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 FaceArsParadox/Viel-v1.0Upstream dataset ↗ | Manufacturing Engineering Design | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArsSocratica/egora-benchmarksUpstream dataset ↗ | Healthcare | agpl-3.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArseniy-Sandalov/Georgian-Sentiment-AnalysisUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArseniy-Sandalov/Med-NL2SQLUpstream dataset ↗ | Data Engineering Analytics | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArsh9210/Nemotron-3-Nano-RL-Training-BlendUpstream dataset ↗ | Policy Compliance Instruction Following | odc-byWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArsh9210/Nemotron-Agentic-v1Upstream dataset ↗ | Customer Workplace Agents | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArsh9210/Nemotron-Competitive-Programming-v1Upstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArsh9210/Nemotron-RL-Agentic-Conversational-Tool-Use-Pivot-v1Upstream dataset ↗ | Policy Compliance Instruction Following | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArsh9210/Nemotron-RL-Agentic-Function-Calling-Pivot-v1Upstream dataset ↗ | Policy Compliance Instruction Following | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArsh9210/Nemotron-RL-Instruction-Following-Calendar-v2Upstream dataset ↗ | Policy Compliance Instruction Following | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArsh9210/Nemotron-RL-Instruction-Following-Citation-Formatting-v1Upstream dataset ↗ | Policy Compliance Instruction Following | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArsh9210/Nemotron-RL-Instruction-Following-Free-Form-Formatting-v1Upstream dataset ↗ | Policy Compliance Instruction Following | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArsh9210/Nemotron-RL-Instruction-Following-Structured-Outputs-v2Upstream dataset ↗ | Policy Compliance Instruction Following | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArsh9210/Nemotron-RL-litmus-bench-v0.1Upstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArsh9210/Nemotron-SFT-Agentic-v2Upstream dataset ↗ | Customer Workplace Agents | apache-2.0, cc-by-4.0, mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArsh9210/Nemotron-SFT-OpenCode-v1Upstream dataset ↗ | Unresolved | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshR/test_dataset_1_20260821_141742Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshTandon/AAT_Deekfake_and_real_AudioUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/all_tasks_100_percent_mergedUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/all_tasks_10_percent_mergedUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/all_tasks_25_percent_mergedUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/all_tasks_50_percent_mergedUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/conditional-manipulation-AllUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/conditional-manipulation-task-1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/conditional-manipulation-task-1_10_percentUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/conditional-manipulation-task-1_25_percentUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/conditional-manipulation-task-1_50_percentUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/conditional-manipulation-task-2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/conditional-manipulation-task-2_10_percentUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/conditional-manipulation-task-2_25_percentUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/conditional-manipulation-task-2_50_percentUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/conditional-manipulation-task-3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/conditional-manipulation-task-3_10_percentUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/conditional-manipulation-task-3_25_percentUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/conditional-manipulation-task-3_50_percentUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/conditional-manipulation-task-6Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/eval_demoUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/eval_pi05_test_1773695062Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/eval_pick-and-place-pi0-1773687641Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/eval_pick-and-place-pi05-1773693286Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/eval_pick-and-place-pi05-1773693739Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/eval_pick-and-place-pi05-1773694411Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/eval_pick-and-place-smolvla-1773670464Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/eval_pick-and-place-smolvla-1773673129Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/eval_pick-and-place-smolvla-1773674945Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/eval_pick-and-place-smolvla-1773676503Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/eval_pick-and-place-smolvla-1773865681Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/eval_pick-and-place-smolvla-1773865802Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/eval_pick-and-place-smolvla-1774573504Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceArshiaE/eval_pick-and-place-v10Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |