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.
npx skills add inclusionAI/Avernet --skill clawbench-basegit clone --depth 1 https://github.com/inclusionAI/AvernetWrote 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.
[](https://agentmods.dev/skills/inclusionai/avernet/clawbench-base)<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.
<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>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.
| Model | Per session | Once 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 |
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.
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> 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
- OpenClaw receives
/clawbench .... - ClawMind resolves the ClawBench facade binding. Report repair uses the separate
/clawbenchreportfacade. - ClawMind loads the workflow spec from ClawWeb API/DB.
- Normal workflow creates a ClawWeb bench run record. Report repair workflow resolves an existing bench run instead.
- Workflow runs the local evaluation engine.
- Workflow uploads result artifacts and task summaries to ClawWeb.
- Workflow prepares report context and optionally runs
clawbench-report. - ClawWeb displays run status, score, pass rate, task records, and report summary.
What ships with it
32 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- BENCHMARK_VERSION 6 B
- LICENSE 1.0 KB
- MANIFEST.md 785 B
- pyproject.toml 812 B
- README.md 1020 B
- scripts/benchmark.py 46 KB runs code
- scripts/clawmind_adapter.py 74 KB runs code
- scripts/lib_agent.py 109 KB runs code
- scripts/lib_evolve_identity.py 1.7 KB runs code
- scripts/lib_grading.py 31 KB runs code
- scripts/lib_openclaw_cli.py 3.1 KB runs code
- scripts/lib_tasks.py 6.8 KB runs code
- scripts/lib_trend.py 5.2 KB runs code
- scripts/lib_upload.py 14 KB runs code
- scripts/lint_argparse_help.py 2.3 KB runs code
- scripts/pack_results.sh 2.5 KB runs code
- scripts/run.sh 250 B runs code
- scripts/session_io.py 13 KB runs code
- scripts/workflow_flow.py 50 KB runs code
- scripts/workflow_merge.py 32 KB runs code
- tests/README.md 808 B
- tests/test_clawmind_adapter_callbacks.py 18 KB runs code
- tests/test_lib_agent_interactions.py 9.4 KB runs code
- tests/test_lib_agent_sessions.py 14 KB runs code
- tests/test_lib_agent_usage.py 2.4 KB runs code
- tests/test_lib_evolve_identity.py 1.4 KB runs code
- tests/test_lib_grading.py 3.8 KB runs code
- tests/test_lib_openclaw_cli.py 3.2 KB runs code
- tests/test_lib_tasks.py 1.0 KB runs code
- tests/test_lib_trend.py 6.5 KB runs code
- tests/test_refinery_openclaw.py 22 KB runs code
- tests/test_workflow_yaml.py 256 B runs code
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.
- 1mo ago First seen · 132 lines · 46 tokens per session scan A efdbcb204da6
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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