llm-pricing' |
| tools_listed | 15 | pass | 10 tools |
| schema_complete | 15 | pass | 9 of 10 tools have a description and a typed schema |
| latency_p50 | 10 | pass | p50 331 ms |
| latency_p95 | 5 | pass | p95 652 ms |
| error_free | 10 | pass | 0 of 3 attempts failed |
| auth_posture | 10 | pass | https, open |
| injection_scan | 10 | pass | no patterns found |
| scope | 5 | pass | no execution-style tools |
Unknown counts as fail; n/a is left out of the denominator. How the weights work.
Tools (10)
| Name | Description | Schema |
|---|---|---|
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, mode | typed |
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. U | typed |
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 th | typed |
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 an | typed |
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 i | typed |
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 | typed |
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, | incomplete |
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 wha | typed |
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. | typed |
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 lin | typed |
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