clawbench-base

clawbench-base is a skill for Claude Code, Codex from inclusionAI/Avernet. It costs 46 tokens per session (1,066 once invoked), scanned A, original, Apache-2.0.

A workflow for running and diagnosing ClawBench evaluations, which test an agent on defined tasks, record its results and conversation transcripts, and optionally generate reports.

In plain words
What is it for?
Use it to start ClawBench runs, inspect their progress and files, repair reports, or investigate whether a run was intercepted or failed.
Why use it?
It gives you commands and troubleshooting guidance for finding run status, artifacts, transcripts, and failures when an evaluation is pending or broken.

Skill for Claude CodeCodex

Which agent this was written for is unclear — built for openclaw. Also seen: built for openclaw.

Good fit Use it to start ClawBench runs, inspect their progress and files, repair reports, or investigate whether a run was intercepted or failed.

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Install with agentmods
npx agentmods add skills/inclusionai/avernet/clawbench-base
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add inclusionAI/Avernet --skill clawbench-base
Clone the repo
git clone --depth 1 https://github.com/inclusionAI/Avernet

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for clawbench-base

README.md
[![agentmods](https://agentmods.dev/badge/skills/inclusionai/avernet/clawbench-base/github.svg)](https://agentmods.dev/skills/inclusionai/avernet/clawbench-base)
Your own site
<a href="https://agentmods.dev/skills/inclusionai/avernet/clawbench-base"><img src="https://agentmods.dev/badge/skills/inclusionai/avernet/clawbench-base/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for clawbench-base

Your own site · 80×15
<a href="https://agentmods.dev/skills/inclusionai/avernet/clawbench-base"><img src="https://agentmods.dev/badge/skills/inclusionai/avernet/clawbench-base.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 46 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,066 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00046 $0.01066
Opus 5.5 $0.00018 $0.00426
Sonnet 5.5 $0.00009 $0.00213
Haiku 4.5 $0.00005 $0.00107

Measured 1mo ago against content hash efdbcb204da6, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

clawbench-base scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

The scan reads SKILL.md. This mod also ships 26 executable files (scripts/benchmark.py, scripts/clawmind_adapter.py, scripts/lib_agent.py, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl --noproxy '*' -s http://localhost:3001/api/bench/runs/<benchRunId>
apps/evolverun/clawweb-skills/clawevolve-skills/clawbench-base/SKILL.md · 132 lines

How it starts

The opening of the file, as written. The whole thing — 132 lines — stays where its author put it; the contents beside it link to each section on GitHub.

ClawBench

ClawBench is the OpenClaw evaluation workflow exposed through ClawMind and ClawWeb. It runs evaluation domains, records task results, captures transcripts, and can generate diagnostic reports.

Do not expose internal benchmark runtime names to end users. Refer to this capability as ClawBench in user-facing responses, UI copy, docs, and release material.

When to Use

  • The user wants to run an OpenClaw evaluation with /clawbench.
  • The user wants to repair or regenerate a ClawBench report with /clawbenchreport.
  • The user asks whether a ClawBench run was intercepted by ClawMind.
  • The user wants to locate run status, result files, transcripts, or diagnosis output.
  • The user reports that ClawBench is pending, stuck, or failed.
  • The user needs a publishing-safe explanation of the ClawBench workflow.

Common Commands

Run all templates in a domain:

/clawbench run --domainId <domain_id>

Run one template:

/clawbench run --domainId <domain_id> --templateName <template_name>

Run as an explicit ClawWeb owner on a shared evaluation machine:

/clawbench run --domainId <domain_id> --ownerId <user_id>

Repair or regenerate the report for an existing run:

/clawbenchreport run --benchId <bench_run_id>

Useful local checks:

tail -n 200 ~/.openclaw/logs/gateway.log
curl --noproxy '*' -s http://localhost:3001/api/bench/runs/<benchRunId>
find ~/.openclaw/workspace -path '*benchmark*' -maxdepth 8 -type f

Included Runtime Files

This skill ships the local ClawBench runner implementation:

  • scripts/: runner, adapter, grading, upload, and utility scripts.
  • tests/: core library tests.
  • report/: report template and report-generation skill source.

Task datasets are intentionally not packaged in this skill. Runtime tasks are expected to come from ClawWeb/centralized configuration.

Execution Path

  1. OpenClaw receives /clawbench ....
  2. ClawMind resolves the ClawBench facade binding. Report repair uses the separate /clawbenchreport facade.
  3. ClawMind loads the workflow spec from ClawWeb API/DB.
  4. Normal workflow creates a ClawWeb bench run record. Report repair workflow resolves an existing bench run instead.
  5. Workflow runs the local evaluation engine.
  6. Workflow uploads result artifacts and task summaries to ClawWeb.
  7. Workflow prepares report context and optionally runs clawbench-report.
  8. ClawWeb displays run status, score, pass rate, task records, and report summary.

Read the full file on GitHub · 132 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 132 lines · 46 tokens per session scan A efdbcb204da6

Subscribe to this mod's changes

clawbench-base is a skill published in the GitHub repository inclusionAI/Avernet (641 stars, last pushed today), licensed Apache-2.0. It adds 46 tokens to every session and 1,066 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-15.

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