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 FaceAnijar/dataset-inteli-mergedUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnijar/dataset-inteli7Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnijar/dataset-pinkball-basket3Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnijar/dataset-v-8Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnijar/dataset-v-9Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnijar/dataset-v-99Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnijar/dataset-v-mergedUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnijar/dataset-varanda-V02Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnijar/dataset-varanda-mergedUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnijar/dataset-varandaV2-1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnijar/eval_inferencing-pink4Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnilReddyton/summarizer-finetuneUpstream dataset ↗ | Healthcare | bsd-3-clauseWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnilShah/legal-pointcloud-text25Upstream dataset ↗ | Legal | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnimas1024/MarineEvalUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnimesh-null/HiddenMass-50KUpstream dataset ↗ | Scientific Research | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnimeshShaw/GenIaC-SecBenchUpstream dataset ↗ | Security | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnindita1979/Phantom_Hallucination_DetectionUpstream dataset ↗ | Finance Accounting Erp | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnirbanSaha/health-misinformation-reddit-datasetUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAniruddh3390/gov_myschemeUpstream dataset ↗ | Legal | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAniruddh79012/reddit_dataset_122Upstream dataset ↗ | Policy Compliance Instruction Following | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAniruddh79012/reddit_dataset_178Upstream dataset ↗ | Policy Compliance Instruction Following | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAniruddh79012/reddit_dataset_7Upstream dataset ↗ | Policy Compliance Instruction Following | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAniruddh79012/x_dataset_122Upstream dataset ↗ | Policy Compliance Instruction Following | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAniruddh79012/x_dataset_178Upstream dataset ↗ | Policy Compliance Instruction Following | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAniruddh79012/x_dataset_7Upstream dataset ↗ | Policy Compliance Instruction Following | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAniruddhaAI/scm-sqlUpstream dataset ↗ | Finance Accounting Erp | cc-by-sa-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAniruddhaAtre/so101_simUpstream dataset ↗ | Manufacturing Engineering Design | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnirudhKanthamraju/hackathon_dataset1Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAniruth-11/libero_converted_to_lerobot_baseUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnishanks/optical-network-dataUpstream dataset ↗ | Data Engineering Analytics | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAniskhan29/harmbench_behaviorsUpstream dataset ↗ | Policy Compliance Instruction Following | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnitrovic/openwateratlas-spots-climate-species-routesUpstream dataset ↗ | Data Engineering Analytics | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnju405712/AuraShield_Vulnerable_Code_SnippetsUpstream dataset ↗ | Security | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnkGhosh/target-brazil-sql-projectUpstream dataset ↗ | Data Engineering Analytics | cc0-1.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnkitAI/fable-5-traces-sft-chatmlUpstream dataset ↗ | Scientific Research | agpl-3.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnkitAI/parable-corpus-v2Upstream dataset ↗ | Scientific Research | agpl-3.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnkitAI/product-reviews-sentimentUpstream dataset ↗ | Customer Workplace Agents | mitWithin reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnlorla/push_block_dual_lerobot30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnlorla/push_block_lerobot30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnlorla/sweep2E_dualarm_v3_lerobot30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnlorla/sweep2E_lerobot30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnlorla/sweep_to_CE_2_binmask_nolanguage_lerobot30Upstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnnNaserNabil/BENI_v1_0_A_Harmonised_Bangla_News_Dataset_for_Economic_Narrative_MeasurementUpstream dataset ↗ | Scientific Research | cc-by-4.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnna4242/tool-n1-sft-unique-splitsUpstream dataset ↗ | Reasoning Knowledge Qa | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnna4242/tool-n1-sft-unique-train-evalUpstream dataset ↗ | Reasoning Knowledge Qa | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnne-Charlotte/anne-charlotte-movesUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnne-Charlotte/comptines-frUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnne-Charlotte/famous-quotesUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnne-Charlotte/musicUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |
| Hugging FaceAnne-Charlotte/new-emotionsUpstream dataset ↗ | Manufacturing Engineering Design | apache-2.0Within reuse policy | Ready for adaptationSource-specific world not built |