Lawrence Berkeley National Laboratory

What a model can read.

llms.txt

Nothing answers at /llms.txt on lbl.gov, which is the first place most agents look. Publish a plain text file there listing what your site is and where your important pages are, so an agent starts from your own summary instead of crawling your navigation.

Not found

llms-full.txt

There is no /llms-full.txt on lbl.gov, so a model that wants your full text has only your rendered pages to work from. Publish one holding the whole text you want agents to read, so a model quotes your own words rather than a scrape of your homepage.

Not found

Markdown content negotiation

lbl.gov returns HTML when a request asks for text/markdown, so an agent has to strip your layout before it can read you. Serve a Markdown version of a page when the request asks for one, so an agent reads your content and not your template.

Not found

robots.txt Agentmap

The robots.txt on lbl.gov has no Agentmap line, so an agent that reads robots.txt first has nowhere to go next. Add an Agentmap line pointing at your resource catalog, so the file agents already fetch tells them where everything else is.

Not found

robots.txt names AI crawlers

The robots.txt on lbl.gov names no AI crawler at all, and silence reads as unknown rather than as welcome. Name the AI crawlers you allow, so an agent can tell that it is permitted instead of assuming the safest answer is to leave.

Not found

Content Signals directives

lbl.gov publishes no Content Signals directives, so an agent has no statement of how your content may be used. Add Content Signals directives to robots.txt, so an agent knows which uses you permit rather than defaulting to the narrowest one.

Not found

Web Bot Auth directory

lbl.gov publishes no Web Bot Auth directory, so you cannot tell a verified agent from a scraper wearing its name. Publish a Web Bot Auth directory, so agents that identify themselves cryptographically can prove which agent they are.

Not found

What an agent can call.

Resource catalog (ARD)

lbl.gov publishes no resource catalog, so an agent cannot list what you offer without reading your sitemap and guessing. Publish a resource catalog at a well-known path, so an agent can enumerate your products and documents directly.

Not found

MCP server

lbl.gov publishes no MCP server card, so an agent has no way to connect to your tools. Publish an MCP server card on your domain, so an agent can call you directly instead of driving your web forms like a person would.

Not found

Agent card / manifest

lbl.gov publishes no agent card, so an agent cannot tell what it is allowed to ask you to do. Publish an agent card describing the tasks you accept, so an agent knows what is on offer before it tries one.

Not found

Agent skills index

lbl.gov publishes no skills index, so an agent cannot match what it needs against what you actually do. Publish a skills index naming the tasks you support, so an agent can pick you for the job it is doing right now.

Not found

Machine-readable API description

lbl.gov publishes no machine-readable API description, so calling your API still needs a person to read your documentation first. Publish an OpenAPI description at a well-known path, so an agent can work out the calls on its own.

Not found

OAuth protected resource

lbl.gov publishes no OAuth protected-resource metadata, so an agent cannot discover how to authenticate before it tries. Publish that metadata, so an agent arrives with the right credential instead of failing its first request.

Not found

auth.md

lbl.gov publishes no auth.md, so an agent that needs access has nothing to read but your contact form. Publish auth.md explaining how an agent gets a credential, so a machine customer can get started without emailing your sales team.

Not found

Direct sources: newswire.

The company's own site or feed

Nothing we hold about lbl.gov came from your own site, so an agent only ever sees you described by somebody else. Connect your newsroom or blog feed, or add records by hand, so your own account of yourself is on file alongside everything else.

Not found

Newswire release

Found

Government or agency publication

Not found

Analyst firm's own research

Not found

More than one direct source

Everything we hold about lbl.gov comes from a single kind of source, so an agent has one angle on you and no way to corroborate it. Send us your own material directly, by connecting a feed or adding records by hand, so your record is built from more than one kind of source.

Not found