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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 Face22t1044/knock_red7Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/pick-red1Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/record-red-pen10Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/record-red-pen2Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/record-red-pen3Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/record-red-pen4Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/record-red-pen6Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/record-red-pen7Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/record-red_penUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/record-testUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/record-test2Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/shodo1Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/shodo1-10Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/shodo10Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/shodo2Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/shodo3Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/shodo4Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/shodo5Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/shodo6Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/shodo7Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/shodo8Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face22t1044/shodo9Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face231lee/pick_and_placeUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face231lee/record-testUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face2328322889hxy/glaiveai-glaive-function-calling-v2Upstream dataset ↗Unresolved
MCP / tool use
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face235dsds/VES-ModelingUpstream dataset ↗Data Engineering Analytics
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging Face23daVinci/CFPB_ComplaintsUpstream dataset ↗Legal
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face24jihoward/task_data_atm_224_square_center_cropUpstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging Face24ryuji/pnd_so101_act_TopnWrist1000kUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face2606442338lds/aime25Upstream dataset ↗Scientific Research
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face267Certvas/certvas-af-fund-sampleUpstream dataset ↗Finance Accounting Erp
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face267Certvas/certvas-af-macro-sampleUpstream dataset ↗Finance Accounting Erp
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face26PaperSubmission/repo-vulUpstream dataset ↗Security
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging Face2796gauravc/agentic-search-dataUpstream dataset ↗Legal
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face28hery/starlink-ground-stationsUpstream dataset ↗It Operations Observability
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face29J/SNAUpstream dataset ↗Scientific Research
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging Face2A2I/NoRobots-AceGPT.13B.Chat-DPOUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face2A2I/NoRobots-Aya.23.8B-DPOUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face2A2I/NoRobots-Command.R-DPOUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face2A2I/NoRobots-SambaLingo.Arabic.Chat-DPOUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face2AP-RBT/eval_so-101-test_0Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face2Dkim/eval_omx_20kUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face2Dkim/eval_omx_20k_2Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face2Dkim/eval_omx_20k_3Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face2Dkim/omx-il2Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face2Dkim/omx_f_omx-patUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face2Dkim/record-testUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face2O24dpower2024/ESCALATEUpstream dataset ↗Healthcare
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face2Pix3l/my_datasetUpstream dataset ↗Legal
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging Face2a-agency/brand-semantic-integrity-registryUpstream dataset ↗Reasoning Knowledge Qa
MCP / tool use
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not builtRelated: researchdesk →