Jfrog Ltd (FROG) — Quality & forensics
As of 2026-10-28 — refreshed nightly. Closelooknet readings from an investment research diary, not ratings or advice.
The Closelooknet module scores
- Valuation 12
- Quality 39
- Growth 64
- Balance sheet 79
- Cash quality 55
- Capital allocation 10
- Momentum 94
Scores are computed nightly across the coverage universe and read relative to it — the methodology lives in the company-scoring explainer.
Financial forensics — the academic screens
Sits in the safe zone (above 2.99). The Z-Score estimates financial-distress risk from five balance-sheet and earnings ratios.
Nine binary fundamental-strength checks across profitability, leverage and operating efficiency.
Screens reported earnings for statistical manipulation patterns — below the −1.78 manipulation-risk threshold. A screen, not an accusation.
Continue: the FROG chart & overview · the earnings record
FAQ · from the current data · as of 2026-10-28
Quick answers
What is Jfrog Ltd's Closelooknet quality reading?
The composite reads 48/100 across 7 modules, as of 2026-10-28: valuation 12, quality 39, growth 64, balance sheet 79, cash quality 55, capital allocation 10, momentum 94. Closelooknet scores are research diary readings, not ratings or investment advice.
What is Jfrog Ltd's Altman Z-Score?
16.36, which sits in the safe zone (above 2.99) as of 2026-10-28. The Altman Z-Score estimates financial distress risk from five balance-sheet and earnings ratios.
What is Jfrog Ltd's Piotroski F-Score?
5 of 8, as of 2026-10-28. The F-Score counts nine binary fundamental-strength signals across profitability, leverage and operating efficiency.
What does Jfrog Ltd's Beneish M-Score indicate?
-2.95 — below the −1.78 manipulation-risk threshold, as of 2026-10-28. The M-Score screens reported earnings for statistical manipulation patterns; it is a screen, not an accusation.
Mentioned on Closelooknet
Where FROG appears in the diary — 4 pieces, newest first. Every link is our own writing.
Go deeper
Dailies
- Tech — the whole complex sold: chip fund −2.1%, software −4.3%; Nasdaq −1.1% while the Dow is green
CrowdStrike, Snowflake and Palo Alto Networks are each down about 7%, JFrog 10.3%.
- AI Trade — TSMC is ‘prudent’ on 2027: chip fund −2.0%, Dell −7.7%; software bought, Dow +0.9%
Our AI usage gauges split: DigitalOcean −6.1% after Wednesday's −14.8%, Cloudflare −4.3%; JFrog +1.7%
- From Silicon Scarcity to Software Scarcity: The Next AI Bottleneck Is Permission to Act, and the Market Graded It This Week
Meta-harnessing; software-delivery control NOW, CRM/MuleSoft, MSFT, DDOG, RBRK, GTLB, FROG Stage 1 comes first economically because an agent without trusted context is a chatbot.
- Software and semis sell off together at midday — the green sits outside tech
FROG slides 6.71% to 93.36, another software name caught in the same current as CRWD.
Related in the Closelooknet universe
then Software - Application. Scored names rank on their Closelooknet score; names without one rank on trend state — above or below their 50- and 200-day averages — never on a score they do not carry.
- ADBE Adobe Inc.industry
- CRM Salesforce.com Incindustry
- WDAY Workday Incindustry
- SGE.L Sage Group PLCindustry
- YMM Full Truck Alliance Co Ltd ADRindustry
- SAP.DE SAP SEindustry
- BRZE Braze Incindustry
- RSKD Riskified Ltdindustry
- VIA Via Transportation, Inc.industry
- AMPL Amplitude Incindustry
- ASAN Asana Incindustry
- PD Pagerduty Incindustry
- DOCU DocuSign Incindustry
- IBTA Ibotta, Inc.industry
- KVYO Klaviyo, Inc.industry
- CVLT CommVault Systems Incindustry
- FRSH Freshworks Incindustry
- RNG Ringcentral Incindustry
- ALRM Alarm.com Holdings Incindustry
- WTC.AX Wisetech Global Ltdindustry