com.aivshire/site
Description
AI vs Hire: the site's own MCP server — calculator, enquiry (enquiry = a human handoff, not a...
What our measurements say
com.aivshire/site is a remote MCP server published at aivshire.com. It has been probed 8 times since 9/12/2026. It answered in 8 of them (100.0%), a near-uninterrupted record. Median response time is 886 ms, a delay an agent will notice. It offers a narrow, focused set of 5 tools. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Tool names clearly indicate their purpose (e.g., 'submit_enquiry', 'calculate').
- The 'calculate' tool documents fallback to default values for missing inputs.
Weaknesses
- Many parameters in 'calculate' are marked as optional without clear guidance on which are critical.
- The 'submit_enquiry' tool's two-step process is ambiguously described without clear separation.
- Error handling and constraints are not explicitly documented for most tools.
calculate— All parameters are optional, making it unclear which inputs are essential for accurate calculations.submit_enquiry— The two-step process is not clearly delineated, risking confusion during implementation.
Verdict
Event narrative
Risk: low
Advice
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test passed · last run:
- Cold-start: cold 182ms → warm 181ms (penalty 1ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
calculator_describeThe inputs this calculator takes (with units, ranges and defaults), the outputs it returns, and the assumptions and tables behind it.
calculateRun the AI against a hire, on the same basis calculator: Full cost of the hire, per year; Hire cost as a multiple of salary; Full cost of the AI route, year one; Full cost of the AI route, year two onward. Missing inputs fall back to their documented defaults.
salarynumberonCostPctnumberequipnumberrecruitnumbermgmtHrsnumbermgmtRatenumberaiLicencenumberaiSetupnumbersuperHrsnumbersuperRatenumber
enquiry_describeRead first. States plainly what submit_enquiry does on AI vs Hire: it starts an enquiry with human providers who quote directly. Nothing is bought, ordered or paid; no quote is guaranteed; it is free. Also returns who receives the details, the consent wording, and how the person confirms.
enquiry_fieldsEvery field of the AI vs Hire enquiry: key, label, type, whether required, help text and the allowed options where there are any. Pass answers to submit_enquiry keyed by field key.
submit_enquirySubmits an enquiry to AI vs Hire — NOT a purchase, NOT a guaranteed quote. Step 1: call with the answers (keyed by field key from enquiry_fields) and consent=true; it validates and returns a summary, the consent line and a confirmation token — show the person the summary and the consent line. Step 2: only if the person agrees, call again with the same answers, consent=true and the confirmation token; the enquiry is then submitted, and the person receives an email with a link they must click before any provider sees it. Consent means the person has read and agreed to: "Happy for my details to go to automation partners or recruiters, who'll contact me directly."
answersobjectrequiredconsentbooleanrequiredconfirmationstring
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Legacy
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