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 FaceARotting/edge-sentinel-telemetryUpstream dataset ↗ | Data Engineering Analytics | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceARotting/gray-scott-neural-field-dataUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceARotting/meshgraph-enterprise-networkUpstream dataset ↗ | Security | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceARotting/pendulum-derivative-fieldUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceARotting/protocol-guardian-commandsUpstream dataset ↗ | Security | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAS-24/IL_dataset_1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAS-Robotics/LeRepairBot-repairdataset-miniUpstream dataset ↗ | Manufacturing Engineering Design | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAS-Robotics/Pick-and-Place-dataset_so100_pickplaceUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAS-Robotics/robot-meet-gemma-record-medicineUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASAP-Rockyy/anyInsertUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASBJ021/leisaac-pick-orangeUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASBlab-multirobot/non-mobile-giver-yaseen-A-20260501_recomputed_statsUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASD0821/pap_merged_0422_1500Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASGFDSgadsfgads/dave_sonarUpstream dataset ↗ | Manufacturing Engineering Design | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASHu2/medlensUpstream dataset ↗ | Healthcare | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASKabalan/IRIS-CloudDeepUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASLP-lab/Multilingual-Alpaca-SpeechUpstream dataset ↗ | Policy Compliance Instruction Following | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASLP-lab/SongFormBenchUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASLP-lab/SongFormDBUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASMOCii/22Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASSERT-KTH/DISLUpstream dataset ↗ | Legal | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASSERT-KTH/go_vulnerabilities_2019_2024Upstream dataset ↗ | Security | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASTRAI-labs/Pluto-Nano-1.0-Pretrain-v2Upstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASet97/aloha-augmentedUpstream dataset ↗ | Manufacturing Engineering Design | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASet97/augmented-aloha-episodes-10-color-jitter-gaussian-noiseUpstream dataset ↗ | Manufacturing Engineering Design | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASet97/augmented-aloha-test0Upstream dataset ↗ | Manufacturing Engineering Design | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASet97/mirror-testUpstream dataset ↗ | Manufacturing Engineering Design | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASethi04/droid-trajectories-5kUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASethi04/droid-visual-trajectoriesUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceASethi04/dual-lidar-combined-filtered-joint-positions-long-gripper-trainableUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAT2018cow-FSCI/AT2018cow-FSCIUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATH-MaaS/CSEMOTIONSUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATH-MaaS/HalloMTBenchUpstream dataset ↗ | Policy Compliance Instruction Following | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATH-MaaS/Marco-Bench-MIFUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATR5607/dagger_round_1leftUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATR5607/dagger_round_1rightUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATR5607/dagger_round_2rightUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATR5607/dagger_round_3leftUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATR5607/dagger_round_3rightUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATR5607/down_ramp_25Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATR5607/eval_2cam3epi_round_1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATR5607/eval_2cam6epi_round_1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATR5607/eval_2cams_cylinder_50epiUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATR5607/eval_2cams_cylinder_50epi2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATR5607/eval_2cams_cylinder_50epi3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATR5607/eval_2cams_cylinder_50epi4Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATR5607/eval_cylinder_50epiUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATR5607/eval_cylinder_50epi1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATR5607/eval_cylinder_50epi2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceATR5607/eval_cylinder_50epi5Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |