# evaluating-code-models

> Evaluates code generation models across HumanEval, MBPP, MultiPL-E, and 15+ benchmarks with pass@k metrics.

Evaluates code generation models across HumanEval, MBPP, MultiPL-E, and 15+ benchmarks with pass@k metrics. Use when benchmarking code models, comparing coding abilities, testing multi-language support, or measuring code generation quality. Industry standard from BigCode Project used by HuggingFace leaderboards.

- Type: Skill
- Made by: Orchestra-Research
- Category: AI & agents
- Formats: Skills
- Version: 8d23107
- Source: https://github.com/orchestra-research/ai-research-skills/tree/HEAD/11-evaluation/bigcode-evaluation-harness
- Page: https://pluginboard.ai/skills/evaluating-code-models

## Works with

- ChatGPT
- Claude
- Gemini
- GitHub Copilot
- Cursor
- Claude Code
- Codex
- Antigravity
- Gemini CLI
- Replit
- OpenClaw
- OpenCode
- Hermes Agent

## Install

### ChatGPT

In ChatGPT: Download the evaluating-code-models folder and zip it, then Plugins → Skills → Create → Upload from your computer. Business and Enterprise plans.

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/11-evaluation/bigcode-evaluation-harness

### Claude

In Claude (web or desktop): Download the evaluating-code-models folder and zip the folder itself, then upload it in Customize → Skills.

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/11-evaluation/bigcode-evaluation-harness

### Gemini

In Gemini: Download the evaluating-code-models folder, then at gemini.google.com click Customize → Skills → Create → Upload and pick the folder (or a .zip of it).

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/11-evaluation/bigcode-evaluation-harness

### GitHub Copilot

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/11-evaluation/bigcode-evaluation-harness ~/.copilot/skills/evaluating-code-models
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/11-evaluation/bigcode-evaluation-harness

### Cursor

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/11-evaluation/bigcode-evaluation-harness ~/.cursor/skills/evaluating-code-models
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/11-evaluation/bigcode-evaluation-harness

### Claude Code

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/11-evaluation/bigcode-evaluation-harness ~/.claude/skills/evaluating-code-models
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/11-evaluation/bigcode-evaluation-harness

Or all of AI Research Skills (Orchestra), in Claude Code:

```text
/plugin marketplace add Orchestra-Research/AI-Research-SKILLs
/plugin install rag@ai-research-skills
```

### Codex

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/11-evaluation/bigcode-evaluation-harness ~/.agents/skills/evaluating-code-models
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/11-evaluation/bigcode-evaluation-harness

### Antigravity

In Antigravity: Copy the evaluating-code-models folder into ~/.gemini/config/skills (Antigravity app and IDE) or ~/.gemini/antigravity-cli/skills (Antigravity CLI).

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/11-evaluation/bigcode-evaluation-harness

### Gemini CLI

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/11-evaluation/bigcode-evaluation-harness ~/.gemini/skills/evaluating-code-models
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/11-evaluation/bigcode-evaluation-harness

### Replit

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/11-evaluation/bigcode-evaluation-harness .agents/skills/evaluating-code-models
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/11-evaluation/bigcode-evaluation-harness

### OpenClaw

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/11-evaluation/bigcode-evaluation-harness ~/.openclaw/skills/evaluating-code-models
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/11-evaluation/bigcode-evaluation-harness

### OpenCode

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/11-evaluation/bigcode-evaluation-harness ~/.config/opencode/skills/evaluating-code-models
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/11-evaluation/bigcode-evaluation-harness

### Hermes Agent

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/11-evaluation/bigcode-evaluation-harness ~/.hermes/skills/evaluating-code-models
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/11-evaluation/bigcode-evaluation-harness

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