# context.fru.dev

> Ibis | Agent Context: 50 context sources on AI, data and tech by Fru (@fru), each kept current by its own agent on its own schedule and built only from public sources. The collection grows as new sources launch.

A fru.dev project (https://fru.dev), one of Prevail | Agent Harness (https://prevail.sh), Glyph | Agent Rig (https://glyph.fru.dev), Ibis | Agent Context (https://context.fru.dev), Memosa | Context Capture (https://memosa.dev).

Live public data on Data, AI and Tech, kept fresh for you and your agent.

Every source serves an llms.txt, an /agents page and an OpenAPI 3.1 spec at /openapi.json. All of them in one table: https://context.fru.dev/agents. Each source's last refresh, as JSON: https://context.fru.dev/api/freshness (spec: https://context.fru.dev/openapi.json). The front door for agents across fru.dev is https://fru.dev/llms.txt.

The briefing: the things a data, AI or tech leader should know today, each with why it matters, synthesized from every source's change log and the headlines of 70 publications, newsletters and research outlets, deduplicated, with links to the specific records and articles, refreshed through the day. https://context.fru.dev/api/briefing?window=day or ?window=week; every briefing is kept, so add &date=YYYY-MM-DD for a past day, and https://context.fru.dev/api/briefings lists them (spec: https://context.fru.dev/openapi.json).

MCP: https://context.fru.dev/mcp (read only, streamable HTTP, no key; tools: list_sources, search, query_source, source_spec, get_briefing; 120 requests a minute).

About this data: 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.

Community support: Serper (https://serper.dev; search credits for the discovery agents), Turso, part of Supabase (https://turso.tech; database credits for every source). Support never decides what a source covers or how it ranks anything. https://context.fru.dev/supporters

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.

## Security

- [Compliance](https://compliance.fru.dev): Which vendors hold SOC 2, ISO, HIPAA and FedRAMP, with the evidence for each. Refreshes Wednesdays at 10:00 UTC. llms.txt: https://compliance.fru.dev/llms.txt; OpenAPI: https://compliance.fru.dev/openapi.json
- [Breaches](https://breaches.fru.dev): Every public data breach, newest first: who, when, what data and how many records, from official notices and filings. Refreshes daily at 05:10 UTC, weekly sweep Wednesdays at 13:10. llms.txt: https://breaches.fru.dev/llms.txt; OpenAPI: https://breaches.fru.dev/openapi.json
- [Advisories](https://advisories.fru.dev): Security advisories and CVEs for the AI and data stack: severity, affected and fixed versions, newest first. Refreshes daily at 07:15 UTC, catch-up 17:15. llms.txt: https://advisories.fru.dev/llms.txt; OpenAPI: https://advisories.fru.dev/openapi.json

## Incidents

- [Incidents](https://incidents.fru.dev): Outages, breaches and postmortems at the big tech, data and AI vendors, day by day. Refreshes daily at 03:30 UTC, ongoing checks every 2 hours. llms.txt: https://incidents.fru.dev/llms.txt; OpenAPI: https://incidents.fru.dev/openapi.json
- [Uptime](https://uptime.fru.dev): What cloud, data and AI vendors promise for uptime, and how they actually did. Refreshes Fridays at 10:00 UTC. llms.txt: https://uptime.fru.dev/llms.txt; OpenAPI: https://uptime.fru.dev/openapi.json
- [Sunsets](https://sunsets.fru.dev): Every scheduled retirement of AI models, APIs and cloud versions, with the replacement and the source. Refreshes daily at 13:30 UTC. llms.txt: https://sunsets.fru.dev/llms.txt; OpenAPI: https://sunsets.fru.dev/openapi.json

