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 Face7jep7/rook_to_d4_v6_labeledUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face7lyoi/saasst.newUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face7smile/omx_f_pick_and_place_cupUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face7smile/omx_f_pick_and_place_cup1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face7smile/omx_f_pickingUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face7smile/omx_f_pickpickupUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face7smile/omx_f_pickpickup_2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face7smile/omx_f_randomtask_1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face7smile/omx_f_sample_test1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face7smile/omx_f_sample_test2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face7smile/omx_f_task_twoUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face7smile/omx_f_task_two_1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face7smile/omx_f_testcan_1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face7smile/omx_f_testcan_2-1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face7smile/omx_f_testcan_2-2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face7smile/omx_f_testcan_2-3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face7smile/omx_f_testcan_2-4Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face7smile/omx_f_testcan_2-5Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face7zkk/PanoEnvUpstream dataset ↗ | Finance Accounting Erp | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face81melody/algerian-family-law-qaUpstream dataset ↗ | Legal | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face8F-ai/MMLUIndexUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face8F-ai/interactionindexUpstream dataset ↗ | Policy Compliance Instruction Following | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face8Planetterraforming/Parameter-Golf-V15-Patent-Time-HalvingUpstream dataset ↗ | Policy Compliance Instruction Following | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face8Planetterraforming/Parameter-Golf-V17-512Cube-XYZ-Priority-Orbital-CompressionUpstream dataset ↗ | Legal | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face8Planetterraforming/Parameter-Golf-V18-V16-V17-Meta-Control-Priority-BridgeUpstream dataset ↗ | Legal | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face8Planetterraforming/Parameter-Golf-V6-Privacy-Web-FilteringUpstream dataset ↗ | It Operations Observability | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face8Planetterraforming/parameter_golf_v13_fineweb_systemaware_core_controlUpstream dataset ↗ | Legal | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face8sj7df9k8m5x8/docker_building_trainingUpstream dataset ↗ | Customer Workplace Agents | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face90L/eval_smoUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face9jini/axa_01_data_1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face9jini/axa_01_data_2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face9jini/axa_01_data_3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face9jini/axa_01_data_4Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face9jini/axa_01_data_5Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face9jini/axa_01_data_6Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face9jini/axa_01_data_7Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face9jini/record-testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face9kali/confluence-longitudinal-benchmark-specUpstream dataset ↗ | Healthcare | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face9mark9/llm-redteam-owasp-promptsUpstream dataset ↗ | Security | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceA-CODE-Architecture/AC-2026-INF-StandardUpstream dataset ↗ | Policy Compliance Instruction Following | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceA2H0H0R1/Animal-nutritionUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceA4596-GMAIL/so101_pick_toy_251212-2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceA4596-GMAIL/so101_pick_toy_251212-3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceA4596-GMAIL/so101_pick_toy_251215-1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceA5hbr1ng3r/ModSCANUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceA6h1/so101_test11Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceA99311/my-dataclaw-dataUpstream dataset ↗ | Software Engineering | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAAAIBenchmark/Multi-OpthalinguaUpstream dataset ↗ | Healthcare | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAAILab/KSL-LEXUpstream dataset ↗ | Data Engineering Analytics | gpl-3.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAARYA-G/eval_so100Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |