# 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.

- Skill: `agentskillexchange/benchmark-openclaw-coding-agents-against-repeatable-real-tas` (Agent Skill)
- Install (CLI): `npx skillmds@latest add agentskillexchange/benchmark-openclaw-coding-agents-against-repeatable-real-tas`
- Raw SKILL.md: https://api.skillmd.com/api/skills/agentskillexchange/benchmark-openclaw-coding-agents-against-repeatable-real-tas/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: agentskillexchange (https://skillmd.com/u/agentskillexchange)
- Updated: 2026-09-08
- Page: https://skillmd.com/skills/agentskillexchange/benchmark-openclaw-coding-agents-against-repeatable-real-tas

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# 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/)