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 Face4yato/gakushu5.1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face4yato/gakushu5.2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face4yato/gakushu6Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face4yato/gakushu7Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face4yato/testv1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5-31-2024/cold-casesUpstream dataset ↗ | Legal | cc0-1.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face51ddhesh/PPE_DetectionUpstream dataset ↗ | Policy Compliance Instruction Following | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face52-ss/test_14Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face52100303-TranPhuocSang/vi-legal-documents-20k-pretrainUpstream dataset ↗ | Legal | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face52100303-TranPhuocSang/vietnamese-legal-corpus-20k-rawUpstream dataset ↗ | Legal | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face522H0134-NguyenNhatHuy/test_1K_prompts_vieUpstream dataset ↗ | Policy Compliance Instruction Following | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face522H0134-NguyenNhatHuy/vietnamese-dpo-10kUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face522H0134-NguyenNhatHuy/vietnamese-sft-10kUpstream dataset ↗ | Finance Accounting Erp | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face54rt1n/wikipedia-summary-datasetUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face55CancriE/baseer_serumsUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face56el4YES8M1YM0HSB63Pa/OpenInterconnectUpstream dataset ↗ | Data Engineering Analytics | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face56m/NumPuzzleUpstream dataset ↗ | Finance Accounting Erp | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5AMBASH/NED2_Test_DatasetUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5AMBASH/NED2_Test_Dataset_2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5AMBASH/NED2_Test_Dataset_3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5AMBASH/NED2_Test_Dataset_4Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5AMBASH/NED2_Test_Dataset_BlehUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5AMBASH/NED2_Test_Dataset_CLEANUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5AMBASH/NED2_Test_Dataset_CLEAN_15Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5AMBASH/NED2_Test_Dataset_DemonstrationUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5AMBASH/NED2_Test_Dataset_Demonstration_2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5AMBASH/NED2_Test_Dataset_EMBEDDEDUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5AMBASH/NED2_Test_Dataset_EMBEDDED_15Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5AMBASH/NED2_Test_Dataset_LOCALUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5AMBASH/NED2_Test_Dataset_LOCAL_15Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5CD-AI/Vietnamese-THUIR-T2Ranking-gg-translatedUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5Hyegyeong/omx_f_JJJJUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5hadytru/so101_bench_real_2_WM_v2.1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5hadytru/so101_bench_real_2_v2.1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5hadytru/so101_grasp_1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5hadytru/so101_grasp_2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5hred/move-foam-part-to-target-001Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5hred/move-foam-part-to-target-002Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face5hred/tutorialUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face651shadow/legal-tort-edgecases-free-sampleUpstream dataset ↗ | Legal | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face65c3f75641b22925c737ca657b126cd68c39e42334/6a860e6b1bca5f1434a37839582a4a68886edcc96ec4fc113a66446060b7c50bUpstream dataset ↗ | Security | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face6666lll/so100-pushtUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face666zzz/InspecSafe-V1Upstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face676786632r/claude-opus-4.6-4.7-reasoning-8.7kUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face6DammK9/25081601-3mUpstream dataset ↗ | Data Engineering Analytics | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face6DammK9/25110801-229MUpstream dataset ↗ | Data Engineering Analytics | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face6DammK9/danbooru2023-captions-1ktarUpstream dataset ↗ | Data Engineering Analytics | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face6DammK9/danbooru2024-captions-1ktarUpstream dataset ↗ | Data Engineering Analytics | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face6S-bobby/llm-behavioral-drift-examplesUpstream dataset ↗ | Customer Workplace Agents | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging Face6StringNinja/synthetic-servicenow-incidentsUpstream dataset ↗ | It Operations Observability | mitWithin reuse policy | Ready for adaptationSource-specific world not built |