Coding agents will (normally?) always be more efficient than a system agent like OpenClaw for coding

OpenClaw uses the Pi agent SDK for coding

OpenClaw is more like a general practitioner than a neurosurgery specialist, to make a comparison

Warning : Anthropic’s terms of use do not allow their models to be used on Openclaw, at the risk of being banned

Agent System
⟡ openclaw
└ memory
└ soul.md
└ 24/7
└ channel : telegram
└ skill-code : pi-sdk
└ skill-automation : cron/heartbeat
└ skill-browser : headless chromium (automation) / chrome extension
└ skill-api : gmail, sonos, spotify, notion, github, home assistant, bambulab, ..
⟡ zo 

Agent Coding
⟡ pi
└ read, write, edit, bash ∾

⟡ opencode
└ read, write, edit, bash ∾
└ mcp
└ diffs
└ plan-mode
└ sub-agents

⟡ claude code
└ read, write, edit, bash ∾
└ mcp
└ diffs
└ plan-mode
└ sub-agents

⟡ codex
└ read, write, edit, bash ∾
└ diffs
└ plan-mode

Agent Browser
⟡ atlas (openai)
⟡ comet (perplexity)

∾ (minimal-base)