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 Face2ailesB/neural-parametric-solver-datasetsUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2bys-kausable/record-trainingUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2etatg/Aegis-Safety-DPOUpstream dataset ↗ | Policy Compliance Instruction Following | gpl-3.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2etatg/HacxGPT-ToxicUpstream dataset ↗ | Security | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2etatg/Uncensored-SFT-v2Upstream dataset ↗ | Security | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2etatg/abliteration-evalUpstream dataset ↗ | Policy Compliance Instruction Following | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2imi9/Llama2-7B-data-courseUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2imi9/O3earthUpstream dataset ↗ | It Operations Observability | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2imi9/OlmoEarth-v1-Chesapeake-Bay-Nutrient-LoadsUpstream dataset ↗ | Data Engineering Analytics | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2imi9/OlmoEarth-v1-Potomac-Sewage-Spill-2026Upstream dataset ↗ | Data Engineering Analytics | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2jok/stack_cup_v1_liteUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2kartheek10/aic_cheatcode_demosUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2na-97/FAKER-AirUpstream dataset ↗ | Policy Compliance Instruction Following | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2toINF/IVM-Mix-1MUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2usang/frozen-warehouse-v1Upstream dataset ↗ | Data Engineering Analytics | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2usang/record-projectUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2usang/record-project-v2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2usang/record-project-v2-recoveryUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2usang/record-testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2usang/trihouse-coffeeUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2usang/trihouse-coffee-inboundUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2usang/trihouse-dumplingUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2usang/trihouse-dumpling-inboundUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2usang/trihouse-icebarUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2usang/trihouse-icecornUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2usang/trihouse-mandarinUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2usang/trihouse-milkUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2usang/trihouse-orangeUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2usang/trihouse-porkbellyUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2usang/trihouse-sandwichUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2usang/trihouse-strawberryUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2usang/trihouse-yogurtUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face2won/can_taskUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face321George123/eval_xvla_inference_testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face321George123/record-testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face328kf/so100_test4Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face3351989175qq/so100_test4Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face3351989175qq/so100_test5Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face33dre/eval_mypolicy10Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face33dre/eval_mypolicy11Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face33dre/eval_mypolicy17Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face33dre/eval_mypolicy7Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face33dre/eval_mypolicy9Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face33dre/first_so101_datasetUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face33dre/so101_dataset_PAP3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face33dre/so101_dataset_PAP5Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face33dre/test_so101_datasetUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face345rf4gt56t4r3e3/flight-delays-europe-2023-2025Upstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face345rf4gt56t4r3e3/lstm_crypto_datasetUpstream dataset ↗ | Finance Accounting Erp | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face35597Q/TravelPlannerUpstream dataset ↗ | Customer Workplace Agents | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |