Individual skill
pinchbench
Run PinchBench benchmarks to evaluate OpenClaw agent performance across real-world tasks. Use when testing model capabilities, comparing models, submitting benchmark results to the leaderboard, or checking how well your OpenClaw setup handles calendar, email, research, coding, and multi-step workflows.
SKILL.md
Source commit 819384ae830492365b8363fc26bc2602e73f216d
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 9, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 1,380
- Repository last updated
- Jul 2, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- engineering Derived category
- testing Derived category
- productivity Derived category
- research Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
.agents/skills/building-dashboards/.meta/.gitkeepasset · 0 bytes.agents/skills/building-dashboards/README.mddoc · 2,945 bytes.agents/skills/building-dashboards/SKILL.mddoc · 25,663 bytes.agents/skills/building-dashboards/reference/chart-config.mddoc · 8,456 bytes.agents/skills/building-dashboards/reference/chart-cookbook.mddoc · 10,844 bytes.agents/skills/building-dashboards/reference/design-playbook.mddoc · 6,267 bytes.agents/skills/building-dashboards/reference/layout-recipes.mddoc · 22,302 bytes.agents/skills/building-dashboards/reference/metrics-mpl.mddoc · 4,010 bytes.agents/skills/building-dashboards/reference/smartfilter.mddoc · 3,451 bytes.agents/skills/building-dashboards/reference/splunk-migration.mddoc · 6,679 bytes.agents/skills/building-dashboards/reference/templates/api-health.jsonasset · 4,876 bytes.agents/skills/building-dashboards/reference/templates/blank.jsonasset · 261 bytes.agents/skills/building-dashboards/reference/templates/org-usage-cost-control.jsonasset · 26,276 bytes.agents/skills/building-dashboards/reference/templates/service-overview-with-filters.jsonasset · 6,703 bytes.agents/skills/building-dashboards/reference/templates/service-overview.jsonasset · 4,321 bytes.agents/skills/building-dashboards/scripts/axiom-apiruns · 2,452 bytes.agents/skills/building-dashboards/scripts/dashboard-chart-patchruns · 3,434 bytes.agents/skills/building-dashboards/scripts/dashboard-copyruns · 1,454 bytes.agents/skills/building-dashboards/scripts/dashboard-createruns · 1,566 bytes.agents/skills/building-dashboards/scripts/dashboard-deleteruns · 698 bytes.agents/skills/building-dashboards/scripts/dashboard-from-templateruns · 1,579 bytes.agents/skills/building-dashboards/scripts/dashboard-getruns · 501 bytes.agents/skills/building-dashboards/scripts/dashboard-linkruns · 1,898 bytes.agents/skills/building-dashboards/scripts/dashboard-listruns · 675 bytes.agents/skills/building-dashboards/scripts/dashboard-newruns · 1,069 bytes.agents/skills/building-dashboards/scripts/dashboard-normalize.jqruns · 257 bytes.agents/skills/building-dashboards/scripts/dashboard-updateruns · 1,842 bytes.agents/skills/building-dashboards/scripts/dashboard-validateruns · 4,104 bytes.agents/skills/building-dashboards/scripts/metrics/axiom-apiruns · 2,285 bytes.agents/skills/building-dashboards/scripts/metrics/datasetsruns · 991 bytes.agents/skills/building-dashboards/scripts/metrics/metrics-inforuns · 4,974 bytes.agents/skills/building-dashboards/scripts/metrics/metrics-queryruns · 2,174 bytes.agents/skills/building-dashboards/scripts/metrics/metrics-specruns · 912 bytes.agents/skills/building-dashboards/scripts/metrics/resolve-urlruns · 2,104 bytes.agents/skills/building-dashboards/scripts/setupruns · 2,425 bytes.agents/skills/building-dashboards/scripts/test-toml-parsingruns · 10,065 bytes.agents/skills/building-dashboards/tests/manual-tests.mddoc · 12,558 bytes.agents/skills/building-dashboards/tests/test-normalize.shruns · 3,155 bytes.agents/skills/building-dashboards/tests/test-script-output.shruns · 4,376 bytes.agents/skills/building-dashboards/tests/test-templates.shruns · 1,586 bytes.agents/skills/query-metrics/README.mddoc · 2,765 bytes.agents/skills/query-metrics/SKILL.mddoc · 6,817 bytes.agents/skills/query-metrics/scripts/axiom-apiruns · 2,151 bytes.agents/skills/query-metrics/scripts/datasetsruns · 991 bytes.agents/skills/query-metrics/scripts/metrics-inforuns · 4,974 bytes.agents/skills/query-metrics/scripts/metrics-queryruns · 2,174 bytes.agents/skills/query-metrics/scripts/metrics-specruns · 912 bytes.agents/skills/query-metrics/scripts/resolve-urlruns · 2,104 bytes.agents/skills/query-metrics/scripts/setupruns · 2,518 bytes.github/benchmark-models.ymlasset · 1,706 bytes.github/workflows/lint.ymlasset · 652 bytes.github/workflows/release.ymlasset · 829 bytes.github/workflows/update-task-count.ymlasset · 1,193 bytes.gitignoreasset · 616 bytes.pre-commit-config.yamlasset · 318 bytesBENCHMARK_VERSIONasset · 6 bytesDockerfile.benchmarkasset · 923 bytesLICENSEasset · 1,067 bytesREADME.mddoc · 8,082 bytesSKILL.mdcore · 4,200 bytesSKILL.mdcore · 4,200 bytesSKILL.mdcore · 4,200 bytesSKILL.mdcore · 4,200 bytesassets/GPT4.pdfasset · 7,370,286 bytesassets/OpenClaw Agent Use Cases and Gap Analysis for PinchBench.pdfasset · 75,902 bytesassets/ai_blog.txtdoc · 4,559 bytesassets/broken_ci.ymlasset · 2,134 bytesassets/broken_k8s_deployment.ymlasset · 1,366 bytesassets/cncf-tag-runtime-notes.mddoc · 14,875,492 bytesassets/company_expenses.xlsxasset · 5,996 bytesassets/csvs/README.mddoc · 4,343 bytesassets/csvs/apple_stock_2014.csvasset · 5,488 bytesassets/csvs/gapminder_life_expectancy.csvasset · 82,079 bytesassets/csvs/global_temperature.csvasset · 83,924 bytesassets/csvs/idaho_weather_stations.csvasset · 18,817 bytesassets/csvs/iris_flowers.csvasset · 4,601 bytesassets/csvs/us_cities_top1000.csvasset · 53,876 bytesassets/csvs/us_pension_by_state.csvasset · 24,518 bytesassets/csvs/world_gdp_2014.csvasset · 4,515 bytesassets/dashboard_component.htmlasset · 15,972 bytesassets/dashboard_tests.pyruns · 6,125 bytesassets/form.htmlasset · 10,065 bytesassets/image_classification_answer_key.jsonasset · 3,662 bytesassets/images/img_0438dbef9bd8.jpgasset · 53,195 bytesassets/images/img_0e5d267af744.jpgasset · 192,953 bytesassets/images/img_128030b75c71.jpgasset · 105,403 bytesassets/images/img_2316488471f3.jpgasset · 2,339,700 bytesassets/images/img_34c88a48f682.jpgasset · 131,214 bytesassets/images/img_40cb854f65f1.jpgasset · 50,073 bytesassets/images/img_44699f8602d4.jpgasset · 48,070 bytesassets/images/img_5ce1bab1b00b.jpgasset · 70,125 bytesassets/images/img_623f47838303.jpgasset · 5,213,881 bytesassets/images/img_70ae51449190.jpgasset · 17,246 bytesassets/images/img_70c33702334f.jpgasset · 34,901 bytesassets/images/img_7905c012bcdc.jpgasset · 34,741 bytesassets/images/img_81f76cb4bca9.jpgasset · 56,964 bytesassets/images/img_850a0477789e.jpgasset · 57,555 bytesassets/images/img_8a11b2cffaf6.jpgasset · 9,985 bytesassets/images/img_8f0972252696.jpgasset · 26,664 bytesassets/images/img_8f5cbd2c32b0.jpgasset · 67,564 bytesassets/images/img_9202d59fe4ad.pngasset · 4,471 bytesassets/images/img_98558f03c362.jpgasset · 