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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.

Explore source datasets ↓View released benchmarks →
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.

Snapshot 2026-09-04 UTCDownload 5,000-row preview JSON ↗Full inspected inventory on Hugging Face ↗Browse the full Hugging Face catalog ↗

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.

Leaderboard & qualification →Sample tasks →Assets & environment →Trajectories →Hugging Face ↗Harbor ↗World source on GitHub ↗

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.

All 6 tasks & assets →Actual reference trajectories →Pinned source assessment →Pinned Hugging Face release ↗Harbor package ↗World source on GitHub ↗

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 Face1909398036ljy/so100_test1Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1909398036ljy/so100_test2Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1909398036ljy/so100_test3Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1909398036ljy/so100_test30Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1909398036ljy/so100_test301Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1909398036ljy/so100_test4Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1909398036ljy/so100_test5Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1980QVQ/reddit_dataset_52Upstream dataset ↗Policy Compliance Instruction Following
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging Face1989shack/DatabaseUpstream dataset ↗Legal
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1989wuk/MMedFDUpstream dataset ↗Healthcare
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face19dcj93nc3v3/G1_Clean_TableUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1ArmdMnky/nebula-twitch-assistant-datasetUpstream dataset ↗Customer Workplace Agents
MCP / tool useDomain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1EYE4ALL/Fable-5-tracesUpstream dataset ↗Scientific Research
Domain specific
agpl-3.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1Nono1/eval_piper_placecup_pi05Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1Nono1/eval_piper_placecup_smolvla_v2Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1Nono1/piper_placecupUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1Nono1/piper_placecup11Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1Nono1/piper_placecup60Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1Nono1/piper_placepartsUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1Nono1/piper_placeparts0Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1Nono1/piper_placeparts_1Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1Nono1/piper_placeparts_2Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1Nono1/piper_placeparts_25Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1Nono1/piper_placeparts_25_0Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1Nono1/piper_placeparts_25_1Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1Nono1/piper_placeparts_25_2Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1Nono1/piper_placeparts_29Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1Nono1/piper_placeparts_mergedUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1Nono1/piper_smolvla_placepartsUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1Nono1/piper_smolvla_placeparts1Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1TianBian/aloha_dataset101Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1TianBian/aloha_dataset102Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1TianBian/aloha_dataset_shelves1Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1TianBian/aloha_dataset_shelves_11Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1aurent/Kather-texture-2016Upstream dataset ↗Scientific Research
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1aurent/LC25000Upstream dataset ↗Scientific Research
Domain specific
unlicenseWithin reuse policyReady for adaptationSource-specific world not built
Hugging Face1aurent/NCT-CRC-HEUpstream dataset ↗Scientific Research
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1aurent/PatchCamelyonUpstream dataset ↗Scientific Research
Domain specific
cc0-1.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1aurent/STORKUpstream dataset ↗Scientific Research
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging Face1dawali/INS-MMBenchUpstream dataset ↗Finance Accounting Erp
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1digitaldesign/mirror-sqlUpstream dataset ↗Data Engineering Analytics
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1g0rrr/amd-test-16Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1g0rrr/amd-test-oct22Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1g0rrr/amd-test10Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1g0rrr/amd-test12Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1g0rrr/amd-test13Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1g0rrr/amd-test14Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1g0rrr/amd-test15Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1g0rrr/amd-test17Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face1g0rrr/amd-test4Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built