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 FaceAhmadIshaqai/brain-mri-plane-aware-vlmUpstream dataset ↗ | Healthcare | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmed-El-Sharkawy/StrokeUpstream dataset ↗ | Healthcare | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmed-Selem/Shifaa_Arabic_Medical_ConsultationsUpstream dataset ↗ | Healthcare | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmed-Selem/Shifaa_Arabic_Mental_Health_ConsultationsUpstream dataset ↗ | Healthcare | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmed-Selem/Shifaa_Medical_RAG_VectorDBUpstream dataset ↗ | Healthcare | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmed-ibn-Harun/wakeUpstream dataset ↗ | Customer Workplace Agents | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmedBou/ParsedResumesUpstream dataset ↗ | Customer Workplace Agents | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmedBou/clinical_terms_synonymsUpstream dataset ↗ | Healthcare | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmedElTaher/egyptian-dict-ancient_egyptUpstream dataset ↗ | Data Engineering Analytics | cc-by-sa-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmedElTaher/egyptian-dict-dicksonUpstream dataset ↗ | Finance Accounting Erp | cc-by-sa-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmedElTaher/egyptian-dict-vygusUpstream dataset ↗ | Finance Accounting Erp | cc-by-sa-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmedElTaher/egyptian-trans-bbawUpstream dataset ↗ | Finance Accounting Erp | cc-by-sa-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmedElTaher/egyptian-trans-tla_demoticUpstream dataset ↗ | Finance Accounting Erp | cc-by-sa-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmedElTaher/egyptian-trans-tla_earlierUpstream dataset ↗ | Finance Accounting Erp | cc-by-sa-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmedElTaher/egyptian-trans-tla_lateUpstream dataset ↗ | Finance Accounting Erp | cc-by-sa-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmedEltayyebXL2/eval_act-1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmedEltayyebXL2/eval_act_your_datasetUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmedEltayyebXL2/eval_act_your_dataset-1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmedEltayyebXL2/eval_act_your_dataset-2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmedEltayyebXL2/eval_act_your_dataset-3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmedHereiz/AgentPluginMarketplacesUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmedMSLTI/almiraah_coordinate_dbUpstream dataset ↗ | Data Engineering Analytics | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmedMSLTI/mille-agent-blueprintsUpstream dataset ↗ | Legal | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmedSaghir/heart-disease-instructUpstream dataset ↗ | Healthcare | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmetAytar/fine_tune_embdding_17_book_grobid_semanticUpstream dataset ↗ | Data Engineering Analytics | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhmetSemih/tr_agriculture_animal_datasetUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhnd6474/Protein_DBUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhren09/SARA-QASPERUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhren09/SciEvoUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAhsanHabibSadik/SLAKEUpstream dataset ↗ | Healthcare | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiActivity/All-Prompt-JailbreakUpstream dataset ↗ | Finance Accounting Erp | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiActivity/ToxicDatasetUpstream dataset ↗ | Policy Compliance Instruction Following | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiAsistent/Dark-Chain-of-Thought-CoTUpstream dataset ↗ | Policy Compliance Instruction Following | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiAsistent/LLMResearch-Cognitive-Liberty-V3Upstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiAsistent/Polymath-InstructUpstream dataset ↗ | Scientific Research | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiCodeCraft/customer_memoryUpstream dataset ↗ | Customer Workplace Agents | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiHazz/AaUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiHazz/RSRCCUpstream dataset ↗ | Healthcare | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiLLMBS/bio-devops-synthetic-instructionsUpstream dataset ↗ | It Operations Observability | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiSaurabhPatil/openarm_pick_v6Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiSaurabhPatil/quest3-acone_v3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiden0526/MuSLRUpstream dataset ↗ | Healthcare | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiden82/so101_pangyo_pickplace_cube_260114_divide_2ndUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiden82/so101_pangyo_pickplace_cube_260115_realUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiden82/so101_pangyo_pickplace_cube_260119_realUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiden82/so101_pangyo_pickplace_cube_260119_real_checkUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiden82/so101_pangyo_pickplace_cube_260120_realUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiden82/so101_pangyo_pickplace_cube_260120_real_checkUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiden82/so101_pangyo_pickplace_cube_260121_calibration2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAiden82/so101_pangyo_pickplace_cube_260126_realUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |