Benchmark Openclaw Coding Agents Against Repeatable Real Tasks Before Rollout With Pinchbench

---
name: "Benchmark OpenClaw coding agents against repeatable real tasks before rollout with PinchBench"
slug: "benchmark-openclaw-coding-agents-against-repeatable-real-tasks-before-rollout-with-pinchbench"
description: "Run a real-task benchmark suite against OpenClaw agents so model or harness changes can be compared before they hit production workflows."
github_stars: 1003
verification: "security_reviewed"
source: "https://github.com/pinchbench/skill"
author: "pinchbench"
publisher_type: "organization"
category: "Code Quality & Review"
framework: "OpenClaw"
tool_ecosystem:
  github_repo: "pinchbench/skill"
  github_stars: 1003
---

# Benchmark OpenClaw coding agents against repeatable real tasks before rollout with PinchBench

Run a real-task benchmark suite against OpenClaw agents so model or harness changes can be compared before they hit production workflows.

## Prerequisites

Running OpenClaw instance, Python 3.10+, uv, PinchBench repository checkout, model provider credentials as documented upstream

## Installation

Use the upstream install or setup path that matches your environment:
- git clone https://github.com/pinchbench/skill.git

Requirements and caveats from upstream:
- **Note:** Model IDs must include their provider prefix (e.g. openrouter/, anthropic/). [OpenRouter](https://openrouter.ai) is the default provider used for routing.
- Python 3.10+

Basic usage or getting-started notes:
- **Tool usage** — Can the model call the right tools with the right parameters?
- bash
- # Clone the skill

- Source: https://github.com/pinchbench/skill
- Extracted from upstream docs: https://raw.githubusercontent.com/pinchbench/skill/HEAD/README.md

## Documentation

- https://pinchbench.com

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/benchmark-openclaw-coding-agents-against-repeatable-real-tasks-before-rollout-with-pinchbench/)