Findings on what compounds and supplements do in the body, with evidence strength, quote and paper.
- Passed: Handshake
- Passed: Tools listed
- Passed: Updated recently
Median latency 699 ms · Last checked
Explore
Evidence for your next connection.
Independent measurements of remote MCP servers. Every observation has a timestamp.
Read-only probesMCP server · Other
Sourced, dated data on consumer robots and physical AI: specs, prices, availability, evidence.
1 failed · 7 not measured
Median of successful probes over 7 days
Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.
Tool definitions returned by this server
Independent monitoring
Responded
The server completed its last measured handshake. This is an observation, not a guarantee.
Last checked| Test area | Passed | Failed | Unmeasured |
|---|---|---|---|
ConnectionCan a client connect and discover tools? | 5 | 0 | 0 |
Reliability & speedDoes it respond consistently and quickly? | 1 | 0 | 3 |
Access & authenticationWhat is required to use this server? | 1 | 0 | 2 |
Tool qualityAre the tool definitions usable by an agent? | 3 | 1 | 0 |
Publisher identityCan the publisher be traced to its source? | 4 | 0 | 2 |
Unmeasured means there is not enough evidence to decide. How these checks work
Start using Vuntum
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/mcpCapabilities
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.
DiscoveredRobots with a validated claim that they handle household tasks. `locale: "fr"` for French.
DiscoveredRobots with a public SDK, Python API, ROS or MCP, by deterministic criteria. `locale: "fr"` for French.
DiscoveredPublished 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.
DiscoveredPublished 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.
DiscoveredA published article (text, date, sources) from its URL identifier (the `slug` of an article result, in the same language). `locale: "fr"` for French.
DiscoveredThe 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.
DiscoveredPRO 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.
DiscoveredFunding 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.
DiscoveredRankings 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.
DiscoveredWho 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.
DiscoveredThe public corrections log: what was wrong, what was corrected and when, newest first. `locale: "fr"` for French.
DiscoveredWhat 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.
DiscoveredRobotics 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.
DiscoveredPRO 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.
DiscoveredThe 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.
DiscoveredThe 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.
DiscoveredDated 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.
DiscoveredSystem 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.
DiscoveredDefinitions 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.
DiscoveredThe 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.
DiscoveredPromises 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.
DiscoveredThe 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.
DiscoveredPublic change log: publications, corrections, price changes. `locale: "fr"` for French sentences.
DiscoveredFull 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.
DiscoveredAvailability state by market, with observation date. `locale: "fr"` for French notes.
DiscoveredAll the validated claims of a robot, with evidence, source and quote. `locale: "fr"` for French values.
DiscoveredObserved prices by market, price type and date. `locale: "fr"` for French notes.
DiscoveredSources behind the published claims of a robot. `locale: "fr"` for French source names.
DiscoveredRobots 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.
DiscoveredOpen 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.
DiscoveredFull-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.
DiscoveredThe 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.
DiscoveredRecent measurements
| Checked | Result | Response | Tools |
|---|---|---|---|
| Connected | 145 ms | 33 | |
| Connected | 152 ms | 20 |