Whitespace.
See who already built your idea — and the space they left open.

CLUSTER ADVERSARIAL-LANGUAGE-MODELS · 4 ENTRIES · EARLIEST ENTRY 2026-09-07

LLM adversarial attack security tools

This cluster comprises security tools that run adversarial prompt attacks against large language models and produce severity-scored vulnerability reports mapped to MITRE ATLAS, alongside a research platform for documenting and sharing LLM adversarial analyses. The cluster's dated history before the index start is too thin to read a shape from – only 0 dated entries exist, meaning it either predates the index or its members are undated. Traction leadership is shared by AI-Powered-VAPT-Security-Analysis and Multi-Agent-LLM-Red-Team-Orchestrator, each with 0 stars.

Entry timeline

ENTRY TIMELINE

SEP 2026: 2OCT 2026: 2
SEP 2026OCT 2026

Each bar is the month a member carries, which is a creation date where the source published one and a crawl date otherwise. Nothing in the index was found before 11 August 2026, and coverage broadened sharply on 14–15 August, so a bar from then on reports how much we found that month, not how much was built; an earlier bar reports how far back a member's own source dated it — not how long we have been watching.

Members by activity

Activity signals, not revenue.

Build origin · 4 unlabelled

Operator · 4 unlabelled

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 4 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 01AI-Powered-VAPT-Security-Analysis0★9 days—Security analysis tool that validates vulnerabilities and drafts penetration-test reports using local language models.
  2. 02Multi-Agent-LLM-Red-Team-Orchestrator0★1 mo—Security tool that runs adversarial prompt attacks against language models and generates severity-scored vulnerability reports mapped to MITRE ATLAS.
  3. 03Multi-Agent-LLM-Red-Team-Orchestrator0★1 mo—Security tool that runs adversarial prompt attacks against language models and generates severity-scored vulnerability reports mapped to MITRE ATLAS.
  4. 04thinking&thoughts - LLM Research Platform0★unknownliveResearch platform for documenting and sharing adversarial analyses of large language models and AI safety.

Ranked by traction, highest first, and paged 20 at a time — this is a window on the cluster, never the whole of it. Ties are broken by a stable id so a product cannot appear on two pages or fall between them. Browse every cluster.