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 FaceAARYA-G/projectUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAARYA-G/record-testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAARYA-G/record-test2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAARYA-G/record-testlerobot-teleoperateUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAAU-NLP/effective-performance-measurementUpstream dataset ↗ | Finance Accounting Erp | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAAdevloper/nifty50-market-regimeUpstream dataset ↗ | Finance Accounting Erp | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceABC-iRobotics/oe_datasetUpstream dataset ↗ | Manufacturing Engineering Design | gpl-3.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceABCD123XYZ321/medmnist-v2Upstream dataset ↗ | Healthcare | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceABRR0/car-databaseUpstream dataset ↗ | Data Engineering Analytics | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceABTdomain/dksplit-benchmarkUpstream dataset ↗ | Data Engineering Analytics | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceACCENTECXAI/national-blue-superintelligenceUpstream dataset ↗ | Manufacturing Engineering Design | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceACICULA/mocap2radarUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceACIDE/user-vlm-bias-benchUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceACLASCollege/READMEUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceACSE-Eval/ACSE-EvalUpstream dataset ↗ | Security | cc-by-sa-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceACSG-64/CBIS-DDSM-description-correctedUpstream dataset ↗ | Healthcare | cc-by-3.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAD-Assurance-Lab/winter-driving-datasetUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceADAMlam-16/coffee-data_eda-projectUpstream dataset ↗ | Data Engineering Analytics | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceADDAMA/boxpickupUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceADI2005/spice-circuits-finetune-v3Upstream dataset ↗ | Policy Compliance Instruction Following | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceADJHD/flightgpt_training_dataUpstream dataset ↗ | Policy Compliance Instruction Following | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceADKU/ResearchGPT_model_datasetUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceADROBOTAI/safetyhelmetUpstream dataset ↗ | Policy Compliance Instruction Following | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceADSKAILab/Zero-To-CAD-100kUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceADSKAILab/Zero-To-CAD-1mUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAEA-HF/100fieraUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAEA-HF/100fiera2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAEA-HF/SOARM101_mergedUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAEA-HF/fiera_mergedUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAEA-HF/fiera_merged_no_frontUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAEA-HF/fiera_merged_no_sideUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAETHORIA-AI/complexity-atlas-imagesUpstream dataset ↗ | Scientific Research | cc0-1.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAFOS-Analytics1/brazil-2026-electoral-divergenceUpstream dataset ↗ | It Operations Observability | apache-2.0, cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAFOS-Analytics1/canada-2025-electoral-divergenceUpstream dataset ↗ | Data Engineering Analytics | apache-2.0, cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAFOS-Analytics1/chile-2025-electoral-divergenceUpstream dataset ↗ | Data Engineering Analytics | apache-2.0, cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAFOS-Analytics1/colombia-2026-electoral-divergenceUpstream dataset ↗ | Data Engineering Analytics | apache-2.0, cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAFOS-Analytics1/france-2024-electoral-divergenceUpstream dataset ↗ | Data Engineering Analytics | apache-2.0, cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAFOS-Analytics1/germany-2025-electoral-divergenceUpstream dataset ↗ | Data Engineering Analytics | apache-2.0, cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAFOS-Analytics1/india-2024-lok-sabha-electoral-divergenceUpstream dataset ↗ | Data Engineering Analytics | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAFOS-Analytics1/mexico-2024-electoral-divergenceUpstream dataset ↗ | Data Engineering Analytics | apache-2.0, cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAFOS-Analytics1/peru-2026-electoral-divergenceUpstream dataset ↗ | Data Engineering Analytics | apache-2.0, cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAFOS-Analytics1/south-korea-2025-electoral-divergenceUpstream dataset ↗ | Data Engineering Analytics | apache-2.0, cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAFOS-Analytics1/uk-2024-electoral-divergenceUpstream dataset ↗ | Data Engineering Analytics | apache-2.0, cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAFOS-Analytics1/usa-2024-electoral-divergenceUpstream dataset ↗ | Data Engineering Analytics | apache-2.0, cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAFOS-Analytics1/usa-2026-midterms-divergenceUpstream dataset ↗ | Data Engineering Analytics | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAG-31625874/SemGuard-DatasetUpstream dataset ↗ | Security | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAG42/record-testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAG42/reward_classifier_hil_serlUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAGBonnet/augmented-clinical-notesUpstream dataset ↗ | Healthcare | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAGofficial/TinyLMUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |