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

Read-only probes

MCP server · Other

Vuntum

Sourced, dated data on consumer robots and physical AI: specs, prices, availability, evidence.

Checks passed
14 / 22

1 failed · 7 not measured

Median response
149 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
33

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Responded

The server completed its last measured handshake. This is an observation, not a guarantee.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
500
Reliability & speedDoes it respond consistently and quickly?
103
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?
402

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 145 ms.

  • Pass
    Valid handshake

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

  • Pass
    Lists tools

    tools/list returned 33 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 149 ms over 2 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 152 ms over 2 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    2 of 2 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Pass
    Stable tool list

    No tool was removed and no required parameter was added in the last 30 days.

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

    65 of 90 parameters have a description (72%). 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.

  • Pass
    Source repo linked

    A 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 2026-10-02T23:11:26.601904Z, within 180 days.

  • Not measured
    Open-source licence

    The GitHub licence lookup has not returned an OSI result yet.

Start using Vuntum

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 vuntum https://vuntum.com/mcp

Capabilities

Tools 33

compare_robots

Comparison of 2 to 4 published robots on the columns of the Vuntum comparison. Each row says whether the values differ (`differs`); `differingPredicates` lists what sets the robots apart, `missingByRobot` what is not disclosed. `locale: "fr"` for French.

Discovered
find_home_robots

Robots with a validated claim that they handle household tasks. `locale: "fr"` for French.

Discovered
find_programmable_robots

Robots with a public SDK, Python API, ROS or MCP, by deterministic criteria. `locale: "fr"` for French.

Discovered
find_robots_by_capability

Published robots with a validated claim behind each requested capability: marcher, courir, escaliers, se-relever, saisir, plier-linge, ranger, navigation, parler. Never inferred from a category: each capability returns the claim, its source and its level of evidence. `locale: "fr"` for French.

Discovered
find_robots_by_utility

Published robots that have a given utility (the keys are the site's French slugs): menage, jardin, cuisine, compagnie, education, loisirs, aide-personne, medical, reeducation, recherche, logistique, livraison, accueil, nettoyage-pro, inspection, construction, agriculture, industrie, exploration, telepresence, secours, defense-securite, polyvalent, autres. A robot often has several (`utilities` field of each sheet). `locale: "en"` gives the English label and page.

Discovered
get_article

A published article (text, date, sources) from its URL identifier (the `slug` of an article result, in the same language). `locale: "fr"` for French.

Discovered
get_authors

The authors who sign Vuntum articles, with name, biography in the requested language (null when none is written in it) and the address of the author page. `locale: "fr"` for French.

Discovered
get_change_history

PRO KEY ONLY. Complete public history of changes (prices, availability, corrected values), beyond the 50 of `get_recent_changes`, filterable by robot (`slug`), kind and dates (`from`, `to`, YYYY-MM-DD). Paged with `offset`; `locale: "fr"` for French sentences. Without a pro key the answer points to https://vuntum.com/en/entreprise#demande.

Discovered
get_company_figures

Funding and headcount figures of robot companies, each with the company page it comes from and the date it is valid at. Filter by `company` (maker slug or part of the name). `locale: "fr"` for French.

Discovered
get_competition_results

Rankings of robotics competitions (team, robot, rank, discipline, autonomy) with the official ranking page and the date it was last read. Filter by `competition` (slug or part of the name) and `year`. `locale: "fr"` for French.

Discovered
get_component_suppliers

Who supplies which component (actuators, sensors, chips...) to which robot, each line with the official page that says so and the date it was last read. Filter by `company` (slug or part of the name), `component` and `robot` (slug). `locale: "fr"` for French.

Discovered
get_corrections

The public corrections log: what was wrong, what was corrected and when, newest first. `locale: "fr"` for French.

Discovered
get_editorial_scope

What Vuntum follows first (humanoids and physical AI), what it follows less (non-humanoid vacuum cleaners, simple lawn mowers and other small household robots) and what it no longer follows (defence is never published automatically), with the date of the last update. Read it to know what to expect, and what not to expect, from the database and the news. `locale: "fr"` for French.

