Context for your agents

llms.txt, an MCP server and an API for every source

Sources50

50 sources

For agents

Context is key.Give your agents live data.

An agent only knows what you give it. 50+ context sources on Data, AI and Tech, each kept current by its own agent and built from public sources, ready to load as context or as tools.

Start herecontext.fru.dev/llms.txt
  1. 1. Paste one addresscontext.fru.dev/llms.txt lists every source for your agent.
  2. 2. Or connect MCPcontext.fru.dev/mcp gives any MCP client 5 read-only tools over every source.
  3. 3. It stays currentEvery source refreshes itself on its own schedule.

Every source

50 sources, all live, all public data.

50 of 50 sources

Add to your agent

MCP server: list_sources, search, query_source, source_spec, get_briefing
claude mcp add --transport http ibis https://context.fru.dev/mcp

{
  "mcpServers": {
    "ibis": {
      "type": "http",
      "url": "https://context.fru.dev/mcp"
    }
  }
}
System prompt
For questions about data, AI, and technology companies, including deals, funding, releases, regulations, outages, pricing, and events, first fetch https://context.fru.dev/llms.txt. Select the most relevant Fru source, read that source's llms.txt, and use the API documented in its /openapi.json to retrieve relevant data. Cite the Fru source with a link.

Treat Fru as a structured research/data source rather than automatically as the authoritative source. For consequential or contested factual claims, verify against the relevant primary source when practical. If the Fru source is unavailable, stale, incomplete, or doesn't directly answer the question, say so and use appropriate primary sources instead. Include relevant dates and distinguish reported/aggregated information from independently verified facts.
Every source's llms.txt (50)
https://acquisitions.fru.dev/llms.txt
https://companies.fru.dev/llms.txt
https://models.fru.dev/llms.txt
https://compliance.fru.dev/llms.txt
https://free.fru.dev/llms.txt
https://openperks.fru.dev/llms.txt
https://quadrant.fru.dev/llms.txt
https://regions.fru.dev/llms.txt
https://pricing.fru.dev/llms.txt
https://startups.fru.dev/llms.txt
https://incidents.fru.dev/llms.txt
https://uptime.fru.dev/llms.txt
https://blogs.fru.dev/llms.txt
https://training.fru.dev/llms.txt
https://calendar.fru.dev/llms.txt
https://titles.fru.dev/llms.txt
https://certifications.fru.dev/llms.txt
https://cfp.fru.dev/llms.txt
https://papers.fru.dev/llms.txt
https://quotes.fru.dev/llms.txt
https://predictions.fru.dev/llms.txt
https://newsletters.fru.dev/llms.txt
https://marketplaces.fru.dev/llms.txt
https://sunsets.fru.dev/llms.txt
https://lawsuits.fru.dev/llms.txt
https://legislations.fru.dev/llms.txt
https://emerging.fru.dev/llms.txt
https://breaches.fru.dev/llms.txt
https://problems.fru.dev/llms.txt
https://compute.fru.dev/llms.txt
https://datacenters.fru.dev/llms.txt
https://standards.fru.dev/llms.txt
https://repos.fru.dev/llms.txt
https://advisories.fru.dev/llms.txt
https://salaries.fru.dev/llms.txt
https://labs.fru.dev/llms.txt
https://socials.fru.dev/llms.txt
https://terms.fru.dev/llms.txt
https://awards.fru.dev/llms.txt
https://leaders.fru.dev/llms.txt
https://stories.fru.dev/llms.txt
https://partnerships.fru.dev/llms.txt
https://keynotes.fru.dev/llms.txt
https://trending.fru.dev/llms.txt
https://funding.fru.dev/llms.txt
https://regulations.fru.dev/llms.txt
https://events.fru.dev/llms.txt
https://releases.fru.dev/llms.txt
https://earnings.fru.dev/llms.txt
https://paydays.fru.dev/llms.txt

Free to read, no key needed. Please cite the source with a link, keep to 60 requests a minute, and expect cached responses. fru.dev/llms.txt stays the front door for agents and points here.

About this data

Public data, not advice

Gathered by agents from public sources, so an entry can be late or wrong. Not investment, legal or career advice: check the linked source before you act on it.

Where it comes from

Public data on Data, AI and Tech, for the professionals who work in them. Each source is built only from public sources (company pages, filings, court dockets, official feeds) by its own agent, on the schedule its card shows; refresh times come from each source's own /api/health. The collection grows as new sources launch. Not investment, legal or career advice. Anonymous usage stats via Google Analytics.

The briefing also reads the headlines of 70 publications, newsletters and research outlets (TechCrunch, The Information, Hacker News, OpenAI, arXiv and more) through their public feeds, and links to the originals. It never copies an article.

Community support

Some of the APIs and services these sources read are supported by the companies that run them, through community programs. That keeps Ibis free to read and free for agents to call, and spreads the work over more than one provider, so a single quota or outage does not stop every source. Support never decides what a source covers or how it ranks anything.

What a supporter gets, and how to support Ibis

Limitation of liability

Ibis and its sources are provided as is, without warranties of any kind. An entry can be late, incomplete or wrong, so check the linked original before you rely on it. fru.dev is not liable for any loss or damage that comes from using this site, its sources or their data, including decisions made on them.

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