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 FaceAriRyo/test-pickplace-v3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAriRyo/val-pickplace-v3_mergeUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAriSenthil/so100_test11Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArielLubonja/johns-hopkins-turbulence-databaseUpstream dataset ↗ | Data Engineering Analytics | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArielLubonja/related-drugs-networkUpstream dataset ↗ | Data Engineering Analytics | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArielShuchen/shape_insertionUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArimancy/bts-flights-weatherUpstream dataset ↗ | Data Engineering Analytics | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArimancy/caiso-demand-weatherUpstream dataset ↗ | Customer Workplace Agents | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArimancy/cftc-cot-weeklyUpstream dataset ↗ | Legal | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArimancy/ercot-hourly-demand-weatherUpstream dataset ↗ | Customer Workplace Agents | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArimancy/pjm-demand-weatherUpstream dataset ↗ | Customer Workplace Agents | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArioron/VexAI-OncoDetect-MedicalReasoning-DS-S2Upstream dataset ↗ | Healthcare | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArivind/so100-dual-cameraUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArivind/so101-dual-cameraUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAriyaKinoue/pb_v1_pattern_12345_merged_smolvlaUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArjun-G-Ravi/malayalam-sangrahaUpstream dataset ↗ | Finance Accounting Erp | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArjunPrasaath/makermods_stackUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArjunPrasaath/makermods_stack_2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArjunPrasaath/makermods_stack_cupsUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArjunPrasaath/training_xylophoneUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArjunPrasaath/xylophoneUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkAiLab-Adl/Nexora-3d-mesh-dataset-v1-miniUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkAiLab-Adl/Nexora-music-pd-v1-miniUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkAiLab-Adl/Nexora-vision-dataset-v1-largeUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkAiLab-Adl/Nexora-vision-dataset-v1-mediumUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkAiLab-Adl/Nexora-vision-dataset-v1-miniUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkAiLab-Adl/Nexora-vision-dataset-v2-mediumUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkaAcharya/MMCQSDUpstream dataset ↗ | Healthcare | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkaAcharya/MMQSD_ClipSyntelUpstream dataset ↗ | Healthcare | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkaMukherjee/mmJEE-EvalUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkaMukherjee/reasoning-10k-v2Upstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkaen-AtC/mnist_bakery_dataUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkhAngelLifeJiggy/Fable-5-tracesUpstream dataset ↗ | Scientific Research | agpl-3.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkhAngelLifeJiggy/GPT-5.5-Gemini-3.1-Pro-Grok-4-Claude-Fable-5-Mythos-5-Qwen-3.7-Max-and-more-Distillation-DatasetUpstream dataset ↗ | Security | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkhAngelLifeJiggy/Qwen3.8-27B-Distillation-40KUpstream dataset ↗ | It Operations Observability | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkhAngelLifeJiggy/fable-5-coding-and-debugging-tracesUpstream dataset ↗ | Policy Compliance Instruction Following | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkhAngelLifeJiggy/glm-5.2-coding-and-debugging-tracesUpstream dataset ↗ | Policy Compliance Instruction Following | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkhanh/simple-robot-datasetUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkhiveus/ToxicQA-HarmSortedUpstream dataset ↗ | Policy Compliance Instruction Following | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArkhiveus/toxic-dpo-v0.2-HarmSortedUpstream dataset ↗ | Policy Compliance Instruction Following | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArko007/walnut-rancidity-predictorUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArko007/white-cabbage-leaf-damageUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArko007/zenyx-v2-SFT-datasetUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArlingtonCL2/Barkopedia_DOG_AGE_GROUP_CLASSIFICATION_DATASETUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArlingtonCL2/Barkopedia_DOG_BREED_CLASSIFICATION_DATASETUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArlingtonCL2/Barkopedia_Dog_Act_EnvUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArlingtonCL2/Barkopedia_Dog_Sex_Classification_DatasetUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArlingtonCL2/Barkopedia_Individual_Dog_Recognition_DatasetUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArlingtonCL2/Dog-Vocal-SeparationUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArmencrete/NOAA_30YR_ClimateNormals_HRLYUpstream dataset ↗ | Data Engineering Analytics | cc0-1.0Within reuse policy | Ready for adaptationSource-specific world not built |