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 FaceAnne-Charlotte/photoboothUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnne-Charlotte/pirate-characterUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnne-Charlotte/pollen-danceUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnne-Charlotte/reachy-songsUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnnena/d1_motionUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnneshaChowdhury/Crisis-QAUpstream dataset ↗ | Security | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnneshaChowdhury/gridguard-instructUpstream dataset ↗ | It Operations Observability | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnnihi/dumate_benchUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnnikaSimonsen/TrustLLM-reformulation-promptsUpstream dataset ↗ | Policy Compliance Instruction Following | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnny0316/SelfTICAUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnodeAI/Agent-Trace-Cyber-v1Upstream dataset ↗ | Security | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnodeAI/Anode_multimodal_roboticsUpstream dataset ↗ | Manufacturing Engineering Design | cc0-1.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnodeAI/Anode_new_medicalUpstream dataset ↗ | Healthcare | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnodeAI/Anode_oncology_medicalUpstream dataset ↗ | Healthcare | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnodeAI/Humanoid-Kinetic-FleetUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnodeAI/Medical_AI_datasetUpstream dataset ↗ | Healthcare | cc0-1.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnodeAI/Medical_datasetUpstream dataset ↗ | Healthcare | cc0-1.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnodeAI/Medical_genomicsUpstream dataset ↗ | Healthcare | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnodeAI/Medical_oncologyUpstream dataset ↗ | Healthcare | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnodeAI/MultiModal-Oncology-FHIRUpstream dataset ↗ | Healthcare | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnodeAI/Oncology_cancer_ehrUpstream dataset ↗ | Healthcare | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnodeAI/Opus_4.6_system_promtUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnodeAI/Radar-Humanoid-Intent-24GHz-v1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnodeAI/Synthetic-cancer-clinical-genomicsUpstream dataset ↗ | Finance Accounting Erp | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonBenchmark322/benchmark_dataUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonMegumi/InstanceVidUpstream dataset ↗ | Data Engineering Analytics | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonyRepo/dllm-prm-snapshots-gsm8kUpstream dataset ↗ | Policy Compliance Instruction Following | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymouScientist/MaterialsSaddlesUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymouScientist/SiliciclasticReservoirsUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymous-07/ChemSafetyBenchUpstream dataset ↗ | Data Engineering Analytics | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymous-07/SafeChemUpstream dataset ↗ | Data Engineering Analytics | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymous-LaEx/Anonymous-LaDeUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymous-NeurIPS26-TabularMath/TabularMathUpstream dataset ↗ | Data Engineering Analytics | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymous-Team-HC-RAG/Multi-Doc-2025Upstream dataset ↗ | Finance Accounting Erp | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymous-nips-submissions/Anonymous-nips-submissionsUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymous1Researcher/NeWGen-BenchUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymous2535k/agentmorph-bugs-v0.1Upstream dataset ↗ | Software Engineering | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymous260726/IntentionNavUpstream dataset ↗ | Manufacturing Engineering Design | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymous648/zkml-audit-benchmarkUpstream dataset ↗ | Security | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymousARR42/EMEAUpstream dataset ↗ | Healthcare | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymousDrive/RoDriveUpstream dataset ↗ | Legal | cc-by-sa-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymousDrive/RoDriveImagesUpstream dataset ↗ | Legal | cc-by-sa-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymousMouse404/3D_shapes_20260608_180025Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymousMouse404/BabyBlocks2_20260626_135337Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymousMouse404/BabyBlocks3_20260626_140707Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymousMouse404/BabyBlocks4_20260626_141753Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymousMouse404/BabyBlocks5_20260626_142247Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymousMouse404/BabyBlocks_20260626_132017Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymousMouse404/BlockSortingUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnonymousMouse404/BlockStackUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |