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 FaceAlexandreSheva/tmdb-revenue-curated-v1Upstream dataset ↗ | Sales Marketing | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlexei-Bucarenko/Pares_1_vinosUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlexhenry/chocollect_v2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlexhenry/chocollect_v3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlexhenry/chocollect_v4_asyncUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlexhenry/chocollect_v7Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlexisbo/record-test-11Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlexisbo/record-test-13Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlexisbo/record-test-14Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlexisbo/record-test-19Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlexisbo/record-test-9Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlezanello/polymarket-arena-captureUpstream dataset ↗ | Data Engineering Analytics | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlfaxad/eval_act_pnp_50Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlfaxad/eval_act_pnp_50v2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlfaxad/eval_smolvla_pressUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlfaxad/lecubesetUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlfaxad/press-datasetUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlfiechuang/scLightGATUpstream dataset ↗ | Data Engineering Analytics | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlfonsoLozana/newsUpstream dataset ↗ | Finance Accounting Erp | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlfredPros/smart-contracts-instructionsUpstream dataset ↗ | Legal | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlfredvc/chess-autocomplete-lichessUpstream dataset ↗ | Data Engineering Analytics | cc0-1.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlgorithmic-Human-Development-Group/Multilingual-Therapy-DialoguesUpstream dataset ↗ | Healthcare | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlgorithmicResearchGroup/ArXivDLInstructUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlgorithmicResearchGroup/arxiv_research_codeUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlgorithmicResearchGroup/s2orc_fullUpstream dataset ↗ | Scientific Research | odc-byWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlhitawiMohammed22/NoraAshHandwrittenUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAli-Bhai/toolace_ragtruth_syntheticUpstream dataset ↗ | Software Engineering | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAli4333/fish-species-catalogUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAli4333/fishing-regulationsUpstream dataset ↗ | Legal | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAliBeydoun/PickCubeTarget-2000Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAliBugra/TUR2SQLUpstream dataset ↗ | Data Engineering Analytics | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAliBugra/TURSpiderUpstream dataset ↗ | Data Engineering Analytics | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAliDjl/Multi-Turn-Insurance-UnderwritingUpstream dataset ↗ | Legal | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAliKAgha/ACT_TEST_TWOUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAliKAgha/eval_act_pick_white2blackUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAliKhoja/so101-demo-50_20260829_234547Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAliMaatouk/Tele-DataUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAliMaatouk/TelecomTSUpstream dataset ↗ | It Operations Observability | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAliMaatouk/arXiv_TopicsUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAliN96/midjourney-prompts-embeddingsUpstream dataset ↗ | Security | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAliRGHZ/Mobile-ActionsUpstream dataset ↗ | Computer Use Gui | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAliRGHZ/mobile-actions-mergedUpstream dataset ↗ | Unresolved | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlibaba-AAIG/XGuard-Train-Open-200KUpstream dataset ↗ | Security | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlibaba-AAIG/alibaba-ctfUpstream dataset ↗ | Security | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlibaba-Apsara/Superior-Reasoning-SFT-gpt-oss-120bUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlibaba-Apsara/Superior-Reasoning-SFT-gpt-oss-120b-LogprobUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlibaba-DAMO-Academy/ClinFusion-Eval-DataUpstream dataset ↗ | Healthcare | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlibaba-YuFeng/MMA-SafetyBenchUpstream dataset ↗ | Policy Compliance Instruction Following | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlicanKiraz0/All-CVE-Records-Training-DatasetUpstream dataset ↗ | Security | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAlicanKiraz0/Cybersecurity-Dataset-Fenrir-v2.1Upstream dataset ↗ | Security | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |