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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 FaceArminzd/CoT-chemistry-SFTUpstream dataset ↗Scientific Research
MCP / tool useDomain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceArmisticeAI/OCTDL2024Upstream dataset ↗Healthcare
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArmstrong-Couch/pnp_9in_plates_random_no_rec_01_13Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArmurAI/Aptos_vulnerability_audit_datasetUpstream dataset ↗Legal
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArmurAI/Solana_vulnerability_audit_datasetUpstream dataset ↗Security
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceArmurAI/Solana_vulnerability_audit_dataset_V2Upstream dataset ↗Legal
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArnav2612/ProteinsUpstream dataset ↗Scientific Research
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceArnavSawhney/EgoExORUpstream dataset ↗Healthcare
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArneH/swiss-caselaw-embeddingsUpstream dataset ↗Legal
Domain specific
cc0-1.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArno-MHL/ios-security-vulnerabilities-swift-objcUpstream dataset ↗Security
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceArnoKlocke/Test_20260621_201708Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArnoldkoci/indice-outbound-italiaUpstream dataset ↗Sales Marketing
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArnoldkoci/osservatorio-cold-email-italiaUpstream dataset ↗Sales Marketing
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAronDaron/dataset-gen-v2Upstream dataset ↗It Operations Observability
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAronwinner/IRIS_stsUpstream dataset ↗Legal
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/han-environment-perception-v1Upstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/han-hospital-intent-reasoning-v1Upstream dataset ↗Healthcare
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/han-hospital-intent-to-action-v1Upstream dataset ↗Healthcare
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/han-hospital-perception-v1Upstream dataset ↗Healthcare
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/han-intent-to-action-v1Upstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/han-security-intent-reasoning-v1Upstream dataset ↗Security
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/han-security-intent-to-action-v1Upstream dataset ↗Security
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/han-security-perception-v1Upstream dataset ↗Security
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/han-warehouse-intent-reasoning-v1Upstream dataset ↗Data Engineering Analytics
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/han-warehouse-intent-to-action-v1Upstream dataset ↗Data Engineering Analytics
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/han-warehouse-perception-v1Upstream dataset ↗Data Engineering Analytics
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-action-log-datasetUpstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-adaptive-evolution-datasetUpstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-behavior-adaptation-datasetUpstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-context-aware-decision-datasetUpstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-ethical-decision-datasetUpstream dataset ↗Policy Compliance Instruction Following
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-failure-prediction-datasetUpstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-incident-response-datasetUpstream dataset ↗It Operations Observability
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-learning-feedback-datasetUpstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-multi-sensor-perception-datasetUpstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-network-security-datasetUpstream dataset ↗Security
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-operational-anomaly-datasetUpstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-performance-optimization-datasetUpstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-predictive-maintenance-datasetUpstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-resource-management-datasetUpstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-simulation-environment-datasetUpstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-spatial-localization-datasetUpstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-swarm-synchronization-datasetUpstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-system-monitoring-datasetUpstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAroticMerch/humanoid-task-planning-datasetUpstream dataset ↗Manufacturing Engineering Design
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceArouraas/so101_testUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceArquimedes-msc/artemisia-oab-constitucionalUpstream dataset ↗Legal
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceArrrlex/models-under-pressureUpstream dataset ↗Legal
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceArrtemwolf/medical-specialist-routingUpstream dataset ↗Healthcare
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceArsParadox/Kisna-Assist-UncleanedUpstream dataset ↗Customer Workplace Agents
Domain specific
gpl-3.0Within reuse policyReady for adaptationSource-specific world not built