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Start with the pressure: sales, launch, abuse, agents, data, or guardrails
Start with the pressure: sales, launch, abuse, agents, data, or guardrails
A research-oriented tools module for mapping AI security products, open-source frameworks, evaluation harnesses, governance platforms, runtime controls, GitHub signals, and structured user review data.
From the file-based manifest.
Sample structured JSONL reviews.
Across available aggregates.
Distinct taxonomy categories.
This directory is a research scaffold. Tool claims, references, GitHub metadata, screenshots, review scores, and aggregate rankings are not certifications or procurement recommendations. Review-derived metrics are directional and should be segmented by persona, maturity, organization size, deployment model, and verified-use status.
AI security tool for rag & appsec scanners.
AI security tool for benchmarks for security & safety.
AI security tool for ai supply chain security.
AI security tool for agentic & mcp security.
AI security tool for agentic & mcp security.
AI security tool for llm evaluation & tracing.
AI security tool for ai asset management & inventory.
AI security tool for bias, fairness & accountability.
AI security tool for ai grc & policy-as-code (compliance).
AI security tool for ai forensics & incident response.
AI security tool for ai grc & policy-as-code (compliance).
AI security tool for guardrail frameworks (runtime protection).
AI security tool for ai grc & policy-as-code (compliance).
AI security tool for ai asset management & inventory.
AI security tool for formal verification & robustness.
Open-source observability and evaluation tool for LLM, RAG, and machine learning systems.
AI security tool for multimodal & safety test suites.
AI security tool for curated "awesome" lists (aggregators).
AI security tool for curated "awesome" lists (aggregators).
AI security tool for curated "awesome" lists (aggregators).
AI security tool for curated "awesome" lists (aggregators).
AI security tool for curated "awesome" lists (aggregators).
AI security tool for data poisoning & model theft defense.
AI security tool for red teaming & vulnerability scanning.
Commercial AI security and governance platform for enterprise generative AI usage.
AI security tool for ai asset management & inventory.
AI security tool for red teaming & vulnerability scanning.
AI security tool for ai grc & policy-as-code (compliance).
AI security tool for federated learning & privacy-preserving ai.
AI security tool for 🖥️ confidential computing & tees.
AI security tool for red teaming & vulnerability scanning.
AI security tool for secure multi-party computation (smpc) & private ai.
AI security tool for multimodal & safety test suites.
AI security tool for model watermarking & ip protection.
AI security tool for llm evaluation & tracing.
AI security tool for hardware & gpu security.
AI security tool for ai asset management & inventory.
AI security tool for 🖥️ confidential computing & tees.
AI security tool for formal verification & robustness.
AI security tool for bias, fairness & accountability.
AI security tool for ai grc & policy-as-code (compliance).
AI security tool for model observability & monitoring.
AI security tool for bias, fairness & accountability.
AI security tool for bias, fairness & accountability.
AI security tool for federated learning & privacy-preserving ai.
AI security tool for federated learning & privacy-preserving ai.
AI security tool for ai supply chain security.
AI security tool for secure multi-party computation (smpc) & private ai.
AI security tool for hardware & gpu security.
Open-source LLM vulnerability scanner for probing models and applications with adversarial tests.
AI security tool for red teaming & vulnerability scanning.
AI security tool for differential privacy.
AI security tool for hardware & gpu security.
AI security tool for 🖥️ confidential computing & tees.
Framework for validating, constraining, and monitoring LLM inputs and outputs.
AI security tool for benchmarks for security & safety.
AI security tool for benchmarks for security & safety.
Security platform for protecting AI models from adversarial attacks and theft.
Commercial AI security platform focused on model threat detection and AI system protection.
AI security tool for red teaming & vulnerability scanning.
AI security tool for multimodal & safety test suites.
AI security tool for differential privacy.
AI security tool for 🖥️ confidential computing & tees.
AI security tool for ai supply chain security.
Enterprise-grade protection against prompt injections, PII leakage, and other LLM vulnerabilities.
Framework for developing applications powered by large language models (LLMs).
Open-source LLM observability platform useful for traces, evaluation, debugging, and AI incident evidence.
AI security tool for llm evaluation & tracing.
AI security tool for model observability & monitoring.