146,828 bytesassets/images/img_b1ca4cf75e6b.jpgasset · 2,494,484 bytesassets/images/img_b50a090c2116.jpgasset · 7,781,148 bytesassets/images/img_b592111f499a.jpgasset · 2,206,547 bytesassets/images/img_b7f1ccd7a31b.jpgasset · 420,083 bytesassets/images/img_c354b0b99504.pngasset · 3,166 bytesassets/images/img_cfe4eb222885.jpgasset · 21,963 bytesassets/images/img_d8789bd8c097.jpgasset · 36,145 bytesassets/images/img_ddabd275f36a.jpgasset · 123,645 bytesassets/images/img_e089ac444e36.jpgasset · 30,788 bytesassets/images/img_e2f9cbc697da.jpgasset · 7,038,043 bytesassets/images/img_eea5b2054ccf.jpgasset · 1,229,841 bytesassets/images/img_f1523ff42b74.jpgasset · 51,159 bytesassets/logs/README.mddoc · 4,051 bytesassets/logs/apache_error.logasset · 97,352 bytesassets/logs/hadoop_mapreduce.logasset · 239,767 bytesassets/logs/hdfs_datanode.logasset · 290,677 bytesassets/logs/linux_syslog.logruns · 521,857 bytesassets/logs/nginx_access_json.logasset · 233,423 bytesassets/logs/openssh_auth.logasset · 168,226 bytesassets/meetings/2012-05-30-meeting-transcript-ntia-csmac.mddoc · 71,329 bytesassets/meetings/2021-06-28-gitlab-product-marketing-meeting.mddoc · 34,747 bytesassets/meetings/2025-07-30-nasa-holds-first-public-meeting-on-ufos-transcript.mddoc · 264,997 bytesassets/meetings/2026-04-02-tampa-city-council-transcript.mddoc · 206,047 bytesassets/order_processor.pyruns · 5,062 bytesassets/quarterly_sales.csvasset · 1,288 bytesassets/refactor/EXPECTED_CHANGES.mddoc · 2,217 bytesassets/refactor/api.pyruns · 1,067 bytesassets/refactor/orders.pyruns · 775 bytesassets/refactor/reports.pyruns · 1,039 bytesassets/refactor/utils.pyruns · 787 bytesassets/sample_contract.pdfasset · 8,776 bytesassets/school-calendar.pdfasset · 24,506 bytesassets/session_chain/agent-command.tsruns · 29,805 bytesassets/session_chain/delivery.tsruns · 10,581 bytesassets/session_chain/session-store.tsruns · 4,412 bytesassets/session_chain/session.tsruns · 5,810 bytescrab.txtdoc · 3,503 bytespinchbench.pngasset · 606,671 bytespyproject.tomlasset · 812 bytesscripts/benchmark.pyruns · 47,568 bytesscripts/lib_agent.pyruns · 51,977 bytesscripts/lib_axiom.pyruns · 10,094 bytesscripts/lib_fws.pyruns · 3,099 bytesscripts/lib_grading.pyruns · 30,031 bytesscripts/lib_tasks.pyruns · 10,681 bytesscripts/lib_trend.pyruns · 5,507 bytesscripts/lib_upload.pyruns · 14,642 bytesscripts/lint_argparse_help.pyruns · 2,395 bytesscripts/lint_manifest.pyruns · 5,702 bytesscripts/run.shruns · 250 bytesskills-lock.jsonasset · 519 bytestasks/TASK_TEMPLATE.mddoc · 11,965 bytestasks/manifest.yamlasset · 7,048 bytestasks/task_access_log_anomaly.mddoc · 10,952 bytestasks/task_blog.mddoc · 4,036 bytestasks/task_browser_automation.mddoc · 12,780 bytestasks/task_byok_best_practices.mddoc · 6,260 bytestasks/task_calendar.mddoc · 3,723 bytestasks/task_cicd_pipeline_debug.mddoc · 6,042 bytestasks/task_clawdhub.mddoc · 3,239 bytestasks/task_codebase_navigation.mddoc · 6,777 bytestasks/task_commit_message_writer.mddoc · 7,573 bytestasks/task_competitive_research.mddoc · 5,193 bytestasks/task_contract_analysis.mddoc · 10,031 bytestasks/task_cron_organizer.mddoc · 6,368 bytestasks/task_csv_cities_density.mddoc · 9,026 bytestasks/task_csv_cities_filter.mddoc · 8,346 bytestasks/task_csv_cities_growth.mddoc · 8,943 bytestasks/task_csv_cities_ranking.mddoc · 8,106 bytestasks/task_csv_finance_report.mddoc · 7,015 bytestasks/task_csv_gdp_per_capita.mddoc · 10,774 bytestasks/task_csv_gdp_ranking.mddoc · 9,376 bytestasks/task_csv_gdp_regions.mddoc · 11,122 bytestasks/task_csv_iris_classify.mddoc · 10,637 bytestasks/task_csv_iris_outliers.mddoc · 10,489 bytestasks/task_csv_iris_summary.mddoc · 9,525 bytestasks/task_csv_life_exp_change.mddoc · 11,617 bytestasks/task_csv_life_exp_outliers.mddoc · 12,335 bytestasks/task_csv_life_exp_ranking.mddoc · 10,566 bytestasks/task_csv_pension_liability.mddoc · 10,691 bytestasks/task_csv_pension_ranking.mddoc · 9,962 bytestasks/task_csv_pension_risk.mddoc · 11,615 bytestasks/task_csv_stations_by_elevation.mddoc · 9,127 bytestasks/task_csv_stations_coverage.mddoc · 9,994 bytestasks/task_csv_stations_filter.mddoc · 9,417 bytestasks/task_csv_stock_best_worst.mddoc · 11,044 bytestasks/task_csv_stock_trend.mddoc · 10,584 bytestasks/task_csv_stock_volatility.mddoc · 10,446 bytestasks/task_csv_temp_anomalies.mddoc · 10,780 bytestasks/task_csv_temp_decades.mddoc · 10,912 bytestasks/task_csv_temp_trend.mddoc · 10,687 bytestasks/task_cve_security_triage.mddoc · 27,725 bytestasks/task_daily_summary.mddoc · 13,479 bytestasks/task_deep_research.mddoc · 5,954 bytestasks/task_dockerfile_optimization.mddoc · 7,049 bytestasks/task_earnings_analysis.mddoc · 3,080 bytestasks/task_eli5_pdf_summary.mddoc · 6,268 bytestasks/task_email.mddoc · 4,001 bytestasks/task_email_reply_drafting.mddoc · 7,958 bytestasks/task_email_search.mddoc · 31,068 bytestasks/task_email_triage.mddoc · 26,390 bytestasks/task_eu_regulation_research.mddoc · 6,072 bytestasks/task_events.mddoc · 4,088 bytestasks/task_executive_lookup.mddoc · 2,283 bytestasks/task_files.mddoc · 3,982 bytestasks/task_financial_ratio_calculation.mddoc · 3,044 bytestasks/task_gh_issue_triage.mddoc · 5,324 bytestasks/task_git_rescue_recovery.mddoc · 6,329 bytestasks/task_gws_cross_service.mddoc · 5,056 bytestasks/task_gws_email_triage.mddoc · 5,854 bytestasks/task_gws_task_management.mddoc · 5,341 bytestasks/task_humanizer.mddoc · 4,059 bytestasks/task_image_gen.mddoc · 6,288 bytestasks/task_image_identification.mddoc · 5,138 bytestasks/task_it_procurement.mddoc · 5,420 bytestasks/task_iterative_code_refine.mddoc · 5,780 bytestasks/task_k8s_debugging.mddoc · 8,829 bytestasks/task_log_apache_client_issues.mddoc · 5,374 bytestasks/task_log_apache_critical.mddoc · 7,236 bytestasks/task_log_apache_error_summary.mddoc · 6,823 bytestasks/task_log_apache_timeline.mddoc · 7,120 bytestasks/task_log_apache_top_errors.mddoc · 5,646 bytestasks/task_log_hdfs_block_ops.mddoc · 5,265 bytestasks/task_log_hdfs_connections.mddoc · 5,073 bytestasks/task_log_hdfs_failures.mddoc · 5,277 bytestasks/task_log_hdfs_slow_ops.mddoc · 5,700 bytestasks/task_log_hdfs_storage.mddoc · 5,619 bytestasks/task_log_mapreduce_failures.mddoc · 5,423 bytestasks/task_log_mapreduce_jobs.mddoc · 4,685 bytestasks/task_log_mapreduce_resources.mddoc · 5,264 bytestasks/task_log_mapreduce_slow_tasks.mddoc · 5,377 bytestasks/task_log_mapreduce_timeline.mddoc · 5,845 bytestasks/task_log_nginx_errors.mddoc · 5,104 bytestasks/task_log_nginx_slow_requests.mddoc · 4,822 bytestasks/task_log_nginx_status_codes.mddoc · 4,544 bytestasks/task_log_nginx_traffic.mddoc · 4,900 bytestasks/task_log_nginx_user_agents.mddoc · 5,267 bytestasks/task_log_ssh_brute_force.mddoc · 5,520 bytestasks/task_log_ssh_failed_logins.mddoc · 5,027 bytestasks/task_log_ssh_successful.mddoc · 5,157 bytestasks/task_log_ssh_unusual_times.mddoc · 5,183 bytestasks/task_log_ssh_user_activity.mddoc · 5,319 bytestasks/task_log_syslog_anomalies.mddoc · 