Nicheloom

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Sources

adversarial security and jailbreak tools

Recent window: last 5.3 months (2026-04-28 → 2026-10-06), compared with the prior 5.3 months.

security · 69 members · Data as of 2026-10-09

These products offer vulnerability testbeds, red teaming frameworks, exploit utilities, and prompt injection archives for testing system defenses. They are primarily used by security researchers, red teams, and AI safety engineers to discover, simulate, and patch weaknesses. The cluster is distinguished by its strong focus on offensive security research and adversarial prompt engineering.

Metrics

Stage
heating
Recent count
58
Prior count
8
Total count
69
Momentum
300.00
Attention
0.31
Crowding
0.22
Concentration
0.83
Opportunity
0.56

Opportunity components

Attention
0.31
Low crowding
0.78
Momentum (normalized)
1.00
Low concentration
0.17

Source split

github
47 (0.81)
hn
2 (0.03)
ph
9 (0.16)
yc
0 (0.00)

Dominant source: github · Divergence: 0.81

Similar niches

Monthly trajectory

Members

Name Source Upvotes ▼ Launched
Claude-Jailbreak-Prompt GITHUB 104 2026-10-02
idempotency-shield GITHUB 85 2026-09-17
Cellebrite-UFED GITHUB 81 2026-10-02
Thunderstorm GITHUB 72 2026-09-14
adeskills GITHUB 69 2026-09-27
procyon GITHUB 60 2026-09-16
seedance-2-5-fight-director GITHUB 45 2026-10-01
jailbreak-archive GITHUB 39 2026-09-23
whetstones-lab GITHUB 27 2026-09-11
Shibuya HN 22 2026-02-23
Silmaril: Self-healing Prompt Injection Defense YC 21 2026-04-13
strata GITHUB 20 2026-09-11
SoulStack GITHUB 19 2026-09-24
buried-injections GITHUB 19 2026-09-23
pojia-breaker GITHUB 18 2026-09-24
jailbreak-archives GITHUB 17 2026-09-30
piney_apples GITHUB 15 2026-09-28
AE_StaffGenerator GITHUB 15 2026-09-16
K7R3 GITHUB 14 2026-09-18
AIE-Spawn GITHUB 12 2026-09-17
Pingu Unchained an Unrestricted LLM for High-Risk AI Security Research HN 11 2025-11-07
adaptix-kerbrute GITHUB 11 2026-09-26
DeepSeek-jailbreak GITHUB 11 2026-09-11
Jo HN 10 2026-06-05
BrokenClaw Part 5: GPT-5.4 Edition (Prompt Injection) HN 10 2026-04-09
cyber-vault GITHUB 9 2026-09-23
phonsint GITHUB 9 2026-09-29
VectorFreed GITHUB 8 2026-09-21
Generate Passwords from Regex Constraints HN 8 2025-12-15
genpark-agent-session-compaction-tokenizer-skill GITHUB 8 2026-09-14
genpark-serializable-snapshot-isolation-ssi-skill GITHUB 7 2026-09-10
genpark-agent-session-compaction-tokenizer-skill GITHUB 7 2026-09-14
genpark-autonomous-honeypot-canary-sentinel-skill GITHUB 7 2026-09-26
genpark-indirect-prompt-injection-sanitizer-skill GITHUB 7 2026-09-26
genpark-indirect-prompt-injection-sanitizer-skill GITHUB 7 2026-09-26
genpark-covert-data-exfiltration-firewall-skill GITHUB 7 2026-09-26
genpark-covert-data-exfiltration-firewall-skill GITHUB 7 2026-09-26
genpark-agent-sandboxed-file-diff-safety-auditor-skill GITHUB 7 2026-09-26
genpark-agent-tool-permission-rbac-validator-skill GITHUB 7 2026-09-26
genpark-agent-tool-permission-rbac-validator-skill GITHUB 7 2026-09-26
genpark-agent-prompt-injection-jailbreak-sentinel-skill GITHUB 7 2026-09-28
genpark-agent-bash-command-sandbox-guard-skill GITHUB 7 2026-09-28
genpark-agent-prompt-injection-sanitizer-firewall-skill GITHUB 7 2026-09-28
genpark-codebase-dead-code-unreachable-pruner-skill GITHUB 7 2026-09-27
genpark-sse-server-sent-events-protocol-parser-skill GITHUB 7 2026-09-29
genpark-agent-prompt-injection-sanitizer-firewall-skill GITHUB 7 2026-09-28
genpark-document-redaction-pii-scrubber-skill GITHUB 7 2026-09-27
genpark-canary-token-leak-sentinel-skill GITHUB 7 2026-09-29
genpark-agent-prompt-injection-jailbreak-sentinel-skill GITHUB 7 2026-09-28
genpark-pii-anonymizer-credential-scrubber-skill GITHUB 7 2026-09-29