🔐 Falconz - RedTeamers

🛡️ Unified AI Security and redteaming tool for Multi-Modal & Agentic Systems Powered by Claude from Anthropic and Gradio-MCP

Falconz is a Gradio MCP-powered platform designed to safeguard LLM and agentic applications through real-time jailbreak and prompt-injection detection across OpenAI, Gemini, Mistral, Phi, and more. Built on Gradio's intuitive interface integrated with MCP (Model Context Protocol), it enables seamless, plug-and-play security workflows.

At its core, Falconz leverages Anthropic's Claude models—renowned for their robustness and resistance to prompt injections—as the primary engine for advanced threat detection in both text and image inputs. Claude's architecture makes it uniquely effective at identifying and mitigating subtle jailbreaks, vanilla injections, hidden templates, and adversarial prompts, providing unparalleled reliability for red-teaming tasks.

The app includes an inbuilt library of the latest Top 10 jailbreak templates (inspired by OWASP), allowing users to customize, modify, and deploy them for controlled testing and ethical red-teaming workflows. It supports both prompt template modification and real-time threat detection, enabling safe experimentation while continuously monitoring model behavior. A lightweight safeguard model ensures fast, on-device-friendly risk screening for quick evaluation cycles.

Integrate Falconz with MCP to secure your entire AI stack, access live analytics, and maintain ethical AI practices in a single, streamlined interface.

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🛡️ AI Red Teaming & Safety – Learning Hub

Below is a curated list of 10 high-signal sources to track:

Prompt injection techniques
LLM vulnerabilities
AI red teaming tactics & tools

Use these responsibly and ethically, in line with your organization’s security and compliance policies.

🔟 Top Sources for Prompt Injection & AI Red Teaming

Below are ten high-signal places to follow prompt injection techniques, LLM vulnerabilities, and red teaming.

#	Title & Link	Description
1	Embrace The Red 🔗 https://embracethered.com/blog	A deeply technical blog by “Wunderwuzzi” covering prompt injection exploits, jailbreaks, red teaming strategy, and POCs. Frequently cited in AI security circles for real-world testing.
2	L1B3RT4S GitHub (elder_plinius) 🔗 https://github.com/elder-plinius/L1B3RT4S	A jailbreak prompt library widely used by red teamers. Offers prompt chains, attack scripts, and community contributions for bypassing LLM filters.
3	Prompt Hacking Resources (PromptLabs) 🔗 https://github.com/PromptLabs/Prompt-Hacking-Resources	An awesome-list style hub with categorized links to tools, papers, Discord groups, jailbreaking datasets, and prompt engineering tactics.
4	InjectPrompt (David Willis-Owen) 🔗 https://www.injectprompt.com	Substack blog/newsletter publishing regular jailbreak discoveries, attack patterns, and LLM roleplay exploits. Trusted by active red teamers.
5	Pillar Security Blog 🔗 https://www.pillar.security/blog	Publishes exploit deep-dives, system prompt hijacking cases, and “policy simulation” attacks. Good bridge between academic and applied offensive AI security.
6	Lakera AI Blog 🔗 https://www.lakera.ai/blog	Covers prompt injection techniques and defenses from a vendor perspective. Offers OWASP-style case studies, mitigation tips, and monitoring frameworks.
7	OWASP GenAI LLM Security Project 🔗 https://genai.owasp.org/llmrisk/llm01-prompt-injection	Formal threat modeling site ranking Prompt Injection as LLM01 (top risk). Includes attack breakdowns, controls, and community submissions.
8	Garak LLM Vulnerability Scanner 🔗 https://docs.nvidia.com/nemo/guardrails/latest/evaluation/llm-vulnerability-scanning.html	NVIDIA’s open-source scanner (like nmap for LLMs) that probes for prompt injection, jailbreaks, encoding attacks, and adversarial suffixes.
9	Awesome-LLM-Red-Teaming (user1342) 🔗 https://github.com/user1342/Awesome-LLM-Red-Teaming	Curated repo for red teaming tools, attack generators, and automation for testing LLMs. Includes integrations for CI/CD pipelines.
10	Kai Greshake (Researcher & Blog) 🔗 https://kai-greshake.de/posts/llm-malware	Pioneered “Indirect Prompt Injection” research. His blog post and paper explain how LLMs can be hijacked via external data (RAG poisoning). Active on Twitter/X.

🔐 Falconz - RedTeamers

🛡️ Unified AI Security and redteaming tool for Multi-Modal & Agentic Systems Powered by Claude from Anthropic and Gradio-MCP

Jailbreak Prompts

Falconz Prompt Injection Analyzer

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Prompt Injection Testing Interface (OpenRouter Models)

🔍 Falconz Prompt Injection Analyzer - Analytics

🛡️ AI Red Teaming & Safety – Learning Hub

🔟 Top Sources for Prompt Injection & AI Red Teaming