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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

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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 FaceAYI-NEDJIMI/forensics-windows-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/forensics-windows-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/gdpr-enUpstream dataset ↗Legal
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/incident-response-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/incident-response-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/incident-response-playbooksUpstream dataset ↗Security
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/iso27001Upstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/iso27001-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/k8s-security-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/k8s-security-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/kubernetes-securityUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/llm-security-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/llm-security-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/m365-security-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/m365-security-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/mitre-attack-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/mitre-attack-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/mlops-infrastructure-enUpstream dataset ↗Security
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/mlops-infrastructure-frUpstream dataset ↗Security
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/nis2-directive-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/nis2-directive-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/nist-csf-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/nist-csf-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/oauth-api-security-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/oauth-api-security-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/owasp-top10-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/owasp-top10-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/pentest-checklist-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/pentest-checklist-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/post-quantum-crypto-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/post-quantum-crypto-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/rag-langchain-enUpstream dataset ↗Data Engineering Analytics
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/rag-langchain-frUpstream dataset ↗Data Engineering Analytics
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/ransomware-playbooks-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/ransomware-playbooks-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/rgpd-frUpstream dataset ↗Legal
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/sbom-compliance-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/sbom-compliance-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/security-tool-benchmarks-enUpstream dataset ↗Security
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/security-tool-benchmarks-frUpstream dataset ↗Security
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/soc-analyst-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/soc-analyst-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/supply-chain-attacks-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/supply-chain-attacks-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/supply-chain-securityUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/threat-hunting-soc-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/threat-hunting-soc-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/threat-intelligenceUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/zero-trust-enUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAYI-NEDJIMI/zero-trust-frUpstream dataset ↗Security
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built