## AI & Tech

- [Models](https://models.fru.dev): Every AI model: who leads the benchmarks, plus context, modalities, weights, pricing, hosting and release history. Refreshes daily at 04:30 UTC, catch-up 14:30. llms.txt: https://models.fru.dev/llms.txt; OpenAPI: https://models.fru.dev/openapi.json
- [Pricing](https://pricing.fru.dev): What every AI model costs per token, across providers and gateways, and how prices change. Refreshes daily at 05:00 UTC, catch-up 15:00. llms.txt: https://pricing.fru.dev/llms.txt; OpenAPI: https://pricing.fru.dev/openapi.json
- [Papers](https://papers.fru.dev): The research papers from the AI labs that matter, with a plain-language line on each. Refreshes Mondays at 12:15 UTC. llms.txt: https://papers.fru.dev/llms.txt; OpenAPI: https://papers.fru.dev/openapi.json
- [Emerging](https://emerging.fru.dev): Frontier tech by field: quantum, fusion, 6G, photonics, synthetic biology, robotics, who works on it and how fast it moves. Refreshes daily at 05:50 UTC, weekly sweep Tuesdays at 12:50, catch-up 15:50. llms.txt: https://emerging.fru.dev/llms.txt; OpenAPI: https://emerging.fru.dev/openapi.json
- [Standards](https://standards.fru.dev): Which cloud, data and AI vendors support MCP, A2A, OpenTelemetry, Iceberg, Delta and Arrow, each with its evidence. Refreshes Thursdays at 11:30 UTC. llms.txt: https://standards.fru.dev/llms.txt; OpenAPI: https://standards.fru.dev/openapi.json
- [Repos](https://repos.fru.dev): Open-source data and AI projects with their license and every relicensing, fork, foundation and backing company. Refreshes daily at 13:15 UTC. llms.txt: https://repos.fru.dev/llms.txt; OpenAPI: https://repos.fru.dev/openapi.json
- [Labs](https://labs.fru.dev): AI, data and research labs worldwide: who they are, who leads them and what they are known for, with sources. Refreshes Mondays at 11:30 UTC. llms.txt: https://labs.fru.dev/llms.txt; OpenAPI: https://labs.fru.dev/openapi.json
- [Releases](https://releases.fru.dev): New features shipped by data and AI companies, as they land. Refreshes daily at 06:30 UTC, catch-up 16:30. llms.txt: https://releases.fru.dev/llms.txt; OpenAPI: https://releases.fru.dev/openapi.json

## Data & Infrastructure

- [Free](https://free.fru.dev): Free tiers, trials and credits across data, AI and cloud, checked every week. Refreshes Thursdays at 10:00 UTC. llms.txt: https://free.fru.dev/llms.txt; OpenAPI: https://free.fru.dev/openapi.json
- [OpenPerks](https://openperks.fru.dev): Every perk open source projects and maintainers can apply for: credits, free plans, seats, grants and paid mentorships, with amounts, windows and next dates. Refreshes Mondays at 11:20 UTC. llms.txt: https://openperks.fru.dev/llms.txt; OpenAPI: https://openperks.fru.dev/openapi.json
- [Regions](https://regions.fru.dev): Every cloud and data platform region on one map, and which AI models run where. Refreshes Tuesdays at 10:00 UTC. llms.txt: https://regions.fru.dev/llms.txt; OpenAPI: https://regions.fru.dev/openapi.json
- [Marketplaces](https://marketplaces.fru.dev): Which data and AI vendors sell through which cloud and data marketplaces, and on what terms. Refreshes daily at 12:15 UTC, catch-up 22:15. llms.txt: https://marketplaces.fru.dev/llms.txt; OpenAPI: https://marketplaces.fru.dev/openapi.json
- [Compute](https://compute.fru.dev): What a GPU-hour costs: H100, H200, B200, MI300X and TPU prices per hour across the clouds and neoclouds, by region. Refreshes daily at 06:30 UTC, catch-up 16:30. llms.txt: https://compute.fru.dev/llms.txt; OpenAPI: https://compute.fru.dev/openapi.json
- [Datacenters](https://datacenters.fru.dev): AI data center builds, sorted by megawatts: who is building what and where, and every change, dated and sourced. Refreshes daily at 14:30 UTC. llms.txt: https://datacenters.fru.dev/llms.txt; OpenAPI: https://datacenters.fru.dev/openapi.json

## Legal & Policy

- [Lawsuits](https://lawsuits.fru.dev): Lawsuits and enforcement actions in data and AI, with dockets, next hearing dates and rulings. Refreshes daily at 14:15 UTC. llms.txt: https://lawsuits.fru.dev/llms.txt; OpenAPI: https://lawsuits.fru.dev/openapi.json
- [Legislations](https://legislations.fru.dev): Tech, AI and data bills, laws, executive orders and rulings across Congress, all 50 states, the EU, the UN and national parliaments: what moved and what is close to law. Refreshes daily at 13:40 UTC, catch-up and weekday evening pass 23:40. llms.txt: https://legislations.fru.dev/llms.txt; OpenAPI: https://legislations.fru.dev/openapi.json
- [Terms](https://terms.fru.dev): What AI vendors do with your data: training, retention, opt-out and residency, quoted word for word from their own terms. Refreshes daily at 06:40 UTC, catch-up 16:40. llms.txt: https://terms.fru.dev/llms.txt; OpenAPI: https://terms.fru.dev/openapi.json
- [Regulations](https://regulations.fru.dev): Data, privacy and AI regulations worldwide, and every deadline they set. Refreshes Mondays at 08:00 UTC. llms.txt: https://regulations.fru.dev/llms.txt; OpenAPI: https://regulations.fru.dev/openapi.json

