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| results-2026-09-08 | https://github.com/SynthGL/ExcelBench/tree/master/results-2026-09-08 |
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| results-2026-10-02 | https://github.com/SynthGL/ExcelBench/tree/master/results-2026-10-02 |
| results-2026-10-03 | https://github.com/SynthGL/ExcelBench/tree/master/results-2026-10-03 |
| results-2026-10-03 | https://github.com/SynthGL/ExcelBench/tree/master/results-2026-10-03 |
| results-2026-10-27 | https://github.com/SynthGL/ExcelBench/tree/master/results-2026-10-27 |
| results-2026-10-27 | https://github.com/SynthGL/ExcelBench/tree/master/results-2026-10-27 |
| results-cross-language-pivots | https://github.com/SynthGL/ExcelBench/tree/master/results-cross-language-pivots |
| results-cross-language-pivots | https://github.com/SynthGL/ExcelBench/tree/master/results-cross-language-pivots |
| results-cross-language | https://github.com/SynthGL/ExcelBench/tree/master/results-cross-language |
| results-cross-language | https://github.com/SynthGL/ExcelBench/tree/master/results-cross-language |
| results-release-2026-04-28 | https://github.com/SynthGL/ExcelBench/tree/master/results-release-2026-04-28 |
| results-release-2026-04-28 | https://github.com/SynthGL/ExcelBench/tree/master/results-release-2026-04-28 |
| results | https://github.com/SynthGL/ExcelBench/tree/master/results |
| results | https://github.com/SynthGL/ExcelBench/tree/master/results |
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| GTM.md | https://github.com/SynthGL/ExcelBench/blob/master/GTM.md |
| GTM.md | https://github.com/SynthGL/ExcelBench/blob/master/GTM.md |
| LAUNCH.md | https://github.com/SynthGL/ExcelBench/blob/master/LAUNCH.md |
| LAUNCH.md | https://github.com/SynthGL/ExcelBench/blob/master/LAUNCH.md |
| LICENSE | https://github.com/SynthGL/ExcelBench/blob/master/LICENSE |
| LICENSE | https://github.com/SynthGL/ExcelBench/blob/master/LICENSE |
| METHODOLOGY.md | https://github.com/SynthGL/ExcelBench/blob/master/METHODOLOGY.md |
| METHODOLOGY.md | https://github.com/SynthGL/ExcelBench/blob/master/METHODOLOGY.md |
| README.md | https://github.com/SynthGL/ExcelBench/blob/master/README.md |
| README.md | https://github.com/SynthGL/ExcelBench/blob/master/README.md |
| TRACKER.md | https://github.com/SynthGL/ExcelBench/blob/master/TRACKER.md |
| TRACKER.md | https://github.com/SynthGL/ExcelBench/blob/master/TRACKER.md |
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| architecture.md | https://github.com/SynthGL/ExcelBench/blob/master/architecture.md |
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| Contributing | https://github.com/SynthGL/ExcelBench |
| MIT license | https://github.com/SynthGL/ExcelBench |
| https://github.com/SynthGL/ExcelBench#excelbench |
| reproduce the measurements | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-27/README.md#reproduce |
| https://github.com/SynthGL/ExcelBench#results-at-a-glance |
| 2026-10-27 | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-27/README.md |
| Fidelity | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-03/xlsx/README.md |
| Mutation | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-03/mutation/README.md |
| Calc | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-27/calc/README.md |
| Cross-language | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-03/cross-language/README.md |
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| 2026-10-02 | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-02/README.md |
| Fidelity | https://github.com/SynthGL/ExcelBench/blob/master/results-release-2026-04-28/README.md |
| Perf | https://github.com/SynthGL/ExcelBench/blob/master/results-release-2026-04-28/perf/README.md |
| Dashboard | https://github.com/SynthGL/ExcelBench/blob/master/results-release-2026-04-28/DASHBOARD.md |
| 2026-10-27 | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-27/perf/README.md |
| 2026-10-03 perf snapshot | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-03/perf/README.md |
| Apache POI 18/18 | https://github.com/SynthGL/ExcelBench/blob/master/results-cross-language/README.md |
| Excelize 18/18 | https://github.com/SynthGL/ExcelBench/blob/master/results-cross-language/README.md |
| separate artifact | https://github.com/SynthGL/ExcelBench/blob/master/results-cross-language-pivots/README.md |
