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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 FaceAIYA-on-Huggingface/AIYA-ProgrammingUpstream dataset ↗Finance Accounting Erp
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAIcell/Auto-ClawEvalUpstream dataset ↗Terminal Operations
MCP / tool use
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAIcell/Auto-ClawEval-miniUpstream dataset ↗Terminal Operations
MCP / tool use
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAIcell/moltbook-dataUpstream dataset ↗Scientific Research
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAIffl/french_hh_rlhfUpstream dataset ↗Scientific Research
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAImond/omy_f3m_PnPUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAImond/omy_f3m_PnP_Yellow_To_RedUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAImond/omy_f3m_PnP_red_cabUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAIoTx-Tech/thai_medicalCare_datasetUpstream dataset ↗Healthcare
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAIreligionfounder/mercydirectivetrainingdataUpstream dataset ↗Policy Compliance Instruction Following
Domain specific
cc0-1.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAJMC2002/poemsUpstream dataset ↗Data Engineering Analytics
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAJN-AI/VoQAUpstream dataset ↗Scientific Research
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAJW666/eraser_in_box_v1Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAJW666/eraser_in_box_v2Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAJW666/staple_box_in_marked_frame_v1Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAJW666/staple_box_in_marked_frame_v10Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAJW666/staple_box_in_marked_frame_v12Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAJW666/staple_box_in_marked_frame_v3Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAJW666/staple_box_in_marked_frame_v5Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAJW666/staple_box_in_marked_frame_v7Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAK51/4090_01Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAK51/eval_act_4090_01Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAK51/eval_act_so100_test3Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAK51/eval_act_so100_test4Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAK51/eval_act_so100_test5Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAK51/eval_act_so100_test7Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAK51/so100_testUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAK51/so100_test3Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAK51/so100_test4Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAK51/so100_test5Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAK51/so100_test6Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAK51/so100_test7Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAK51/so100_test8Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAKP48/eval_grab-a-box_act_2000Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAKP48/grab-a-cube-v0Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAKP48/grab-a-cube-v01Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAKP48/grab-a-cube-v02Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAKP48/grab-a-cube-v1Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAL-GR/Origin-Sequence-DataUpstream dataset ↗Scientific Research
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceALKLALKL/eval_dummy_runUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceALKLALKL/eval_pcba_pickUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceALKLALKL/eval_pcba_pick_1782371439Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceALKLALKL/eval_pcba_pick_1782371698Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceALKLALKL/eval_pcba_pick_1782372412Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceALKLALKL/eval_pcba_pick_1782372461Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceALKLALKL/eval_pcba_pick_1782372587Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceALKLALKL/eval_pcba_pick_1782373518Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceALKLALKL/eval_pcba_pick_1782448205Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceALKLALKL/eval_pcba_pick_1782448329Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceALKLALKL/eval_pcba_pick_1782448344Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built