## Leadership

- [Quotes](https://quotes.fru.dev): What data and AI leaders said on the record, word for word, with the primary source. Refreshes Fridays at 12:15 UTC. llms.txt: https://quotes.fru.dev/llms.txt; OpenAPI: https://quotes.fru.dev/openapi.json
- [Awards](https://awards.fru.dev): Industry awards and lists in data, AI and tech, and every company and person that won them. Refreshes daily at 12:15 UTC. llms.txt: https://awards.fru.dev/llms.txt; OpenAPI: https://awards.fru.dev/openapi.json
- [Leaders](https://leaders.fru.dev): Who runs data and AI where, and every leadership move as it is announced. Refreshes daily at 06:00 UTC, catch-up 16:30. llms.txt: https://leaders.fru.dev/llms.txt; OpenAPI: https://leaders.fru.dev/openapi.json

## Companies & Markets

- [Acquisitions](https://acquisitions.fru.dev): Who is buying whom in data and AI, every deal as it is announced. Refreshes weekdays at 07:05 UTC. llms.txt: https://acquisitions.fru.dev/llms.txt; OpenAPI: https://acquisitions.fru.dev/openapi.json
- [Companies](https://companies.fru.dev): One list of data, AI and tech companies, with every fru.dev site that covers them. Refreshes daily at 06:15 UTC. llms.txt: https://companies.fru.dev/llms.txt; OpenAPI: https://companies.fru.dev/openapi.json
- [Quadrant](https://quadrant.fru.dev): Which vendors sit in which tier of every analyst evaluation: Gartner Magic Quadrant, The Forrester Wave, IDC MarketScape and nine more, each placement from a public source. Refreshes daily at 06:40 UTC, catch-up 16:40. llms.txt: https://quadrant.fru.dev/llms.txt; OpenAPI: https://quadrant.fru.dev/openapi.json
- [Startups](https://startups.fru.dev): Startups from YC, 500 Global, Antler, a16z speedrun and five more programs, by program and batch. Refreshes Mondays and Thursdays at 11:00 UTC. llms.txt: https://startups.fru.dev/llms.txt; OpenAPI: https://startups.fru.dev/openapi.json
- [Socials](https://socials.fru.dev): The official social accounts of tech companies, each link verified against the company's own website. Refreshes daily at 04:40 UTC. llms.txt: https://socials.fru.dev/llms.txt; OpenAPI: https://socials.fru.dev/openapi.json
- [Stories](https://stories.fru.dev): Who uses what: public stories of how companies use data and AI vendors, with renewals and losses. Refreshes daily at 10:00 UTC, catch-up 20:00. llms.txt: https://stories.fru.dev/llms.txt; OpenAPI: https://stories.fru.dev/openapi.json
- [Partnerships](https://partnerships.fru.dev): Partnerships between tech companies, mapped as a network that grows over time. Refreshes weekdays at 07:15 UTC. llms.txt: https://partnerships.fru.dev/llms.txt; OpenAPI: https://partnerships.fru.dev/openapi.json
- [Funding](https://funding.fru.dev): Who raised money in data and AI, how much, and who led the round. Refreshes weekdays at 07:45 UTC. llms.txt: https://funding.fru.dev/llms.txt; OpenAPI: https://funding.fru.dev/openapi.json
- [Earnings](https://earnings.fru.dev): Fiscal calendars and earnings dates of public tech companies. Refreshes Sundays at 05:30 UTC, in reporting season daily at 05:30, catch-up daily at 15:30. llms.txt: https://earnings.fru.dev/llms.txt; OpenAPI: https://earnings.fru.dev/openapi.json

