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 FaceAiden82/so101_record_test_260114Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiden82/so101_record_test_260114_2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiden82/so101_record_test_2ndUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiden82/so101_record_test_3rdUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiera/aiera-ect-sumUpstream dataset ↗ | Finance Accounting Erp | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiera/aiera-speaker-assignUpstream dataset ↗ | Finance Accounting Erp | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiera/aiera-transcript-sentimentUpstream dataset ↗ | Finance Accounting Erp | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiera/finqa-verifiedUpstream dataset ↗ | Finance Accounting Erp | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAihePeng/record-testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAikwed/insert_carrot_into_the_hole_hil_success_onlyUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAikwed/pick_orange_joint_limitedUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAikyam-Lab/CUREMED-BENCHUpstream dataset ↗ | Healthcare | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAilee52/trump-signal-artifactsUpstream dataset ↗ | Finance Accounting Erp | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiliance-fr/kicad9plus-copyleftUpstream dataset ↗ | Manufacturing Engineering Design | gpl-3.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiliance-fr/kicad9plus-permissiveUpstream dataset ↗ | Manufacturing Engineering Design | cc-by-sa-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiliance-fr/mascarade-freecad-datasetUpstream dataset ↗ | Manufacturing Engineering Design | cc-by-sa-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAilurion/feni-nanoparticlesUpstream dataset ↗ | Scientific Research | gpl-3.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAingeruBeOr/RAG_legal_comparison_PDFsUpstream dataset ↗ | Legal | cc0-1.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAingeruBeOr/RAG_legal_comparison_test_setUpstream dataset ↗ | Legal | cc0-1.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAinoafv/biomedical-forecasting-lightningrodUpstream dataset ↗ | Healthcare | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAioshi/smolified-tiny-text-to-sqlUpstream dataset ↗ | Data Engineering Analytics | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAipolabs/eval_so101Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAirchang/SDDUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiresPucrs/COMPASUpstream dataset ↗ | Legal | odc-byWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiresPucrs/News-Category-DatasetUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiresPucrs/adversarial-sentiment-analysisUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiresPucrs/compare-modelsUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiresPucrs/example-data-frameUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiresPucrs/final-text-datasetUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiresPucrs/german-credit-dataUpstream dataset ↗ | Scientific Research | cc0-1.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiresPucrs/google-play-apps-review-ptUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiresPucrs/proto-datasetUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiresPucrs/sentiment-analysisUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiresPucrs/sentiment-analysis-ptUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiresPucrs/stopwords-enUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiresPucrs/stopwords-ptUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiresPucrs/time-series-dataUpstream dataset ↗ | Finance Accounting Erp | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAirex321/openpi_lerobotUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAirtel4141/SssdmdsffUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAishwarya-5-5/SLAKEUpstream dataset ↗ | Healthcare | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAishwarya0803/smolified-tiny-text-to-sqlUpstream dataset ↗ | Data Engineering Analytics | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAitherium/Nemotron-3-Nano-RL-Training-BlendUpstream dataset ↗ | Policy Compliance Instruction Following | odc-byWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiventraLab/segvqa-benchmarkUpstream dataset ↗ | Healthcare | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAivexRobotics/omy_f3m_right_ft_testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAivexRobotics/omy_f3m_right_ft_usb_50Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAivexRobotics/omy_f3m_right_fttestUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAivexRoboticsGroup/doosan_pick-up-tissueUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAivexRoboticsGroup/omy_f3m_Pickplace_260131Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAivexRoboticsGroup/omy_f3m_left_MoveInsertionTaskV2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAivexRoboticsGroup/omy_f3m_left_MovingTargetInsertion-VLUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |