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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 FaceAWANNABY/LucioleScribe-Sovereign-Medical-Whisper-QAUpstream dataset ↗Legal
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAWANNABY/luciolescribe-transcription-faqUpstream dataset ↗Legal
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAWeirdDev/zh-tw-articles-2kUpstream dataset ↗Finance Accounting Erp
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAWeirdDev/zh-tw-articles-6kUpstream dataset ↗Finance Accounting Erp
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAWfaw/ai-hdlcoder-datasetUpstream dataset ↗Scientific Research
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAWfaw/ai-hdlcoder-dataset-cleanUpstream dataset ↗Data Engineering Analytics
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAXONVERTEX-AI-RESEARCH/indiccare-triage-rx-v0.1Upstream dataset ↗Healthcare
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAXOlotlvaNschmozelot/run-open-weights-locallyUpstream dataset ↗Manufacturing Engineering Design
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAY027/MMADEUpstream dataset ↗Healthcare
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/CyberSec-BenchUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/ad-attacks-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/ad-attacks-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/ad-tiering-model-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/ad-tiering-model-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/ai-act-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/ai-act-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/ai-agents-enUpstream dataset ↗Security
MCP / tool useDomain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/ai-agents-frUpstream dataset ↗Reasoning Knowledge Qa
MCP / tool use
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/ai-code-multimodal-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/ai-code-multimodal-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/ai-cybersecurity-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/ai-cybersecurity-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/ai-governance-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/ai-governance-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/article-automatiser-audit-iso27001-llmUpstream dataset ↗Security
Domain specific
cc-by-sa-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/article-cybersec-bench-evaluer-llmUpstream dataset ↗Security
Domain specific
cc-by-sa-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/article-deployer-llm-cybersecurite-ollama-proxmoxUpstream dataset ↗Security
Domain specific
cc-by-sa-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/article-detection-mouvement-lateral-ad-iaUpstream dataset ↗Security
Domain specific
cc-by-sa-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/article-dfir-augmente-ia-artefacts-windowsUpstream dataset ↗Security
Domain specific
cc-by-sa-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/article-fine-tuning-llm-cybersecurite-qloraUpstream dataset ↗Security
Domain specific
cc-by-sa-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/article-migration-vmware-proxmox-ia-on-premiseUpstream dataset ↗Security
Domain specific
cc-by-sa-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/article-rag-llm-assistant-soc-temps-reelUpstream dataset ↗Security
Domain specific
cc-by-sa-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/article-rgpd-ia-conformite-donnees-synthetiquesUpstream dataset ↗Security
Domain specific
cc-by-sa-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/article-securiser-pipeline-mlopsUpstream dataset ↗Security
Domain specific
cc-by-sa-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/bug-bounty-pentest-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/bug-bounty-pentest-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/cis-controls-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/cis-controls-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/cloud-security-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/cloud-security-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/compliance-eu-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/compliance-eu-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/cve-top100-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/cve-top100-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/devsecops-pipeline-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/devsecops-pipeline-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/dora-controls-enUpstream dataset ↗Finance Accounting Erp
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/dora-controls-frUpstream dataset ↗Finance Accounting Erp
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/edr-evasion-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/edr-evasion-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built