Commercial observability and evaluation platform for LLM applications.
AI security tool for model observability & monitoring.
AI security tool for guardrail frameworks (runtime protection).
Data framework for LLM applications to connect custom data sources.
AI security tool for red teaming & vulnerability scanning.
Open-source security toolkit for sanitizing and validating LLM inputs and outputs.
AI security tool for guardrail frameworks (runtime protection).
AI security tool for formal verification & robustness.
AI security tool for 🖥️ confidential computing & tees.
AI security tool for ai forensics & incident response.
AI security tool for agentic & mcp security.
AI security tool for ai grc & policy-as-code (compliance).
Python Risk Identification Tool for generative AI (PyRIT) for red teaming.
AI security tool for llm evaluation & tracing.
Knowledge base of adversarial tactics and techniques against AI-enabled systems.
AI security tool for model watermarking & ip protection.
AI security tool for ai asset management & inventory.
AI security tool for ai supply chain security.
AI security tool for data poisoning & model theft defense.
Open-source model scanning tool for detecting unsafe model serialization and artifact risks.
AI security tool for ai supply chain security.
AI security tool for secure multi-party computation (smpc) & private ai.
AI security tool for multimodal & safety test suites.
Open-source toolkit for easily adding programmable guardrails to LLM-based conversational systems.
AI security tool for formal verification & robustness.
Evaluation tooling for generative AI models and systems in NVIDIA AI workflows.
AI security tool for guardrail frameworks (runtime protection).
General-purpose policy engine increasingly relevant to AI gateway, agent, and SDLC policy enforcement.
Open-source evaluation framework for testing language model behavior.
AI security tool for differential privacy.
AI security tool for federated learning & privacy-preserving ai.
AI security tool for federated learning & privacy-preserving ai.
AI security tool for hardware & gpu security.
AI security tool for guardrail frameworks (runtime protection).
AI security tool for model observability & monitoring.
AI security tool for agentic & mcp security.
AI security tool for data poisoning & model theft defense.
AI security tool for data poisoning & model theft defense.
AI security tool for ai forensics & incident response.
Developer-focused LLM evaluation and red-team testing framework for prompts and applications.
AI security tool for prompt engineering & template security.
AI security tool for prompt engineering & template security.
AI security tool for prompt engineering & template security.
Protection against insecure AI models by scanning for serialized model files that execute arbitrary code.
Commercial AI and ML security platform focused on model supply chain, scanning, and governance.
AI security tool for red teaming & vulnerability scanning.
AI security tool for differential privacy.
Open-source Python Risk Identification Toolkit for generative AI red teaming.
AI security tool for red teaming & vulnerability scanning.
AI security tool for secure multi-party computation (smpc) & private ai.
AI security tool for rag & appsec scanners.
AI security tool for rag & appsec scanners.
AI security tool for rag & appsec scanners.
Self-hosted or managed API to detect and prevent prompt injection attacks.
AI security tool for formal verification & robustness.
AI security tool for hardware & gpu security.
AI security tool for model watermarking & ip protection.
AI security tool for agentic & mcp security.
AI security tool for benchmarks for security & safety.
AI security tool for ai grc & policy-as-code (compliance).
AI security tool for differential privacy.
AI security tool for secure multi-party computation (smpc) & private ai.
AI security tool for bias, fairness & accountability.
AI security tool for agentic & mcp security.
Open-source evaluation and tracking toolkit for LLM and RAG application quality.
AI security tool for benchmarks for security & safety.
AI security tool for ai forensics & incident response.
AI security tool for model watermarking & ip protection.
AI security tool for llm evaluation & tracing.
AI security tool for ai grc & policy-as-code (compliance).
AI security tool for ai grc & policy-as-code (compliance).
AI security tool for rag & appsec scanners.
AI security tool for guardrail frameworks (runtime protection).
AI security tool for data poisoning & model theft defense.
AI security tool for bias, fairness & accountability.
AI security tool for ai supply chain security.
DFD-style AI threat modeling and trust-boundary mapping instrument.
Comprehensive scenario library for AI red-team engagements.
Browser, repo, and IDE discovery for AI assets and shadow AI.
Forensics and capability extraction for AI models and binaries.
