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From public datasets
to executable work.

Explore the source catalog behind our benchmarks. Find MCP and domain datasets, inspect their classification evidence, and follow their path to a world with tools, tasks, assets, and trajectories.

Explore source datasets ↓View released benchmarks →
294Current Harbor listings
1,032,990Hugging Face sources inspected
146,818Licensed adaptation candidates

Coverage you can inspect.

Harbor: all 294 public listings observed; historical entries are also retained. Hugging Face: 1,032,988 rows checked through unfiltered pagination, alongside the earlier search inventory. The pagination pass is complete.

Related domain families provide working examples. A separate adaptation has not yet been built for each source row. Public access alone does not establish an open license.

Snapshot 2026-09-04 UTCDownload 5,000-row preview JSON ↗Full inspected inventory on Hugging Face ↗Browse the full Hugging Face catalog ↗

Available now

Inspect a complete benchmark.

HubBench contains 104 published tasks across 13 worlds, with shared state across CLI, website, API, and MCP tools. Its release receipts report 104/104 oracle passes. Current model results and historical pilots are labeled separately.

Leaderboard & qualification →Sample tasks →Assets & environment →Trajectories →Hugging Face ↗Harbor ↗World source on GitHub ↗

Source-specific release / Partial coverage

Arc CRM 6: inspect the adaptation.

Six independent synthetic workflows inspired by the pinned source; not 1,200 converted conversations or upstream API parity.

6/6 local and 6/6 registry Docker oracle passes. These establish solvability, not model performance.

All 6 tasks & assets →Actual reference trajectories →Pinned source assessment →Pinned Hugging Face release ↗Harbor package ↗World source on GitHub ↗

Source inventory

Find the next benchmark.

4,705 matching records

This website snapshot contains 5,000 of 1,033,285 inspected records, with Harbor listings and licensed candidates prioritized. Filters apply to the displayed snapshot.

Source datasets, relevance, license, and adaptation status
DatasetDomain & toolsLicenseAdaptation
Hugging FaceArtemzlx/so101-cube-testUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArtemzlx/yellow60epUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthT/ai-oversight-medical-harm-detectionUpstream dataset ↗Healthcare
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthT/visible-accumulatorUpstream dataset ↗Scientific Research
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthT/vlm-safety-circuitsUpstream dataset ↗Policy Compliance Instruction Following
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthur-r16/kiwi_2Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthur-r16/uvedoseUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthur12137/SoftVTBenchUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthur12137/SoftVTBench-archiveUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurHsiehTW/text2sqlUpstream dataset ↗Data Engineering Analytics
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurMrv/EDGAR-CORPUS-Financial-Summarization-LabeledUpstream dataset ↗Finance Accounting Erp
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurWangSawau/xlerobot_multitask_part1Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurWangSawau/xlerobot_multitask_part10Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurWangSawau/xlerobot_multitask_part11Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurWangSawau/xlerobot_multitask_part12Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurWangSawau/xlerobot_multitask_part13Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurWangSawau/xlerobot_multitask_part2Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurWangSawau/xlerobot_multitask_part3Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurWangSawau/xlerobot_multitask_part4Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurWangSawau/xlerobot_multitask_part5Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurWangSawau/xlerobot_multitask_part6Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurWangSawau/xlerobot_multitask_part7Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurWangSawau/xlerobot_multitask_part8Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurWangSawau/xlerobot_multitask_part9Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurWangSawau/xlerobot_xbox_datasetUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurWangSawau/xlerobot_xbox_dataset_part2Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurWangSawau/xlerobot_xbox_dataset_part3Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurWangSawau/xlerobot_xbox_dataset_part4Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArthurY/ToolRosellaUpstream dataset ↗Scientific Research
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArtificialAnalysis/AA-Briefcase-LiteUpstream dataset ↗Data Engineering Analytics
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not builtRelated: datadesk →
Hugging FaceArtificialAnalysis/ITBench-AAUpstream dataset ↗It Operations Observability
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not builtRelated: devopsbench-100 →
Hugging FaceArtisticStyling/music-style-control-dataUpstream dataset ↗Policy Compliance Instruction Following
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceArtoasdas/pick_up_block_manual_20260727_195629Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArtoasdas/pick_up_block_manual_20260729_165028Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArtoasdas/pick_up_block_manual_20260729_170357Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArtoasdas/pick_up_block_manual_20260729_172322Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArtoasdas/so101_picking_task_20260724_164518Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArtoasdas/so101_picking_task_20260724_172228Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArtod/robo-scylla-grabs_20260727_143318Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArtod/robo-scylla-rehearsal_20260727_132511Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArturFrost/G1_TestUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArturFrost/G1_Test2Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArturFrost/G1_Test4Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArturFrost/eval_so100Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArturFrost/eval_so101Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArturFrost/eval_so102Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArturFrost/g1_football_chairUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArturFrost/so101-ball-box-20260611-1538_20260611_153827Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArturFrost/so101-ball-box-20260611-h264Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArturG9/Dspy_data_generation_LTUpstream dataset ↗Legal
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built