5,371 bytestasks/task_log_syslog_auth_failures.mddoc · 5,663 bytestasks/task_log_syslog_boot.mddoc · 8,145 bytestasks/task_log_syslog_cron.mddoc · 5,062 bytestasks/task_log_syslog_services.mddoc · 5,241 bytestasks/task_market_research.mddoc · 11,618 bytestasks/task_meeting_advisory_acronyms.mddoc · 11,187 bytestasks/task_meeting_advisory_attendees.mddoc · 9,924 bytestasks/task_meeting_advisory_stakeholders.mddoc · 11,775 bytestasks/task_meeting_advisory_technical.mddoc · 11,403 bytestasks/task_meeting_advisory_timeline.mddoc · 11,135 bytestasks/task_meeting_blog_post.mddoc · 10,781 bytestasks/task_meeting_council_budget.mddoc · 3,849 bytestasks/task_meeting_council_contact_info.mddoc · 4,328 bytestasks/task_meeting_council_neighborhood.mddoc · 4,837 bytestasks/task_meeting_council_public_comment.mddoc · 5,906 bytestasks/task_meeting_council_upcoming.mddoc · 4,056 bytestasks/task_meeting_council_votes.mddoc · 5,231 bytestasks/task_meeting_executive_summary.mddoc · 9,166 bytestasks/task_meeting_follow_up_email.mddoc · 9,246 bytestasks/task_meeting_gov_controversy.mddoc · 11,251 bytestasks/task_meeting_gov_data_sources.mddoc · 10,375 bytestasks/task_meeting_gov_next_steps.mddoc · 11,411 bytestasks/task_meeting_gov_qa_extract.mddoc · 9,772 bytestasks/task_meeting_gov_recommendations.mddoc · 11,411 bytestasks/task_meeting_gov_speaker_summary.mddoc · 11,580 bytestasks/task_meeting_searchable_index.mddoc · 11,769 bytestasks/task_meeting_sentiment_analysis.mddoc · 10,623 bytestasks/task_meeting_tech_action_items.mddoc · 8,550 bytestasks/task_meeting_tech_competitors.mddoc · 9,958 bytestasks/task_meeting_tech_decisions.mddoc · 9,046 bytestasks/task_meeting_tech_messaging.mddoc · 10,531 bytestasks/task_meeting_tech_product_features.mddoc · 10,283 bytestasks/task_meeting_tldr.mddoc · 7,813 bytestasks/task_memory.mddoc · 5,805 bytestasks/task_multi_file_refactoring.mddoc · 6,515 bytestasks/task_openclaw_comprehension.mddoc · 5,746 bytestasks/task_oss_alternative_research.mddoc · 5,608 bytestasks/task_pdf_to_calendar.mddoc · 3,138 bytestasks/task_playwright_e2e.mddoc · 10,987 bytestasks/task_polymarket_briefing.mddoc · 6,804 bytestasks/task_pricing_research.mddoc · 5,317 bytestasks/task_readme_generation.mddoc · 11,916 bytestasks/task_sanity.mddoc · 1,500 bytestasks/task_second_brain.mddoc · 8,300 bytestasks/task_selector_fix.mddoc · 15,735 bytestasks/task_session_chain_analysis.mddoc · 10,790 bytestasks/task_shell_command_generator.mddoc · 4,729 bytestasks/task_skill_search.mddoc · 4,374 bytestasks/task_spreadsheet_summary.mddoc · 10,326 bytestasks/task_stock.mddoc · 3,655 bytestasks/task_subway_navigation.mddoc · 9,075 bytestasks/task_summary.mddoc · 8,707 bytestasks/task_test_generation.mddoc · 8,654 bytestasks/task_todo_list_cleanup.mddoc · 14,477 bytestasks/task_video_transcript_extraction.mddoc · 4,880 bytestasks/task_weather.mddoc · 4,501 bytestasks/task_workflow.mddoc · 8,327 bytestests/test_lib_agent_judge.pyruns · 3,557 bytestests/test_lib_grading.pyruns · 5,779 bytestests/test_lib_trend.pyruns · 6,665 bytestests/test_multi_session.pyruns · 8,930 bytes
Read excerpt
# PinchBench Benchmark Skill
PinchBench measures how well LLM models perform as the brain of an OpenClaw agent. Results are collected on a public leaderboard at [pinchbench.com](https://pinchbench.com).
## Prerequisites
- Python 3.10+
- [uv](https://docs.astral.sh/uv/) package manager
- OpenClaw instance (this agent)
## Quick Start
```bash
cd <skill_directory>