Discovered
get_events

Robotics fairs, competitions and conferences: coming or running, and ended less than 90 days ago. Each event gives its dates, place and the official page it comes from with the date it was last read. Filter by `country` (name in French or English) and `kind` (fair, competition, conference). `locale: "fr"` for French.

Discovered
get_fact_sources

PRO KEY ONLY. For one robot (`slug`), every accepted observation of each fact (same predicate, same conditions): all the sources that state it, replaced and outdated values included, each with its source, dates and level of evidence. `predicate` narrows to one fact (e.g. price.msrp). `locale: "fr"` for French values. Without a pro key the answer points to https://vuntum.com/en/entreprise#demande.

Discovered
get_glossary

The Vuntum glossary of robotics and physical AI terms, with definition, related terms and the references each definition was checked against. `query` filters by term or word. `locale: "fr"` for French.

Discovered
get_guides

The published buyer guides, newest first, with title, standfirst, publication date and address. Use `get_article` with the slug for the full text and its sources. `locale: "fr"` for French.

Discovered
get_humanoid_tracker

Dated state of each humanoid robot: announced, pre-order, on sale, at a customer, in France, each with its date and source page, and the gap with the date the maker promised. A stage set to null is not established by a dated public source: it is not a "no". `stage` keeps the robots whose furthest stage it is. `locale: "fr"` for French notes.

Discovered
get_integrators

System integrators and the robot-maker programmes they claim, with the quoted words, who wrote them (maker or integrator), the page and its dates. Quotes are third-party text. Filter by `maker` (slug) and `country` (ISO code). `locale: "fr"` for French.

Discovered
get_methodology

Definitions of the levels of evidence, the statuses, the freshness limits and the confidence score that come with every Vuntum value, as written on the methodology page. `locale: "fr"` for French.

Discovered
get_observatory

The figures of the published catalogue: robots by segment, form, country and year of announcement, claims by evidence level, official prices by band (each price in its own currency, never converted, with its source and verification day). `locale: "fr"` for French.

Discovered
get_promises

Promises made by robot makers (release, delivery dates) with the quote, the deadline, the source and a status computed today: overdue, open, missed or kept. Filter by `status` and `maker` (slug or name). Quotes are third-party text. `locale: "fr"` for French.

Discovered
get_rankings

The rankings and « best for » pages (lightest, fastest, highest payload, price bands, abilities). Without `slug`, the pages the data supports today; with a slug (French or English address), the robots in order with value, source and verification day. Each ranking is ordered by one published criterion. `locale: "fr"` for French.

Discovered
get_recent_changes

Public change log: publications, corrections, price changes. `locale: "fr"` for French sentences.

Discovered
get_robot

Full sheet of a published robot: summary, form, use, utilities, characteristics, prices, availability, sources, product identifiers (`identifiers`: ASIN per Amazon marketplace, GTIN, manufacturer part number). `locale: "fr"` for French.

Discovered
get_robot_availability

Availability state by market, with observation date. `locale: "fr"` for French notes.

Discovered
get_robot_claims

All the validated claims of a robot, with evidence, source and quote. `locale: "fr"` for French values.

Discovered
get_robot_prices

Observed prices by market, price type and date. `locale: "fr"` for French notes.

Discovered
get_robot_sources

Sources behind the published claims of a robot. `locale: "fr"` for French source names.

Discovered
get_upcoming_releases

Robots announced for pre-order or waitlist, or with a first shipping date still to come, soonest first. Each date and state carries its source page and the day it was last verified. `locale: "fr"` for French.

Discovered
search_open_source_projects

Open source repositories related to robotics listed by Vuntum. No English description is written for a repository: with `locale: "en"` only the repository's own words are returned.

Discovered
search_robots

Full-text search over the published robot sheets: accents ignored, word starts, synonyms, close spelling, ranked by relevance. `matchQuality` says whether all the words, some of them or a close spelling were found. `locale: "fr"` for French texts and addresses.

Discovered
search_site

The site search: robots, manufacturers and articles (full article text included). Can be filtered by type. Returns the type, title, summary and address of each result. `locale: "fr"` for French.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected145 ms33
Connected152 ms20