| Full results | https://github.com/SynthGL/ExcelBench/blob/master/results/xlsx/README.md |
| Perf results | https://github.com/SynthGL/ExcelBench/blob/master/results/perf/README.md |
| Public Reporting Status | https://github.com/SynthGL/ExcelBench/blob/master/docs/public-reporting.md |
| https://github.com/SynthGL/ExcelBench/blob/master/results/xlsx/heatmap.png |
| https://github.com/SynthGL/ExcelBench#comparison-scope |
| cross-language comparison strategy | https://github.com/SynthGL/ExcelBench/blob/master/docs/trackers/cross-language-comparison-strategy.md |
| https://github.com/SynthGL/ExcelBench#lanes |
| https://github.com/SynthGL/ExcelBench#library-comparison |
| 2026-10-27 perf snapshot | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-27/perf/README.md |
| new raw calc results | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-27/calc/results.json |
| large-file ecosystem results | https://github.com/SynthGL/wolfxl-oss/tree/main/benchmarks/results |
| 1.6M-cell workbook comparison | https://github.com/SynthGL/wolfxl-oss/blob/main/benchmarks/results/2026-08-18-ecosystem-full-linux-epyc.md |
| METHODOLOGY.md | https://github.com/SynthGL/ExcelBench/blob/master/METHODOLOGY.md |
| Public Reporting Status | https://github.com/SynthGL/ExcelBench/blob/master/docs/public-reporting.md |
| https://github.com/SynthGL/ExcelBench#key-findings |
| 2026-10-27 calc refresh | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-27/calc/README.md |
| release snapshot dashboard | https://github.com/SynthGL/ExcelBench/blob/master/results-release-2026-04-28/DASHBOARD.md |
| historical dashboard | https://github.com/SynthGL/ExcelBench/blob/master/results/DASHBOARD.md |
| https://github.com/SynthGL/ExcelBench#score-legend |
| https://github.com/SynthGL/ExcelBench#libraries-tested |
| https://github.com/SynthGL/ExcelBench#xlsx-profile-14-adapters |
| WolfXL | https://github.com/SynthGL/wolfxl-oss |
| openpyxl | https://openpyxl.readthedocs.io/ |
| aspose-cells-foss | https://pypi.org/project/aspose-cells-foss/ |
| XlsxWriter | https://xlsxwriter.readthedocs.io/ |
| xlsxwriter-constmem | https://xlsxwriter.readthedocs.io/ |
| openpyxl-readonly | https://openpyxl.readthedocs.io/ |
| pandas | https://pandas.pydata.org/ |
| pyexcel | https://github.com/pyexcel/pyexcel |
| tablib | https://tablib.readthedocs.io/ |
| pylightxl | https://github.com/PydPiper/pylightxl |
| python-calamine | https://github.com/dimastbk/python-calamine |
| polars | https://pola.rs/ |
| xlwt | https://github.com/python-excel/xlwt |
| xlrd | https://github.com/python-excel/xlrd |
| https://github.com/SynthGL/ExcelBench#cross-language-context-oracle-helpers |
| https://github.com/SynthGL/ExcelBench#xls-profile-2-adapters |
| https://github.com/SynthGL/ExcelBench#optional-rust-backends-pyo3 |
| WolfXL | https://github.com/SynthGL/wolfxl-oss |
| WolfXL | https://github.com/SynthGL/wolfxl-oss |
| https://github.com/SynthGL/ExcelBench#cross-language-context |
| results-cross-language/README.md | https://github.com/SynthGL/ExcelBench/blob/master/results-cross-language/README.md |
| results-cross-language/CONTEXT.md | https://github.com/SynthGL/ExcelBench/blob/master/results-cross-language/CONTEXT.md |
| results-cross-language-pivots/README.md | https://github.com/SynthGL/ExcelBench/blob/master/results-cross-language-pivots/README.md |
| docs/cross-language-context.md | https://github.com/SynthGL/ExcelBench/blob/master/docs/cross-language-context.md |
| Apache POI + Excelize rollout plan | https://github.com/SynthGL/ExcelBench/blob/master/docs/trackers/apache-poi-excelize-rollout-plan.md |
| Apache POI adapter design | https://github.com/SynthGL/ExcelBench/blob/master/docs/trackers/apache-poi-adapter-design.md |
| Excelize adapter design | https://github.com/SynthGL/ExcelBench/blob/master/docs/trackers/excelize-adapter-design.md |
| https://github.com/SynthGL/ExcelBench#how-it-works |
| xlwings | https://www.xlwings.org/ |
| METHODOLOGY.md | https://github.com/SynthGL/ExcelBench/blob/master/METHODOLOGY.md |
| https://github.com/SynthGL/ExcelBench#public-reporting-rules |
| docs/public-reporting.md | https://github.com/SynthGL/ExcelBench/blob/master/docs/public-reporting.md |
| https://github.com/SynthGL/ExcelBench#wolfxl-docs |
| wolfxl.com/docs | https://wolfxl.com/docs/ |
| Quickstart | https://wolfxl.com/docs/getting-started/quickstart/ |
| Openpyxl migration guide | https://wolfxl.com/docs/migration/openpyxl-migration/ |
| Compatibility matrix | https://wolfxl.com/docs/migration/compatibility-matrix/ |
| Benchmark methodology | https://wolfxl.com/docs/performance/methodology/ |
| Known limitations | https://wolfxl.com/docs/trust/limitations/ |
| https://github.com/SynthGL/ExcelBench#quick-start |
| https://github.com/SynthGL/ExcelBench#feature-coverage |
| https://github.com/SynthGL/ExcelBench#tested-22-features |
| https://github.com/SynthGL/ExcelBench#planned |
| https://github.com/SynthGL/ExcelBench#detailed-results |
| 2026-10-03 competitor snapshot | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-03/README.md |
| fidelity | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-03/xlsx/README.md |
| PNG | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-03/xlsx/heatmap.png |
| SVG | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-03/xlsx/heatmap.svg |
| mutation | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-03/mutation/README.md |
| calc | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-03/calc/README.md |
| cross-language | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-03/cross-language/README.md |
| 2026-10-02 competitor snapshot | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-02/README.md |
| Competitor snapshot fidelity | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-09-08/xlsx/README.md |
| Competitor snapshot heatmap | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-09-08/xlsx/heatmap.png |
| SVG | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-09-08/xlsx/heatmap.svg |
| Competitor snapshot mutation | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-09-08/mutation/README.md |
| Competitor snapshot calc | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-09-08/calc/README.md |
| Competitor snapshot zavora cross-language | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-09-08/cross-language/README.md |
| XLSX results | https://github.com/SynthGL/ExcelBench/blob/master/results/xlsx/README.md |
| Release snapshot results | https://github.com/SynthGL/ExcelBench/blob/master/results-release-2026-04-28/README.md |
| XLS results | https://github.com/SynthGL/ExcelBench/blob/master/results/xls/README.md |
| Performance results | https://github.com/SynthGL/ExcelBench/blob/master/results/perf/README.md |
| Release snapshot perf | https://github.com/SynthGL/ExcelBench/blob/master/results-release-2026-04-28/perf/README.md |
| 2026-10-02 perf snapshot | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-02/perf/README.md |
| 2026-10-03 perf snapshot | https://github.com/SynthGL/ExcelBench/blob/master/results-2026-10-03/perf/README.md |
| Dashboard | https://github.com/SynthGL/ExcelBench/blob/master/results/DASHBOARD.md |
| Release snapshot dashboard | https://github.com/SynthGL/ExcelBench/blob/master/results-release-2026-04-28/DASHBOARD.md |
| Heatmap (PNG) | https://github.com/SynthGL/ExcelBench/blob/master/results/xlsx/heatmap.png |
| SVG | https://github.com/SynthGL/ExcelBench/blob/master/results/xlsx/heatmap.svg |
| https://github.com/SynthGL/ExcelBench#project-status |
| https://github.com/SynthGL/ExcelBench#contributing |
| CONTRIBUTING.md | https://github.com/SynthGL/ExcelBench/blob/master/CONTRIBUTING.md |
| https://github.com/SynthGL/ExcelBench#license |
| excelbench.vercel.app | https://excelbench.vercel.app |
| Readme | https://github.com/SynthGL/ExcelBench#readme-ov-file |
| MIT license | https://github.com/SynthGL/ExcelBench#MIT-1-ov-file |
| Contributing | https://github.com/SynthGL/ExcelBench#contributing-ov-file |
| Activity | https://github.com/SynthGL/ExcelBench/activity |
| Custom properties | https://github.com/SynthGL/ExcelBench/custom-properties |
| 0 forks | https://github.com/SynthGL/ExcelBench/forks |
| Report repository | https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FSynthGL%2FExcelBench&report=SynthGL+%28user%29 |
|
| https://github.com |
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| Privacy | https://docs.github.com/site-policy/privacy-policies/github-privacy-statement |
| Security | https://github.com/security |
| Status | https://www.githubstatus.com/ |
| Community | https://github.community/ |
| Docs | https://docs.github.com/ |
| Contact | https://support.github.com?tags=dotcom-footer |