GitLab · Devtools◎ discry
Murky
Agents misread these docs often
DISCOVERY39.5
COMPREHENSION54.1
Indeterminate#31 of 46 Devtools APIs · 35th percentile
DEVTOOLS · RANK #31 OF 46

GitLab is Murky to agents.

Discry independently scored how well an AI agent can discover and understand the GitLab API from what’s public — measuring discovery and comprehension separately, not a single blended number.

Familiarity 56% · what a model knew before reading the docs

Discovery

40 / 100
OpenAPI specno publicly accessible spec foundFail
llms.txtoversized (>50KB)Partial
llms-full.txtnot presentFail
AGENTS.mdnot found in repoFail
.well-known/mcp.jsonnot presentFail
MCP registrysmithery match for "gitlab"Pass
robots.txt AI directivesparsed AI-bot rulesPass
Sitemapincludes docs pagesPass

Comprehension

54 / 100
Factual recall0/1 passed
Absence honesty1/1 passed

Where agents fail

What HTTP header (exact header name) must carry the API credential on requests to this API? 3/3 runs failed

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