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 FaceAsahikawa-nct-Uchiumi/record-testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsakiri/langdexUpstream dataset ↗ | Data Engineering Analytics | cc-by-sa-3.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsakuu/mongolian-mcq-datasetUpstream dataset ↗ | Scientific Research | cc-by-sa-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsamAce/pharma-serialized-eventsUpstream dataset ↗ | Data Engineering Analytics | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAseelLu/Proton0Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAseelLu/Proton1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAseelLu/Proton2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAseelLu/Proton3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAseelLu/Proton4Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAseelLu/record-test0_20260619_165140Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAseelLu/record-test1_20260619_165304Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAseelLu/record-test1_20260619_165453Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAseelLu/record-test_20260618_182311Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAseelLu/record-test_20260618_182715Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAseelLu/record-test_20260618_183030Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAserLompo/khp-youth-mental-health-guardrailUpstream dataset ↗ | Policy Compliance Instruction Following | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsh-Feng/rollout_yellow_ball_mug_20260801_113447Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsh-Feng/rollout_yellow_ball_mug_20260801_121934Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsh-Feng/rollout_yellow_ball_mug_20260801_122007Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsh-Feng/rollout_yellow_ball_mug_20260801_122216Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsh-Feng/rollout_yellow_ball_mug_20260801_122600Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsh-Feng/rollout_yellow_ball_mug_20260801_122723Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsh-Feng/rollout_yellow_ball_mug_20260801_122950Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsh-Feng/rollout_yellow_ball_mug_20260801_123258Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsh-Feng/rollout_yellow_ball_mug_20260801_123513Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsh-Feng/rollout_yellow_ball_mug_20260801_124438Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsh-Feng/rollout_yellow_ball_mug_20260801_124830Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsh-Feng/rollout_yellow_ball_mug_20260801_125202Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsh-Feng/rollout_yellow_ball_mug_20260801_125345Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsh-Feng/yellow_ball_mug_20260730_223750Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsh-Huggies/FreshRetailNet-50KUpstream dataset ↗ | Sales Marketing | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAshBastian9/so100_demo1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAshBastian9/so100_demoopenUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAshBastian9/so100_demopourUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAshBastian9/so100_demopour2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAshBastian9/so100_demotwistUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAshBastian9/so100_demotwist2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAshBastian9/so100_testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAshBastian9/so101_init_5episodesUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAshBastian9/so101_testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAshalupreti/nepali_law_datasetsUpstream dataset ↗ | Legal | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAshenFdo/synthetic_blood_request_urgency_datasetUpstream dataset ↗ | Healthcare | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAsherDLL/fifa-wc-2026-fantasyUpstream dataset ↗ | Manufacturing Engineering Design | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAshish-5ai/customer_service_dataUpstream dataset ↗ | Customer Workplace Agents | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAshish48/yambdaUpstream dataset ↗ | Data Engineering Analytics | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAshley-ht/MDIDUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAshlot/record-testUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAshlot/record-test-2camUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAshlot/record-test-2cam-2Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAshlot/record-test-2cam-4Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |