Blobfish Research / Dataset factory
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.
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.
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.
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.
Source inventory
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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.
| Dataset | Domain & tools | License | Adaptation |
|---|---|---|---|
| Hugging FaceArturG9/LT_Constitution_SummariesUpstream dataset ↗ | Legal | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArturG9/LT_Criminal_code_Articles_SummariesUpstream dataset ↗ | Legal | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArturG9/LT_LaborLaw_SummariesUpstream dataset ↗ | Legal | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArturG9/LT_Labour_Law_Articles_SummariesUpstream dataset ↗ | Legal | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArturVRSampaio/SteamSpy_2024Upstream dataset ↗ | Data Engineering Analytics | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArtvv/lewm-habitat-mergedUpstream dataset ↗ | Manufacturing Engineering Design | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArun63/KIMI-K2.5-1000000xUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArunisto/brain_tumor_datasetUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArururu12/UR5e_Gello_Clean_up_the_cupsUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArururu12/UR5e_Gello_Cube_binUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArururu12/UR5e_Gello_Cube_bin_v2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArururu12/UR5e_Gello_Cube_bin_v3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArururu12/UR5e_Gello_Cube_bin_v5Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArururu12/UR5e_Gello_test2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArururu12/eval_act_UR5e_Gello_Cube_bin_v5_v2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArururu12/eval_diffusion_UR5e_Gello_Cube_bin_v5Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArururu12/eval_diffusion_UR5e_Gello_Cube_bin_v5_v2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArururu12/eval_pi0_UR5e_Gello_Cube_bin_v5Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArururu12/eval_pi0_UR5e_Gello_Cube_bin_v5_v2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArururu12/flir_camera_record_testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArururu12/lerobot_testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArururu12/lerobot_test2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArururu12/openlabUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArururu12/thermal_wrist_transparent_PET_pnpUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArushhh/physics_informed_densenet_common_taskUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArya945/record-test_20260818_165800Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArya945/record_test_20260818_170940Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArya945/record_test_20260818_173900Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAryaPas/EM-Superposition-DataUpstream dataset ↗ | Healthcare | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAryaYT/southwest-dqe-nl2sqlUpstream dataset ↗ | Data Engineering Analytics | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAryaduta/llm_robotUpstream dataset ↗ | Manufacturing Engineering Design | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAryan95614/aerograph-asrsUpstream dataset ↗ | It Operations Observability | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAryanmc2004/pick_and_placeUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsadIsmail/nl2sql-deduplicatedUpstream dataset ↗ | Data Engineering Analytics | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsahikawa-nct-Uchiumi/box-20250912Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsahikawa-nct-Uchiumi/box-20250916.1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsahikawa-nct-Uchiumi/box-20250916.2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsahikawa-nct-Uchiumi/eval_box-20250916.1_100kUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsahikawa-nct-Uchiumi/eval_box-20250916.1_100k.100kUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsahikawa-nct-Uchiumi/eval_box-20250916.1_100k.10kUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsahikawa-nct-Uchiumi/eval_box-20250916.1_100k.50kUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsahikawa-nct-Uchiumi/eval_box-20250916.1_10kUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsahikawa-nct-Uchiumi/eval_box-20250916.2_100kUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsahikawa-nct-Uchiumi/eval_box-20250916.2_100k.100kUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsahikawa-nct-Uchiumi/eval_box-20250916.2_100k.100k_testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsahikawa-nct-Uchiumi/eval_box-20250916.2_100k.10kUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsahikawa-nct-Uchiumi/eval_box-20250916.2_100k.50kUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsahikawa-nct-Uchiumi/eval_box-20250916.2_100k_testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsahikawa-nct-Uchiumi/eval_box-20250916.2_10kUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsahikawa-nct-Uchiumi/record-box-center-2025-09-11_15-19-01Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |