NEW LIVE INGEST · ● ingesting

Cyber news, ranked by signal.

BrieflySec ingests 90+ vetted security sources every hour, scores each story against your sector and stack, and surfaces only what matters. The rest stays buried.

90+ sources
60min ingest
50%+ noise cut(results may vary)
90+
Sources Monitored
60MIN
Ingest Cycle
50%+
Noise Cut (results may vary)
4
Severity Tiers

A three-stage pipeline from raw RSS to ranked intel.

Every hour, BrieflySec pulls from 90+ vetted security sources, scores each story against your interests, and delivers what matters — nothing else.

01// INGEST
Pull every feed, every hour.
90+ RSS, blog, and vendor advisory sources — from MSRC to Project Zero to Mandiant to indie researcher feeds. Dedup at ingest time across sources.
$ briefly ingest --tail
[09:14:02] pull msrc.microsoft.com OK
[09:14:02] pull thn.com OK
[09:14:03] pull mandiant.com OK
[09:14:03] dedup 14 items
02// SCORE
Rank by your operational context.
An LLM-backed ranker scores each story against your sector, stack, and personal tuning — then surfaces a TL;DR and analysis in seconds.
SIGNAL_SCORE DIST n=247
03// SURFACE
Tier-1 alerts first, noise last.
A unified feed — sharply-colored by severity tier. Bookmark, dismiss, or tune; your feedback re-trains the ranker each cycle.
9.4 OpenSSH RCE — TIER-1
7.8 Patch Tuesday 3x 0-day
5.3 CISA KEV addition

Built for analysts who can't read every blog. So we do.

Six things BrieflySec does — every hour, in the background, while you do your job.

// PERSONALIZED
Ranked for you, not the crowd.
Your sector, stack, and skill level shape every score. The same OpenSSH CVE that's Tier-1 for a SOC analyst is noise for a frontend engineer.
// AI SUMMARY
Persona-tuned summary on every story.
Skip 800-word blog posts. BrieflySec writes a TL;DR and technical analysis matched to your role and stack — in fifteen seconds.
// SIGNAL FILTER
Severity tiers, sharply drawn.
Tier-1, High-Priority, Active Threat, Maintenance. Color-coded card bars make the urgency parse pre-attentively.
// COVERAGE
90+ sources, deduplicated at ingest.
Every major vendor advisory feed, every reputable researcher blog, every CISA bulletin — pulled, parsed, and cross-referenced.
// FEEDBACK LOOP
Thumbs up, thumbs down, and we listen.
Every rating retrains your personal ranker. Within a week, your feed reflects what you actually care about — not what's trending on Twitter.
// METRICS
Stats, streaks, score distribution.
See what you've read, what you've dismissed, and how your feed's signal-score distribution shifts as your tuning improves. The ranker is observable, not a black box.

One feed. Every signal that matters.

Severity bars, signal scores, source attribution, and AI summaries — in a layout that gets out of your way.

brieflysec.com/stories
24H
3D
7D
ALL_INTEL
NEWS
BLOGS
PERSONALIZED
LATEST
9.4The Hacker News +22h ago
Critical RCE in OpenSSH Affects 14M Internet-Facing Servers
Researchers at Qualys disclosed a remotely exploitable vulnerability in OpenSSH 8.5p1–9.7p1.
rceopensshtier-1
9.1Project Zero3h ago
Apple Issues Emergency Update for Actively Exploited WebKit 0-day
Out-of-band fix for CVE-2024-23222, observed in targeted exploitation against journalists.
apple0daywebkit
8.1MSRC5h ago
Patch Tuesday Fixes 51 CVEs — 3 Zero-Days Actively Exploited
This month's update addresses 51 vulnerabilities including three actively-exploited zero-days.
patch-tuesday0day
7.3CISA8h ago
CISA Adds Apache HTTP Server Vulnerability to Known Exploited List
Federal agencies must patch CVE-2024-38476 by July 23.
cisaapachekev
6.4Mandiant10h ago
UNC5174 Campaign Exploits CVE-2024-1709 Against Federal Targets
China-nexus actor leverages ConnectWise ScreenConnect auth bypass in widespread campaign.
aptunc5174
4.1Securelist14h ago
Operation Triangulation Toolchain Analyzed in Full Technical Detail
Kaspersky publishes complete chain analysis of the iOS implant first disclosed in 2023.
aptios

90+ sources. Already onboarded.

Every major vendor advisory, every reputable researcher blog, every CISA bulletin. Bring your own if we're missing one.

Free to start. Pro when you need it.

Free
$0/forever
For the curious analyst or solo practitioner.
  • 4 essential sources: CISA KEV, NVD, Hacker News, CERT-Bund
  • AI-ranked feed & basic TL;DRs
  • 7-day history
  • Bookmarks & basic tuning
  • Web + PWA + mobile app
Start free

Common questions.

An RSS reader gives you a flat chronological list of every story from every feed — you still have to read it all. BrieflySec ingests the same feeds but scores each story against your stack and role, surfaces TL;DRs, and shows only what's actually relevant to you. Less reading, more signal.
A combination of LLM-based content classification, your explicit tuning (sectors, stacks, role), and online learning from your thumbs-up/down history. Every rating you make retrains your personal model — usually within a week of moderate use, your feed reflects your real interests.
At ingest, every story is fingerprinted by canonical URL, then by content shingles, and then cross-referenced via shared CVE IDs. When sources cover the same story, we merge them into a single card with the primary source and a '+N sources' indicator.
Yes — BrieflySec is a PWA and a native-wrapped iOS/Android app via Capacitor. Same feed, same ranking, on any device.
Your ratings and tuning are scoped to your account and used only to train your personal ranker — never aggregated or shared. We retain bookmarks indefinitely and feed history per your plan.