Comparison
AI Requirements Index vs ccMarvin
A factual side by side of two tools in Indie AI Tools. Figures come from each product’s own site.
AI Requirements Index
ListedDownload the AI Requirements Index: the daily share of tech job listings requiring AI skills, by tier, category and seniority. Free, CC BY 4.0, CSV and JSON.
ccMarvin
ListedMarvin watches every company you back, private or public, and delivers the signals that matter: exec changes, acquisitions, product releases, funding rounds. Straight to...
| AI Requirements Index | ccMarvin | |
|---|---|---|
| Category | Indie AI Tools | Indie AI Tools |
| Pricing model | Open Source | Freemium |
| Starting price | Not disclosed | Not disclosed |
| Free tier | No | Yes |
| Platforms | Not disclosed | Not disclosed |
| Techavy score | Not rated yet | Not rated yet |
About AI Requirements Index
Download the AI Requirements Index: the daily share of tech job listings requiring AI skills, by tier, category and seniority. Free, CC BY 4.0, CSV and JSON. Skill trends, comparisons, salary context, resume help and long-form guides, jump straight to what brings people back. As of September 2026, 11.7% of active data job listings mention at least one AI skill, according to the AI Requirements Index, which tracks generative-AI and classic-ML skill mentions daily and is released free under CC BY 4.0.
About ccMarvin
Marvin watches every company you back, private or public, and delivers the signals that matter: exec changes, acquisitions, product releases, funding rounds. Straight to your inbox. Research, summaries, planning help, and life analysis, delivered to your inbox. 2026-09-07, Teased the Grok 5 training run, "biggest cluster yet", and said the Cybercab line is running ahead of schedule. 2026-09-06, Essay follow-up: interpretability results are moving into production Claude models.
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