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// Evaluate & guard

AgentBench

A Comprehensive Benchmark to Evaluate LLMs as Agents (ICLR'24)

Open source No commits in 6+ months For developers

Official site ↗ Compare

IN ONE PARAGRAPH

AgentBench is A Comprehensive Benchmark to Evaluate LLMs as Agents (ICLR'24).

Good for: Developers and teams who want to evaluate & guard.

Not for: teams that need active fixes (no commits in the last 6 months).

01How to start

  1. 1Read the official quick-start (link above).
  2. 2Install or sign up as the official guide describes.
  3. 3Try it on a small example before wiring it into a project.

02Alternatives & comparison

Compare side by side →
gorilla Gorilla: Training and Evaluating LLMs for Function Calls (Tool Calls) ★ 13k VLMEvalKit Open-source evaluation toolkit of large multi-modality models (LMMs), support 220+ LMMs, 80+ benchmarks ★ 4.5k 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. ★ 26k ragas Supercharge Your LLM Application Evaluations 🚀 ★ 16k 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. ★ 7.5k

03Related

Versions, why it is listed, for AI to read

For AI agents

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