HKUDS/ClawWork

This page introduces an external open-source repository. It is not an HDATF product.

What it does

ClawWork is a benchmark in which AI agents complete professional tasks from the GDPVal dataset, pay for their own token usage and must stay solvent. A leaderboard compares agents by income, cost and average work quality.

How it helps ATF

Measuring agents on both work quality and token cost could be a reference for how Harness evaluates finished runs. Its use of professional tasks from many occupations is worth comparing with the work people hand to agents in ATF Works.

License

MIT Permissive. Commercial use and changes are allowed if the copyright notice is kept.

More in this category

• bytedance/deer-flow
  An open-source agent harness that researches, writes code and creates content over long tasks. It orchestrates sub-agents, memory, sandboxes, tools and extensible skills, plus a message gateway, for work that can take minutes to hours.
• Conway-Research/automaton
  Automaton is a continuously running AI agent that generates an Ethereum wallet, provisions its own API key and runs a think, act, observe loop from a genesis prompt. It stops running if it cannot pay for its compute.
• ruvnet/ruflo
  An agent harness around Claude Code and Codex that adds specialized agents, coordinated swarms, memory across sessions, federated communication between machines and security guardrails. It is used through a CLI and an MCP server.
• hesamsheikh/awesome-openclaw-usecases
  A community list of real-life use cases for OpenClaw, such as daily Reddit and YouTube digests, multi-source tech news digests and X account automation. It warns that the linked skills and plugins have not been audited.
• RightNow-AI/openfang
  An open-source agent operating system written in Rust and shipped as one binary. Its Hands are prebuilt packages that run agents on schedules without prompting, for tasks such as research, knowledge graph building and reporting to a dashboard.

Only repositories in the ranked Trendshift lists are included, and the lists are used only to find candidates. We do not copy their ranks. Descriptions, licenses and star counts come from each GitHub repository. The notes are our own reading. We have not tested these projects, and a place on a trending list does not prove quality.