ClawsBench C

AI benchmark · Coding

Publisher
BenchFlow
Domains
Coding Computer Use Enterprise Workflows
On X
@benchflow_ai ↗
Tier
C why
Snapshot

Open benchmark ↗benchflow.ai/research

Full listing name: ClawsBench: Evaluating Capability and Safety of LLM Productivity Agents in Simulated Workspaces

Latest from BenchFlow on X

@benchflow_ai ↗

What is ClawsBench?

ClawsBench measures the task success and safety of LLM productivity agents working across mock Gmail, Slack, Google Calendar, Docs and Drive services in 44 single-service, cross-service and safety-critical tasks.

  • Enterprise work mostly

    “Large language model (LLM) agents are increasingly deployed to automate productivity tasks (e.g., email, scheduling, document management)”
    arxiv.org/abs/2604.05172 ↗

  • General capability

    “Experiments across 6 models, 4 agent harnesses, and 33 conditions show that with full scaffolding, agents achieve task success rates of 39-64% but exhibit unsafe action rates of 7-33%.”
    arxiv.org/abs/2604.05172 ↗

Who built ClawsBench

  • BenchFlow built it

    “We publish the environments and benchmarks we use to evaluate agents on real work — papers, datasets, and live sites. SkillsBench, ClawsBench, Robo Use”
    benchflow.ai/research ↗

Paper: arxiv.org/abs/2604.05172 ↗

Tier C

C

Niche: a handful of models scored, or built by an RL vendor.

How much stands behind a tier: usage, who backs it, a confirmed line from its own site or paper, and a clear read on X. High with three of the four, medium with two, low otherwise.

  • built by BenchFlow
  • in curated RL directories (2 pts)
How we got to tier C
  1. Adoption: built by BenchFlow. Tier C.
  2. Not yet read on X.
  3. In curated RL directories: 2 points, a floor of C.
  4. Confirmed: a line from its own site or paper places it.

A clear view on X moves a tier one step up or down; most entries don't move. How tiers work.

Where ClawsBench sits

Its realm in the universe, live. Hover a star for its name; click to open it. Open it in the universe

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