Pyrit is a powerful WiFi cracker that uses the power of CPUs and/or GPUs to crack WPA/WPA2-PSK keys. It is written in...
Best Inspect AI Alternatives ranked by AI · updated Sep 2026
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Inspect AI is an open-source framework for evaluating large language models and AI agents. It serves researchers and engineering teams with structured tasks, solvers, scorers, and support for controlled model testing.
Top 6 Inspect AI alternatives
Moonshot is an open-source toolkit for red-teaming and evaluating the safety of large language models. It is aimed at AI safety researchers,...
Pros
- Purpose-built for LLM safety and security testing
- Open-source and extensible with custom scenarios
- Supports repeatable red-team evaluations
Cons
- Smaller ecosystem than Inspect AI or Promptfoo
- Requires more technical setup than hosted evaluation platforms
- Less suited to broad application testing and observability
DeepEval
Confident AI
DeepEval is an open-source Python framework for testing and evaluating LLM applications with built-in and custom metrics. It is designed for developers...
Pros
- Easy to add LLM evaluations to Python test suites
- Includes metrics for faithfulness, relevance, bias, and safety
- Good fit for CI-based regression testing
Cons
- Less complete production observability than Langfuse or Phoenix
- Python-centric compared with browser-based platforms
- Some advanced collaboration features require the hosted service
Free open source; hosted platform available
Promptfoo
Promptfoo
Promptfoo is an open-source CLI and platform for testing prompts, models, and LLM application behavior. It is aimed at developers who need...
Pros
- Fast local and CI workflows for comparing prompts and models
- Broad provider support across hosted and local models
- Strong red-teaming and security testing capabilities
Cons
- Less production tracing than LangSmith, Langfuse, or Phoenix
- Reporting and collaboration are more limited in the open-source CLI
- Configuration-driven workflows may be less approachable for nontechnical users
Free open source; enterprise plans available
Garak
NVIDIA
Garak is an open-source vulnerability scanner for large language models. It is designed for security researchers and developers who need automated probes...
Pros
- More focused on automated vulnerability probing than Moonshot
- Includes many ready-made probes and detectors
- Runs locally against a wide range of model interfaces
Cons
- Less suitable for general quality and capability evaluation
- Results can require substantial manual interpretation
- Probe coverage varies across model architectures
Giskard
Giskard
Giskard is an AI testing platform that evaluates machine learning and generative AI systems for performance, bias, robustness, and security risks. It...
Pros
- Covers traditional ML governance as well as LLM testing
- Provides more user-facing reporting than Moonshot
- Useful for bias, robustness, and performance checks
Cons
- Less deep in adversarial red teaming than Moonshot
- Broader scope can mean fewer specialized attack techniques
- Some collaboration and governance features require paid plans
Free, enterprise plans available
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