Side by side
AgentBench vs EvalPlus
Both stand on llm evaluation tools. Which one you can start free with, which one lets you read the code, and what each costs once you pay.
Free plan APILinuxSelf-hosted
AgentBench provides a broad, extensible framework for testing language-model agents, with a newer function-calling version and containerized tasks. Resource demands and documented environment issues should be considered before deployment.
Visit AgentBench Free plan APILinuxSelf-hosted
EvalPlus provides benchmark expansion, efficiency testing, leaderboards, and broad backend support for code-focused model evaluation. Its open-source, self-hosted approach gives technical teams control over execution and setup.
Visit EvalPlusThe facts
| AgentBench | EvalPlus | |
|---|---|---|
| Free plan | Yes | Yes |
| Open source | Not published | Not published |
| Runs on | API, Linux, Self-hosted | API, Linux, Self-hosted |
| Lowest paid plan | Not published | Not published |
| Plans published | None | None |
| Maker | Not published | Not published |
| Website | github.com | github.com |
| On llm evaluation tools | #9 of 29 | #13 of 29 |
AgentBench: what it does well
- Covers eight original environment types
- Current FC version supports five tasks
- One-command Docker Compose setup documented
- Supports local and API-only models
- Apache-2.0 licensed and free
What to know first
- Webshop needs about 16 GB of RAM
- Alfworld can leak memory and disk space
- KnowledgeGraph relies on an unstable online service
- Original quick start requires Docker
EvalPlus: what it does well
- Expanded HumanEval+ and MBPP+ test suites
- EvalPerf measures code efficiency
- Leaderboards publish benchmark results
- Many documented model backends
- Docker-based evaluation examples
What to know first
- EvalPerf is marked *nix only
- Requires setup through pip or Docker
- Self-hosted deployment is required for local use
- License terms differ for evalplus/eval files
Alternatives to AgentBench Alternatives to EvalPlus The whole list