## Careers & Pay

- [Titles](https://titles.fru.dev): Job title trends in data, AI and tech, from every Who is hiring thread and company job board. Refreshes Mondays at 12:00 UTC, full pass monthly on the 2nd at 12:00. llms.txt: https://titles.fru.dev/llms.txt; OpenAPI: https://titles.fru.dev/openapi.json
- [Salaries](https://salaries.fru.dev): What data, AI and engineering roles pay: posted pay ranges from open jobs, plus H-1B wages filed with the Department of Labor. Refreshes Wednesdays at 13:45 UTC. llms.txt: https://salaries.fru.dev/llms.txt; OpenAPI: https://salaries.fru.dev/openapi.json
- [Paydays](https://paydays.fru.dev): Pay schedule calendars, federal pay periods and state payday laws. Refreshes monthly on the 1st at 09:00 UTC. llms.txt: https://paydays.fru.dev/llms.txt; OpenAPI: https://paydays.fru.dev/openapi.json

## Events

- [Calendar](https://calendar.fru.dev): Everything on the calendar: holidays and holy days in every faith, the sky, sports, elections and history, past and ahead. Refreshes daily at 04:45 UTC. llms.txt: https://calendar.fru.dev/llms.txt; OpenAPI: https://calendar.fru.dev/openapi.json
- [CFP](https://cfp.fru.dev): Open calls for speakers at data, AI and developer conferences, sorted by deadline. Refreshes Wednesdays at 12:15 UTC. llms.txt: https://cfp.fru.dev/llms.txt; OpenAPI: https://cfp.fru.dev/openapi.json
- [Keynotes](https://keynotes.fru.dev): Keynotes from the big tech events, with takeaways that jump to the moment in the video. Refreshes daily at 10:00 UTC, catch-up 20:00. llms.txt: https://keynotes.fru.dev/llms.txt; OpenAPI: https://keynotes.fru.dev/openapi.json
- [Events](https://events.fru.dev): Tech, data and AI conferences by company, place and month. Refreshes daily at 07:30 UTC, catch-up 17:30. llms.txt: https://events.fru.dev/llms.txt; OpenAPI: https://events.fru.dev/openapi.json

## Learning

- [Blogs](https://blogs.fru.dev): The engineering and research blogs of data and AI companies, and every new post. Refreshes daily at 12:15 UTC, catch-up 22:15. llms.txt: https://blogs.fru.dev/llms.txt; OpenAPI: https://blogs.fru.dev/openapi.json
- [Training](https://training.fru.dev): Official data and AI training from the vendors, free courses marked, and the certification each prepares for. Refreshes Thursdays at 13:15 UTC, catalogs 13:45. llms.txt: https://training.fru.dev/llms.txt; OpenAPI: https://training.fru.dev/openapi.json
- [Certifications](https://certifications.fru.dev): Data, AI and cloud certification exams: price, format, validity and every change. Refreshes Thursdays at 12:15 UTC. llms.txt: https://certifications.fru.dev/llms.txt; OpenAPI: https://certifications.fru.dev/openapi.json
- [Newsletters](https://newsletters.fru.dev): The data, AI and tech newsletters worth reading, how often they publish, and every new issue. Refreshes daily at 13:15 UTC, catch-up 23:15. llms.txt: https://newsletters.fru.dev/llms.txt; OpenAPI: https://newsletters.fru.dev/openapi.json

## Signals

- [Predictions](https://predictions.fru.dev): Public predictions about AI and tech, who made them, when they come due, and whether they came true. Refreshes Mondays and Thursdays at 13:15 UTC. llms.txt: https://predictions.fru.dev/llms.txt; OpenAPI: https://predictions.fru.dev/openapi.json
- [Problems](https://problems.fru.dev): The problems people in data, tech and AI post about daily, clustered from forums, issues and reviews: rising, lasting or new. Refreshes daily at 05:25 UTC, midday pass 17:25. llms.txt: https://problems.fru.dev/llms.txt; OpenAPI: https://problems.fru.dev/openapi.json
- [Trending](https://trending.fru.dev): What is trending in data, tech and AI each day, and how each term rises and fades. Refreshes daily at 05:45 UTC, movements 06:30. llms.txt: https://trending.fru.dev/llms.txt; OpenAPI: https://trending.fru.dev/openapi.json

## Optional

- [Full detail](https://context.fru.dev/llms-full.txt): every source with its tags, cron schedule, launch date, groupings and use cases
- [How to use](https://context.fru.dev/how): ready prompts, each naming the sources it reads, and where to paste the address
- [For agents](https://context.fru.dev/agents): Context is key. Every source's llms.txt, /agents page and OpenAPI spec, with copy buttons
- [fru.dev](https://fru.dev): who builds these, and the other projects