HumanEval

Open Source

Evaluation and Monitoring Updated Feb 15, 2026

Get Started →

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 code generation models like GitHub Copilot or Codex Comparing performance improvements across different AI model versions Validating the reliability of AI-generated code snippets Academic research on AI programming assistants

⚖️ Pros & Cons

✅ Pros

Standardized evaluation for consistent benchmarking
Open-source and self-hostable for flexibility
Focus on functional correctness via unit tests

❌ Cons

Limited to Python (no multi-language support)
Hand-written problems may not cover all real-world coding scenarios
Requires technical expertise to implement and interpret results

Overview

HumanEval is a benchmark tool designed to assess the functional correctness of AI-generated code, specifically for Python. It provides a set of hand-written programming problems paired with unit tests to verify model outputs. The tool is primarily used to evaluate the performance of code generation models.

Problem It Solves

It solves the challenge of objectively measuring how well AI models generate syntactically and functionally correct Python code.

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 HumanEval, an AI assistant. Help the user accomplish their task efficiently.

Tools & Technologies

LLM APIs Python

Alternatives

See all Evaluation and Monitoring alternatives to HumanEval →

🔗Related AI Agents

AlpacaEvalEvaluation and Monitoring

ANN-BenchmarksEvaluation and Monitoring

ARESEvaluation and Monitoring

BEIREvaluation and Monitoring

C-EvalEvaluation and Monitoring

Code Generation LM Evaluation HarnessEvaluation and Monitoring

FAQs

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

Rate This Agent

Your rating:

Reviews

Loading reviews...

Write a Review

Ready to try this agent?