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MarcoFLY Framework AI

A pasted prompt document that makes AI chat models label claim reliability and run seven defence layers against hallucination.
DocumentsEvaluation
marcofly.app ↗WikidataLaunched on Product Hunt · Aug 21, 2026
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MarcoFLY Framework AI: data, price, alternatives
At a glancechecked Oct 30, 2026

30 linking domains

Emerging

For
Researchers, legal and medical professionals, managers, educators, and public administrators using AI in high-stakes work
Company
since 2026per Wikidata
Used for
  • label each AI claim by its reliability level
  • flag AI answers that lack a citable source
  • teach students to question AI output critically
Worth knowingcomputed from what we read · each with its source
  • Publishes llms.txt, a file written for AI assistantsmarcofly.app ↗
  • Launched on Product Hunt on Aug 21, 2026Product Hunt ↗
The companyeach fact with its source · read Oct 22, 2026
  • Founded2026per Wikidata
Your datawhat they publish, each line with its page · read Oct 22, 2026

“It is strictly forbidden to use the framework — in any form, total or partial, original or reworked — as training data for Artificial Intelligence systems or Large Language Models.”

privacy policy ↗

These are MarcoFLY Framework AI's own statements, read from its pages. We did not audit them. A line that is missing was not found on the pages we read; it does not mean the practice is absent.

How a program reaches itfound, not claimed · read Oct 22, 2026

This card as JSON, for your agent →

Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.

Most used in Documentsby use, among tools still maintained — this tool shares no tags yet

Figure and bar: visits/mo, estimate · year: online since

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Questions this page answers
  • What is MarcoFLY Framework AI?

    A pasted prompt document that makes AI chat models label claim reliability and run seven defence layers against hallucination. It is listed in the Atlas under Documents.

  • Who is MarcoFLY Framework AI for?

    Researchers, legal and medical professionals, managers, educators, and public administrators using AI in high-stakes work

  • Do people use MarcoFLY Framework AI?

    Emerging.

  • Does MarcoFLY Framework AI train AI on your data?

    Yes, per its privacy policy (2026-10-22): “It is strictly forbidden to use the framework — in any form, total or partial, original or reworked — as training data for Artificial Intelligence systems or Large Language Models.”

  • Is MarcoFLY Framework AI safe?

    We do not audit vendors. What MarcoFLY Framework AI publishes, read 2026-10-22: GDPR stated on its privacy policy; on training with your data, “It is strictly forbidden to use the framework — in any form, total or partial, original or reworked — as training data for Artificial Intelligence systems or Large Language Models.”.

How we read a tool

No votes, no reviews, no vendor claims. Every week a crawler reads each tool's own site and a few public registries, and the words on the card are bands over what it read.

  • Use: visits to the site (estimated), installs from npm and PyPI, presence in Chrome's usage report.
  • Activity: the newest release on GitHub, npm or PyPI; the newest dated page on the site; open roles on a public jobs board.
  • Price: the vendor's own pricing page, read with the date. A figure is printed only when it is on that page.
  • The line and the use cases are written by us from the homepage, one tool at a time, and refused when they repeat the vendor's marketing.

How AI assistants read each site — the reading vendors ask us about — is on each tool's own visibility page.

How we read every tool → · By INITE Atlas Desk