EvalPlus

Open Source

Evaluation and Monitoring Updated Feb 15, 2026

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Compared with 49 other Evaluation and Monitoring agents Open source Self-hostable Updated Feb 2026

💰 Open Source 🔄 Updated Feb 2026 🖥️ Self-hostable

💰 Pricing

Open Source

Pricing not publicly listed.

🎯 Use Cases

Benchmarking LLM performance on code generation tasks Extending existing code evaluation benchmarks with additional test cases Measuring computational efficiency of generated code Comparing different LLMs on code-related metrics Developing new evaluation methodologies for AI-generated code

⚖️ Pros & Cons

✅ Pros

Extends standard benchmarks with more rigorous test cases
Includes performance evaluation metrics beyond correctness
Open-source and customizable for specific evaluation needs
Designed specifically for LLM-generated code assessment

❌ Cons

Requires technical expertise to implement and extend
Primarily focused on Python code evaluation
Limited to code generation tasks (not general LLM evaluation)
Dependent on the quality of the base benchmarks it extends

Overview

EvalPlus is a specialized evaluation framework designed for assessing large language models (LLMs) in code generation tasks. It extends standard benchmarks like HumanEval+ and MBPP+ with additional test cases and introduces performance metrics (EvalPerf) to measure efficiency. The toolkit supports secure, extensible evaluations for LLM-generated code.

Problem It Solves

It provides a more rigorous and comprehensive way to evaluate the correctness, robustness, and efficiency of code generated by LLMs, addressing gaps in standard benchmarks.

Target Audience: Developers and teams working with evaluation and monitoring automation.

Inputs

• User configuration
• API credentials (if required)
• Task parameters

Outputs

• Automated task results
• Status reports
• Generated content or actions

Example Workflow

1 User configures the agent with required parameters
2 Agent receives input data or trigger
3 Agent processes the request using its core logic
4 Agent interacts with external services if needed
5 Results are returned to the user

Sample System Prompt


              You are EvalPlus, an AI assistant. Help the user accomplish their task efficiently.

Tools & Technologies

LLM APIs Python

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FAQs

Is this agent open-source?: Yes
Can this agent be self-hosted?: Yes
What skill level is required?: Intermediate

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