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
Find the next benchmark.
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 FaceAYUSHKHAIRE/all-stock-market-data-daily-updatesUpstream dataset ↗ | Data Engineering Analytics | cc0-1.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAYUSHKHAIRE/indian-stocks-comprehensive-fundamentals-datasetUpstream dataset ↗ | Finance Accounting Erp | cc0-1.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAYUSHKHAIRE/real-time-stocks-dataUpstream dataset ↗ | Finance Accounting Erp | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaadiiii/FreshRetailNet-50KUpstream dataset ↗ | Sales Marketing | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAabirDey/job-queries-and-customer-serviceUpstream dataset ↗ | Customer Workplace Agents | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAadeshisdoingsomething/claude-gemini-reasoningUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAadhavan/so101_bio_finalUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAadhavan/so101_bio_test1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAadhavan/so101_testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAadhavan/so101_test1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAadhavshanjay/normalpick2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAadhavshanjay/record-test-3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAadhavshanjay/so101_super_testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAadhavshanjay/so101_trash_sortingUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAadhavshanjay/trashgrab1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAadhavshanjay/trashpick1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaditTennis/ATP-Tennis-Matches-Dataset-2015-to-2025Upstream dataset ↗ | Data Engineering Analytics | gpl-3.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAafreen110/SciEntsBankUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAafrith15919/legal_docsUpstream dataset ↗ | Legal | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAafrith15919/legal_summarizing_dataUpstream dataset ↗ | Legal | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAajin/msd-lungUpstream dataset ↗ | Healthcare | cc-by-sa-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAakash941/MIMIC-Meme-DatasetUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaravyadav7k/dataset_082119926_finance_image_audioUpstream dataset ↗ | Finance Accounting Erp | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaron-Pan/MORBenchUpstream dataset ↗ | Policy Compliance Instruction Following | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaron757/so100_test6Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaron757/so100_test7Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronHuang160/dax-explanationsUpstream dataset ↗ | Data Engineering Analytics | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronNewman/screwdriver_task_batch1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronNewman/screwdriver_task_batch2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronNewman/screwdriver_task_batch3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronNewman/so100_testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronNewman/so100_test3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronRakowski/eval_022426_act_so101_1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronng456/SO-101_ACT-recordtestUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronng456/SO101_picknplaceUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronng456/SO101_picknplace2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronng456/SO101_picknplace3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronng456/SO101_picknplace4Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronng456/SO101_picknplace5Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronng456/SO101_picknplace6Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronng456/careattrs_walletUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronng456/careattrs_water_bottleUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronng456/eval_so101_act5Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronng456/leisaac-pick-orangeUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronng456/leisaac_bluecubeUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronng456/leisaac_bluecubev2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronng456/leisaac_bluecylinderUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronng456/leisaac_bluecylinderv2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronng456/leisaac_redcubev2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAaronng456/so101_pick_blockUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |