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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.

294Current Harbor listings
1,032,990Hugging Face sources inspected
146,818Licensed adaptation candidates

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.

4,705 matching records

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.

Source datasets, relevance, license, and adaptation status
DatasetDomain & toolsLicenseAdaptation
Hugging FaceAmirzon10/eval_smolvla_testUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmirzon10/eval_smolvla_test2Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmirzon10/eval_smolvla_test3Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmit1322/PlantVillageUpstream dataset ↗Scientific Research
Domain specific
cc-by-sa-3.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmitDasRup123/HateSpeechCorpusUpstream dataset ↗Scientific Research
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmitGMU/earthrover-navigation_20260610_165303Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmitmelamed277/trek-finderUpstream dataset ↗Data Engineering Analytics
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmjadKha/BankingDatasetUpstream dataset ↗Finance Accounting Erp
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmjadKha/QuoteUpstream dataset ↗Legal
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmjadMajid/aiUpstream dataset ↗Scientific Research
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmar-ss/BRIDGEUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-clean-table-01-BC-FVUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-clean-table-01-BC-FV-v30Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-clean-table-02-BCUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-clean-table-02-BC-v30Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-clean-table-03-BC-FVUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-clean-table-03-BC-FV-v30Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-clean-table-04-BC-FVUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-clean-table-04-BC-FV-v30Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-bag-v1-FV-BCUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-bag-v2-FV-BCUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-bottle-v1-FV-BCUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-bottle-v2-FV-BCUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-cup-v1-FV-BCUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-cup-v2-BCUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-cup-v3-BCUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-cup-v4-BCUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-door-01-BC-FVUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-door-01-BC-FV-v30Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-door-02-BC-FV-v30Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-door-03-BC-FVUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-door-03-BC-FV-v30Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-door-04-BC-FVUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-door-04-BC-FV-v30Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-open-door2-BC-FVUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-place-cup-v1-FV-BCUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-place-cup-v2-FV-BCUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-mobile-place-cup-v3-FVUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-rinse-cup-01-BC-FVUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-rinse-cup-01-BC-FV-v30Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-rinse-cup-02-BC-FVUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-rinse-cup-02-BC-FV-v30Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-rinse-cup-03-BC-FVUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-rinse-cup-03-BC-FV-v30Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-rinse-cup-04-BC-FVUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/base4-rinse-cup-04-BC-FV-v30Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/u850-bag-place-01-FV-v30Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/u850-bag-place-02-FV-v30Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/u850-bag-place-03-BC-v30Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmmarWaheed/u850-bag-place-04-BC-v30Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built