lambdatest.com

AI agents can discover and access TestMu AI's testing platform clearly, but face moderate usability challenges in navigating its complex feature set.

25 pass · 3 warn · 0 fail · 14 n/a

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Discovery

22.2/22.2

Accessibility

33.3/33.3

Usability

29.2/44.4

Payments

n/a

Discovery 22.2/22.2

API reference linked from the homepagedetailsPASS
3 API link(s), e.g. https://www.testmuai.com/api-testing/
Canonical URL declareddetailsPASS
https://www.testmuai.com
Documentation linked from the homepagedetailsPASS
5 docs link(s), e.g. https://www.testmuai.com/support/docs/jenkins-with-testmu/
Homepage has a meta descriptiondetailsPASS
153 characters
Homepage has a descriptive titledetailsPASS
'TestMu AI (formerly LambdaTest) | Agentic AI Testing Cloud' (58 chars)
Open Graph tags presentdetailsPASS
og:title and og:description present
robots.txt allows agent crawlersdetailsPASS
all 6 agent crawlers may fetch /
robots.txt existsdetailsPASS
HTTP 200, 519 bytes
robots.txt points at the sitemapdetailsPASS
robots.txt has a Sitemap: line
sitemap.xml exists and parsesdetailsPASS
5 URL(s) listed
Brand findable in agent searchdetailsN/A
search-based checks are deferred — excluded from the score
Listed in an MCP registrydetailsN/A
registry lookup not implemented in v1 — excluded from the score rather than guessed

Accessibility 33.3/33.3

Docs are readable without JavaScriptdetailsPASS
3192 characters of text at /docs
Homepage responds to an agent requestdetailsPASS
HTTP 200 for / (agent UA)
Served over HTTPSdetailsPASS
https://www.testmuai.com/
Structured data (JSON-LD) on the homepagedetailsPASS
5 valid block(s) (Organization, FAQPage, WebPage)
llms-full.txt is publisheddetailsPASS
HTTP 200, 2000000 bytes
llms.txt is publisheddetailsPASS
HTTP 200, 31356 bytes
Links in llms.txt resolvedetailsPASS
5 sampled link(s) all resolve
llms.txt is structured markdowndetailsPASS
has headings and markdown links
Serves markdown when asked for itdetailsPASS
Accept: text/markdown → text/markdown; charset=utf-8
Same response for agents and browsersdetailsPASS
both User-Agents got HTTP 200
Homepage has readable text without JavaScriptdetailsPASS
19273 characters of text in the served HTML
Content-to-markup ratio is reasonabledetailsPASS
ratio 0.0842 (19273 chars of 229008)
No long redirect chain on the homepagedetailsPASS
2 redirect(s)

Usability 29.2/44.4

Errors are machine-readabledetailsWARN
404 returns HTML, not a machine-readable body
Fix: Content-negotiate your errors: return a JSON body with a stable `code` (and a `next_action` where recovery exists) to clients that ask for JSON.
OpenAPI document publisheddetailsWARN
/openapi.json not served (HTTP 404)
Fix: If you have an HTTP API, publish its OpenAPI document at a predictable path (/openapi.json). It is the difference between an agent reading your contract and an agent guessing it. If you have no HTTP API, ignore this.
.well-known/mcp.json advertises an MCP serverdetailsWARN
/.well-known/mcp.json not served (HTTP 404)
Fix: If you run an MCP server, advertise it at /.well-known/mcp.json so agents discover it without being told its URL.
agents.md is publisheddetailsPASS
HTTP 200, 15443 bytes
A documentation endpoint respondsdetailsPASS
/docs → HTTP 200
The /api root behaves predictablydetailsN/A
/api → HTTP 404 (no API at the conventional root)
MCP server completes the initialize handshakedetailsN/A
no MCP endpoint found to probe (none in the input URL and none advertised at /.well-known/mcp.json)
MCP tool parameters are typed and describeddetailsN/A
no listed MCP tools to inspect
Every MCP tool has a descriptiondetailsN/A
no listed MCP tools to inspect
MCP server lists toolsdetailsN/A
no MCP endpoint to probe
OpenAPI declares its auth schemedetailsN/A
no parseable OpenAPI document
OpenAPI operations are describeddetailsN/A
no parseable OpenAPI document
OpenAPI documents error responsesdetailsN/A
no parseable OpenAPI document
OpenAPI document is structurally validdetailsN/A
no parseable OpenAPI document

Payments not applicable — excluded from the score

Serves a 402 payment challengedetailsN/A
no agent-payment rail published — not applicable. This layer is excluded from the score rather than counted against the site.
Declares AP2 / ACP supportdetailsN/A
no agent-payment rail published — not applicable. This layer is excluded from the score rather than counted against the site.
Publishes x402 payment metadatadetailsN/A
no agent-payment rail published — not applicable. This layer is excluded from the score rather than counted against the site.

Badge

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