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Standardized benchmarks for OpenClaw forks running on real hardware constraints. Each test runs in a Docker container matching the device's CPU and memory profile.
| # | Device | Fork | Score |
|---|---|---|---|
| 1 | Pinebook ProLaptop | TypeScriptNanoClaw | 80 |
| 2 | Pinebook ProLaptop |
A repeatable, containerized pipeline that tests every fork under real hardware constraints.
Fork is cloned into a Docker container with CPU and RAM limits matching the target device.
Dependencies installed via the native toolchain — Go, Rust, Python, TypeScript, or C.
Entry point detected, cold start timed, peak memory tracked via cgroup, disk usage measured.
Results combined into a 0–100 composite score weighted across four dimensions.
| PythonNanobot |
| 74 |
| 3 | Lenovo Chromebook Duet 5Laptop | GoPicoClaw | 72 |
| 4 | System76 Lemur ProLaptop | TypeScriptNanoClaw | 70 |
| 5 | Pinebook ProLaptop | GoPicoClaw | 67 |
| 6 | ThinkPad X1 Carbon Gen 11Laptop | TypeScriptNanoClaw | 65 |
| 7 | Dell XPS 15Laptop | TypeScriptNanoClaw | 65 |
| 8 | ThinkPad T480 (used)Laptop | TypeScriptNanoClaw | 65 |
| 9 | HP EliteBook 845 G10Laptop | TypeScriptNanoClaw | 60 |
| 10 | ThinkPad T480 (used)Laptop | PythonNanobot | 59 |
| 11 | Lenovo Chromebook Duet 5Laptop | PythonNanobot | 59 |
| 12 | MacBook Air M2Laptop | TypeScriptNanoClaw | 55 |
| 13 | MacBook Pro 14" M3 ProLaptop | TypeScriptNanoClaw | 55 |
| 14 | MacBook Pro 14" M3 ProLaptop | TypeScriptOpenClaw | 50 |
| 15 | Lenovo Chromebook Duet 5Laptop | TypeScriptOpenClaw | 50 |
| 16 | ThinkPad T480 (used)Laptop | TypeScriptOpenClaw | 50 |
| 17 | Framework Laptop 16Laptop | TypeScriptOpenClaw | 50 |
| 18 | ThinkPad X1 Carbon Gen 11Laptop | TypeScriptOpenClaw | 50 |
| 19 | HP EliteBook 845 G10Laptop | TypeScriptOpenClaw | 50 |
| 20 | MacBook Pro 14" M3 ProLaptop | RustIronClaw | 50 |
| 21 | System76 Lemur ProLaptop | TypeScriptOpenClaw | 50 |
| 22 | Dell XPS 15Laptop | TypeScriptOpenClaw | 50 |
| 23 | MacBook Air M2Laptop | RustIronClaw | 50 |
| 24 | Pinebook ProLaptop | TypeScriptOpenClaw | 45 |
| 25 | MacBook Air M2Laptop | TypeScriptOpenClaw | 45 |
Messaging, browser, code exec, memory, files, search, MCP, tool use
Cold start time — clone + install + startup. Under 5s = full marks
Disk footprint after install. Under 20MB = full marks
5 pts for dependency install, 5 pts for successful startup
Detected via static source analysis and runtime module probing. Each passed test contributes 5 pts to the capabilities score.
Run benchmarks locally or contribute improvements