REPOGEO REPORT · LITE
msoedov/agentic_security
Default branch main · commit 2aabcef4 · scanned 5/18/2026, 4:41:33 AM
GitHub: 1,872 stars · 253 forks
Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface msoedov/agentic_security, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Reposition the README's opening to emphasize its unique 'agentic' platform and red teaming capabilities
Why:
CURRENTAn open-source vulnerability scanner for Agent Workflows and Large Language Models (LLMs)<br />Protecting AI systems from jailbreaks, fuzzing, and multimodal attacks.
COPY-PASTE FIXThe **Agentic Security** platform is an open-source, agent-powered vulnerability scanner and AI red teaming kit designed to protect LLM applications from advanced threats like multi-step jailbreaks, prompt injection, fuzzing, and multimodal attacks.
- mediumtopics#2Add more specific keywords to the repository topics
Why:
CURRENTagent-framework, agent-security, ai-red-team, llm-evaluation, llm-evaluation-framework, llm-fuzzer, llm-fuzzer-aggregator, llm-fuzzing, llm-guardrails, llm-jailbreaks, llm-scanner, llm-security, llm-vulnerabilities, prompt-testing
COPY-PASTE FIXagent-framework, agent-security, ai-red-team, llm-evaluation, llm-evaluation-framework, llm-fuzzer, llm-fuzzer-aggregator, llm-fuzzing, llm-guardrails, llm-jailbreaks, llm-scanner, llm-security, llm-vulnerabilities, prompt-testing, prompt-injection, ai-red-teaming-platform, llm-red-teaming
- lowabout#3Refine the 'About' description for clarity and keyword density
Why:
CURRENTAgentic LLM Vulnerability Scanner / AI red teaming kit 🧪
COPY-PASTE FIXAn agentic LLM vulnerability scanning platform and AI red teaming kit for detecting jailbreaks, prompt injection, and multimodal attacks. 🧪
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- Garak · recommended 1×
- LLM Guard · recommended 1×
- Prompt Security Toolkit (PST) · recommended 1×
- Adversarial GLUE (AdvGLUE) · recommended 1×
- OWASP Top 10 for LLM Applications · recommended 1×
- CATEGORY QUERYHow can I test my LLM applications for jailbreaks and prompt injection vulnerabilities?you: not recommendedAI recommended (in order):
- Garak
- LLM Guard
- Prompt Security Toolkit (PST)
- Adversarial GLUE (AdvGLUE)
- OWASP Top 10 for LLM Applications
- Red Teaming with Human Experts
- LangChain
AI recommended 7 alternatives but never named msoedov/agentic_security. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat tools help perform red teaming and security assessments for AI agent systems?you: not recommendedAI recommended (in order):
- Giskard (GiskardAI/giskard)
- Adversarial Robustness Toolbox (ART) (IBM/adversarial-robustness-toolbox)
- OWASP Top 10 for Large Language Model Applications (LLM Top 10) (OWASP/owasp-llm-top-10)
- Microsoft Counterfit (Azure/counterfit)
- FAR AI's Red Teaming Platform
- PromptInject (Garak-ai/PromptInject)
- DeepMind's AI Safety Research Tools
AI recommended 7 alternatives but never named msoedov/agentic_security. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of msoedov/agentic_security?passAI named msoedov/agentic_security explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts msoedov/agentic_security in production, what risks or prerequisites should they evaluate first?passAI did not name msoedov/agentic_security — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo msoedov/agentic_security solve, and who is the primary audience?passAI named msoedov/agentic_security explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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Live preview[](https://repogeo.com/en/r/msoedov/agentic_security)<a href="https://repogeo.com/en/r/msoedov/agentic_security"><img src="https://repogeo.com/badge/msoedov/agentic_security.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
msoedov/agentic_security — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite