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Sources

adversarial security and jailbreaking tools

Recent window: last 5.2 months (2026-04-25 → 2026-09-29), compared with the prior 5.2 months.

security · 62 members · Data as of 2026-10-02

These products offer attack simulation, prompt injection defenses, exploit utilities, and benchmark datasets for cybersecurity professionals and AI safety researchers. Red teams and engineers use them to probe defenses, stress-test language models, and uncover system vulnerabilities. The cluster is characterized by its focus on offensive security and adversarial testing rather than routine enterprise IT compliance.

Metrics

Stage
heating
Recent count
47
Prior count
9
Total count
62
Momentum
300.00
Attention
0.28
Crowding
0.16
Concentration
0.84
Opportunity
0.57

Opportunity components

Attention
0.28
Low crowding
0.84
Momentum (normalized)
1.00
Low concentration
0.16

Monthly trajectory

Source split

github
40 (0.85)
hn
3 (0.06)
ph
4 (0.09)
yc
0 (0.00)

Dominant source: github · Divergence: 0.85

Similar themes

Members

Name Source Upvotes ▼ Launched
idempotency-shield GITHUB 85 2026-09-17
Thunderstorm GITHUB 72 2026-09-14
adeskills GITHUB 69 2026-09-27
procyon GITHUB 60 2026-09-16
jailbreak-archive GITHUB 39 2026-09-23
af-emulator GITHUB 37 2026-09-22
whetstones-lab GITHUB 27 2026-09-11
Shibuya HN 22 2026-02-23
Silmaril: Self-healing Prompt Injection Defense YC 21 2026-04-13
SoulStack GITHUB 19 2026-09-24
buried-injections GITHUB 19 2026-09-23
reuseforge-standalone GITHUB 18 2026-09-27
pojia-breaker GITHUB 18 2026-09-24
relapse-y2jb GITHUB 17 2026-09-30
AE_StaffGenerator GITHUB 15 2026-09-16
K7R3 GITHUB 14 2026-09-18
AIE-Spawn GITHUB 12 2026-09-17
adaptix-kerbrute GITHUB 11 2026-09-26
luraph-deobfuscator GITHUB 11 2026-09-23
DeepSeek-jailbreak GITHUB 11 2026-09-11
Pingu Unchained an Unrestricted LLM for High-Risk AI Security Research HN 11 2025-11-07
Jo HN 10 2026-06-05
jailbreak-archives GITHUB 9 2026-09-30
cyber-vault GITHUB 9 2026-09-23
Generate Passwords from Regex Constraints HN 8 2025-12-15
genpark-agent-session-compaction-tokenizer-skill GITHUB 8 2026-09-14
VectorFreed GITHUB 8 2026-09-21
LLVM-jutsu: Anti-LLM obfuscation pass HN 8 2025-12-22
genpark-agent-sandboxed-file-diff-safety-auditor-skill GITHUB 7 2026-09-26
genpark-serializable-snapshot-isolation-ssi-skill GITHUB 7 2026-09-10
genpark-agent-session-compaction-tokenizer-skill GITHUB 7 2026-09-14
genpark-agent-prompt-injection-jailbreak-sentinel-skill GITHUB 7 2026-09-28
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-adversarial-prompt-jailbreak-detector-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-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-web-stealth-scraper-distiller-skill GITHUB 7 2026-09-28
genpark-agent-prompt-injection-jailbreak-sentinel-skill GITHUB 7 2026-09-28