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 FaceAmirzon10/eval_smolvla_testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmirzon10/eval_smolvla_test2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmirzon10/eval_smolvla_test3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmit1322/PlantVillageUpstream dataset ↗ | Scientific Research | cc-by-sa-3.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmitDasRup123/HateSpeechCorpusUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmitGMU/earthrover-navigation_20260610_165303Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmitmelamed277/trek-finderUpstream dataset ↗ | Data Engineering Analytics | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmjadKha/BankingDatasetUpstream dataset ↗ | Finance Accounting Erp | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmjadKha/QuoteUpstream dataset ↗ | Legal | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmjadMajid/aiUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmar-ss/BRIDGEUpstream dataset ↗ | Security | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-clean-table-01-BC-FVUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-clean-table-01-BC-FV-v30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-clean-table-02-BCUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-clean-table-02-BC-v30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-clean-table-03-BC-FVUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-clean-table-03-BC-FV-v30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-clean-table-04-BC-FVUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-clean-table-04-BC-FV-v30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-bag-v1-FV-BCUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-bag-v2-FV-BCUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-bottle-v1-FV-BCUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-bottle-v2-FV-BCUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-cup-v1-FV-BCUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-cup-v2-BCUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-cup-v3-BCUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-cup-v4-BCUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-door-01-BC-FVUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-door-01-BC-FV-v30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-door-02-BC-FV-v30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-door-03-BC-FVUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-door-03-BC-FV-v30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-door-04-BC-FVUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-door-04-BC-FV-v30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-open-door2-BC-FVUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-place-cup-v1-FV-BCUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-place-cup-v2-FV-BCUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-mobile-place-cup-v3-FVUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-rinse-cup-01-BC-FVUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-rinse-cup-01-BC-FV-v30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-rinse-cup-02-BC-FVUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-rinse-cup-02-BC-FV-v30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-rinse-cup-03-BC-FVUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-rinse-cup-03-BC-FV-v30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-rinse-cup-04-BC-FVUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/base4-rinse-cup-04-BC-FV-v30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/u850-bag-place-01-FV-v30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/u850-bag-place-02-FV-v30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/u850-bag-place-03-BC-v30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAmmarWaheed/u850-bag-place-04-BC-v30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |