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Evidence for your next connection.

Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

MCP server · Other

Wai

Engineering intelligence: site layouts, energy, calculators, official data and company checks.

Checks passed
12 / 22

2 failed · 8 not measured

Median response
746 ms

Median of successful probes over 7 days

30-day uptime
Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools
14

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Outdated check

Last connection measurement is over 24 hours old. Current availability is unknown.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
500
Reliability & speedDoes it respond consistently and quickly?
004
Access & authenticationWhat is required to use this server?
102
Tool qualityAre the tool definitions usable by an agent?
310
Publisher identityCan the publisher be traced to its source?
312

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 746 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name wai.

  • Pass
    Lists tools

    tools/list returned 14 tools.

  • Pass
    Current protocol

    Negotiated 2025-11-25. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 746 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 746 ms over 1 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    1 of 1 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Not measured
    Stable tool list

    Fewer than two successful probes in 30 days, so tool-list stability is not measured.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Fail
    Parameters documented

    26 of 73 parameters have a description (36%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Pass
    Website matches publisher

    The website host matches the reverse-domain namespace.

  • Fail
    Source repo linked

    No repository URL is on file.

  • Not measured
    Repo owner matches

    This namespace is not an io.github login, so the owner comparison does not apply.

  • Pass
    Recently updated

    Updated 2026-11-08T14:25:00.463314Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using Wai

Connect to this server

Choose your client, copy the configuration, then enable the server in your client’s MCP settings.

Run this command in your terminal, then restart Claude Code.

Claude Code

claude mcp add --transport http wai https://wht-ai.com/mcp/index.php

Capabilities

Tools 14

wai_autolisp_library

Wai's parametric AutoLISP routines for AutoCAD (title blocks, grids, stairs, foundations, retaining walls, steel sections, flanges, gears, single-line diagrams, road profiles, tables…) with their parameters. The .lsp files are built and sent to AutoCAD in Wai. Answer with the returned numbers, not an estimate made before the call.

Discovered
wai_building_energy

Real heat loss and heat gain calculation of a building on the climate of its place (NASA POWER): design heating and cooling loads (kW, W/m²), monthly energy, heating / cooling plant selection. Rectangular block: length_m × width_m × storeys. use: residential, office, retail, hotel, hospital, school, industrial. Detailed up to 1,000 m² gross floor area; larger buildings get the summary (full study in Wai / WaiMAP). Answer with the returned numbers, not an estimate made before the call.

Discovered
wai_calculate

Run one Wai calculator by its id with its input keys and values. Numbers are computed by Wai's code, so the figures are exact for the given inputs; percentages as the key name says. Answer with the returned numbers, not an estimate made before the call.

Discovered
wai_calculators

Wai's deterministic calculators (computed by code, not by a language model): LCOE, project finance / IRR / NPV, DSCR, break-even, BESS revenue stacking, C&I and residential solar + battery, cable sizing and ampacity, short circuit, transformer sizing, earthing, surge protection, hydrogen LCOH, HVAC load, beam deflection, RC beam, pipe sizing, SPT bearing capacity, heat exchanger, open-channel flow, shaft torsion, FIDIC claim clock, construction cost, carbon offset, Damodaran valuation models and more. Returns each calculator id with its input keys and defaults. Answer with the returned numbers, not an estimate made before the call.

Discovered
wai_datacenter_energy

Data center campus energy study on the real climate of the place: PUE, facility energy, free / adiabatic / chiller cooling hours, water use, peak cooling, waste heat for district heating, roof PV. it_mw = IT load in MW; ai = high-density AI halls. Answer with the returned numbers, not an estimate made before the call.

Discovered
wai_design_building

Wai's rule engine (not the AI) fits an office building or a residential block on a real parcel: setbacks taken off, the largest footprint within the plan depth limits, site coverage (TAKS), floor-area ratio (KAKS / FAR) and height limits applied, storeys, gross / net floor area, workplaces or flats, indicative parking, and the checks (footprint inside the parcel, setbacks, coverage, FAR, height). Give the parcel as lat / lng corner points, or one point with the parcel size. Zoning values default to typical values unless given - say so. The georeferenced IFC4, the DXF site plan (UTM) and the floors are in Wai. Pre-design screening, not an architectural design or a zoning approval. Answer with the returned numbers, not an estimate made before the call.

Discovered
wai_design_house

Wai's rule engine fits a villa, duplex or triplex villa (L-shaped, U round a courtyard, or compact for a small plot; optional basement) on a real plot with a swimming pool, a garage, storage and a perimeter wall or fence, and returns the report: site checks (setbacks, TAKS, KAKS, height), excavation and earthworks (m³, truck loads), the ground investigation to ask for, heat loss / gain and energy on the site climate, MEP for a house (heat pump or boiler, underfloor heating, split cooling, hot water, plumbing flows, electrical maximum demand and supply, PV potential), site hazards, the permits of the local authority (TR, RO or generic) and the bill of quantities - civil, mechanical, electrical. Cost only with the user's own unit rates (unit_rates {key: rate}, currency) - Wai gives no prices. Pre-design screening; the georeferenced IFC4 is in Wai. Answer with the returned numbers, not an estimate made before the call.

Discovered
wai_draw_site

Wai draws an indicative site layout from a plain request and returns its key numbers, a quantities table, screening checks and a link to view the plan (2D, 3D, facades). Understands: solar PV farm (MWp or ha), substation (kV, MVA), data center campus (MW IT), overhead transmission line (kV, km), underground cable, gas/water pipeline (km, DN), wind / BESS / hybrid plant, green hydrogen plant (electrolyser MW), thermal / combined-cycle plant. Returns an electrical & mechanical bill of quantities (each row with how it was counted), example products from the makers, a recommended ground investigation (boreholes, pile tests, resistivity, Vs30; with lat / lng also a SoilGrids ground screening), official market figures when a country is named, and a PDF report link. Example: "154/33 kV substation 2x50 MVA", "20 MW solar farm with trackers". DWG / DXF / IFC / Revit files are downloaded in Wai. Use this tool whenever the user asks to make / design / lay out a plant or project, and show the returned plan as the project's technical design (not images of other projects from the web). Answer with the returned numbers, not an estimate made before the call.

Discovered
wai_equipment

Example product families of energy equipment from several makers (European, US and Chinese): PV modules, PV inverters, BESS containers and PCS, wind turbines, electrolysers, power and dry-type transformers, MV switchgear / RMU, HV breakers and disconnectors, UPS, diesel generator sets. Each entry has only the ratings the maker's own page or datasheet states, its link and the date checked - no prices, no single brand pushed. Call with class (see class_list) or words (maker, family, rating). Suited to the equipment / vendor part of a project report. Answer with the returned numbers, not an estimate made before the call.

Discovered
wai_official_data

Official figures fetched now from the body that publishes them, each with its date and link - suited to the market, macro, regulatory-calendar and literature parts of a project question: ECB key interest rates (financing cost); World Bank indicators for a country (GDP, GDP per capita, inflation, population, unemployment, access to electricity, renewable share); Eurostat household and industrial electricity prices (EU, candidates incl. Türkiye); public tenders for solar, wind, BESS, substations, roads, bridges, hospitals from TED (EU), World Bank-financed procurement (all borrower countries) and UK Find a Tender, with the buyer's published contact; job openings from public boards (ReliefWeb, Arbeitnow, Remotive) by field, seniority, country or remote; World Bank-financed projects of a country (pipeline and active: who invests in what before the tenders); company records from open registers (France Sirene, Norway Brønnøysund, US SEC EDGAR); a Romanian company by name (its CUI is found, then ANAF / courts); mining sites of a country with the oil / diesel power plants mapped near them (OpenStreetMap - off-grid PV + BESS targeting); Romanian company record, filed financials and court cases by CUI or name (ANAF, portal.just.ro); counterparty check of an e-mail, phone, website or EU VAT number (domain age, certificate, sub-domains, SPF / DMARC, VIES, LEI, OFAC / UN / UK sanctions) - write "check <e-mail / site / phone / VAT>"; EU regulations, directives and decisions by topic from EUR-Lex (Publications Office); Turkish Court of Cassation (Yargıtay) decisions by topic; a country's public holidays (construction calendar); books from Open Library; scholarly papers from OpenAlex; plus, when they fit, up to two read-only servers of the public MCP registry that Wai has reached itself (energy, engineering, GIS, weather, data, law, finance, travel, science), each table marked third-party. Write the question in plain words naming the country and the data wanted (e.g. "Romania electricity price, inflation and GDP; solar and BESS tenders; ECB rates"). Returns one table per source, a view page and a PDF report link (report_pdf) to give the user. Answer with the returned numbers, not an estimate made before the call.

Discovered
wai_prompts

Search Wai's library of more than 30,000 ready questions - engineering (electrical, mechanical, architectural), energy and grid (solar, wind, BESS, hydro, hydrogen, data centers), finance, legal (EU law, Yargıtay), HR, country and sector questions for 80 countries, travel and trails, reports and LinkedIn posts, open data - by words, category, country (ISO code) or sector. Each result says which Wai tool answers it (wai_draw_site, wai_calculate, wai_official_data, wai_trails, WaiMAP ...) and how to call it. Use it when the user asks what Wai can do, wants ideas or examples for a field or a country, or when you are not sure which Wai tool fits a request. Answer with the returned numbers, not an estimate made before the call.

Discovered
wai_skills

Search Wai's verified skills and modules (W-Digamma): 20 Energy & EPC skills (tender reader, FIDIC risk scan, site screening, grid connection, PV, BESS, wind, hydro, hydrogen, cable, transformer, substation, HVDC, CAPEX, LCOE, project finance, BESS revenue, bid comparison, claims, commissioning) plus Wai modules (W Legal, WBook LLM, WaiMAP, Studio, wHendese CAD, Deep Research, report types). Give id to get one skill's method outline, inputs it needs and an example prompt. The full skill runs inside Wai. Answer with the returned numbers, not an estimate made before the call.

Discovered
wai_trail_detail

One Wai Trails route by its route id: length, ascent / descent, height range, effort and walking time, a go / caution verdict for a date with weather, daylight, animals recorded nearby and other safety points, a map and the Wai Trails link (3D fly-through video, GPX). Answer with the returned numbers, not an estimate made before the call.

Discovered
wai_trails

Marked hiking or cycling routes near a place from Wai Trails: name, length, height gain, highest point, grade, best months, a map with the routes drawn and a link to each route in Wai Trails (3D fly-through video, elevation profile, GPX, reviews). Give place (any town, valley, park) or lat / lng. Answer with the returned numbers, not an estimate made before the call.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected746 ms14