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LLM evaluation

Test prompts, models and agents against datasets, assertions and red-team probes, locally or in CI.

Side by side

LLM evaluation
ToolStarsLicenceTermsSelf-hostedLanguageLatestLast push
promptfoo26kMITOpen sourceNoTypeScriptcode-scan-action-0.2.12026-10-06
DeepEval19kApache-2.0Open sourceNoPythonpython-v4.2.42026-10-05
LM Evaluation Harness14kMITOpen sourceNoPythonv0.4.132026-09-14
garak9.5kApache-2.0Open sourceNoPythonv0.17.02026-10-02
OpenCompass7.5kApache-2.0Open sourceNoPython0.5.42026-09-28
Giskard5.9kApache-2.0Open sourceNoPythonv3.0.12026-10-06
Inspect2.9kMITOpen sourceNoPython0.3.2762026-10-06

7 tools

promptfoo

Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI and Anthropic.

Language
TypeScript
Licence
MIT
Stars
26k
Latest
code-scan-action-0.2.1
Last push
2026-10-06
OpenCompass

OpenCompass is an LLM evaluation platform, supporting a wide range of models from OpenAI, Anthropic, Gemini, Qwen, GLM, DeepSeek, etc, across 100+ datasets covering knowledge, reasoning, coding, science, language, long-context, and safety.

Language
Python
Licence
Apache-2.0
Stars
7.5k
Latest
0.5.4
Last push
2026-09-28
Inspect

Inspect: A framework for large language model evaluations

Language
Python
Licence
MIT
Stars
2.9k
Latest
0.3.276
Last push
2026-10-06

What these tools replace