Nicheloom

Market intelligence for builders — see what's gaining traction before it's crowded.

Sources

ai cybersecurity and penetration testing

Recent window: last 5.1 months (2026-04-24 → 2026-09-27), compared with the prior 5.1 months.

security · 184 members · Data as of 2026-09-30

These products use autonomous agents and specialized models to perform security vulnerability detection, penetration testing, and safety auditing. They are primarily used by security teams, ethical hackers, and developers safeguarding both traditional applications and AI agent workflows. Unlike standard static code analyzers, this cluster focuses heavily on automated offensive security, red teaming, and runtime guardrails.

Metrics

Stage
crowded
Recent count
147
Prior count
24
Total count
184
Momentum
300.00
Attention
0.47
Crowding
0.77
Concentration
0.83
Opportunity
0.47

Opportunity components

Attention
0.47
Low crowding
0.23
Momentum (normalized)
1.00
Low concentration
0.17

Monthly trajectory

Source split

github
58 (0.39)
hn
34 (0.23)
ph
44 (0.30)
yc
11 (0.07)

Dominant source: github · Divergence: 0.32

Similar themes

Members

Name Source Upvotes ▲ Launched
Bypass Labs PH 1 2026-09-22
AgentVerify PH 1 2026-09-22
Sentinel Cyber AI Workplace PH 1 2026-09-18
FLINT Deterministic Work Engine PH 1 2026-09-18
Hakimo PH 1 2026-09-18
Kanopy Security | Shadow AI Security Pl. PH 1 2026-09-10
Foo Guard PH 1 2026-09-29
Cyber AI PH 1 2026-09-14
AI Guard PH 1 2026-09-24
AiGuard PH 1 2026-09-17
iDefender PH 1 2026-09-17
QA Agent Builder PH 1 2026-09-14
Mock2Block PH 1 2026-09-08
Lorikeet Security PH 1 2026-09-24
Ceraph PH 1 2026-09-28
TryTrustable PH 1 2026-09-24
Appilot PH 1 2026-09-28
FOXSIS Pro MAX AI PH 1 2026-09-21
Ace ID PH 1 2026-09-15
AgentInvestigate AI Agent Skillsets PH 1 2026-09-17
WiFiHorizon: AI WiFi Analyzer PH 1 2026-09-11
Oxvenia PH 1 2026-09-13
Guile PH 1 2026-09-17
TestBot PH 1 2026-09-13
GUARDIAN PH 1 2026-09-24
Cyber Decision Lab PH 1 2026-09-12
Proofly PH 1 2026-09-07
NeuralDefenders PH 1 2026-09-09
Retrio PH 2 2026-09-14
GAUNTLEX PH 2 2026-09-19
Nurbak PH 2 2026-09-26
AgenticTrust PH 2 2026-09-24
CyberDetails PH 2 2026-09-11
Agentkind PH 2 2026-09-30
OpenTrustBench PH 2 2026-09-16
ClearCiviQ PH 2 2026-09-28
Patronus Scanner PH 3 2026-09-20
Guardbee.ai PH 3 2026-09-14
HOG3 PH 3 2026-09-10
HOG3 Security PH 3 2026-09-08
Obvra PH 3 2026-09-26
Kanverse ProofStamp PH 4 2026-09-18
Agent-password HN 5 2026-03-21
Xalgorix HN 5 2026-07-06
Clay Seal Identity HN 5 2026-07-13
Skill-up HN 5 2026-07-30
GitHub Action for AI/LLM Security Scanning in CI/CD HN 5 2026-01-01
Don't ask if devs cheat with AI, test if they're good with it HN 5 2026-06-30
Crilio HN 5 2026-08-24
CardGo HN 5 2026-08-30