Skip to datasets
Blobfish AI
BenchmarksTalk to usOpen app

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.

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 FaceAmanPriyanshu/GPT-OSS-20B-MoE-expert-activationsUpstream dataset ↗Legal
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/clone-of-gretel-financial-risk-analysis-v1Upstream dataset ↗Finance Accounting Erp
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/prune-de-prune-5x-10k-holdout-setUpstream dataset ↗Policy Compliance Instruction Following
MCP / tool useDomain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/reasoning-sft-CHIMERAUpstream dataset ↗Scientific Research
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/reasoning-sft-IF_multi_constraints_upto5Upstream dataset ↗Policy Compliance Instruction Following
Domain specific
odc-byWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/reasoning-sft-JSON-structuring-and-correctingUpstream dataset ↗Reasoning Knowledge Qa
MCP / tool use
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/reasoning-sft-Nemotron-Instruction-Following-Chat-v1Upstream dataset ↗Policy Compliance Instruction Following
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/reasoning-sft-OpenThoughts3-1.2M-450KUpstream dataset ↗Scientific Research
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/reasoning-sft-Superior-Reasoning-SFT-gpt-oss-120b-434KUpstream dataset ↗Scientific Research
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/reasoning-sft-minimax-stratified-kmeans-diverse-reasoning-842K-onlyUpstream dataset ↗Scientific Research
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/reasoning-sft-stem-reasoning-complex-FineProofs-126KUpstream dataset ↗Scientific Research
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/reasoning-sft-synthetic_text_to_sql-128KUpstream dataset ↗Data Engineering Analytics
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/stratified-kmeans-diverse-reasoning-100K-1MUpstream dataset ↗Scientific Research
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-CODING-CoVe-12k-data-cleaned-rectifiedUpstream dataset ↗Computer Use Gui
MCP / tool use
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-CODING-CoderForge-Preview-data-cleaned-rectifiedUpstream dataset ↗Reasoning Knowledge Qa
MCP / tool use
odc-byWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-CODING-MEnvData-SWE-Trajectory-data-cleaned-rectifiedUpstream dataset ↗Scientific Research
MCP / tool useDomain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-CODING-Nemotron-Terminal-Corpus-data-cleaned-rectifiedUpstream dataset ↗Reasoning Knowledge Qa
MCP / tool use
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-CODING-allenai-SERA-data-cleaned-rectifiedUpstream dataset ↗Reasoning Knowledge Qa
MCP / tool use
odc-byWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-CODING-browsing-sft-tool-use-data-cleaned-rectifiedUpstream dataset ↗Reasoning Knowledge Qa
MCP / tool use
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-CODING-jupyter-agent-dataset-sft-tool-use-agent-data-cleaned-rectifiedUpstream dataset ↗Reasoning Knowledge Qa
MCP / tool use
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-CODING-nvidia-Nemotron-Agentic-v1Upstream dataset ↗Reasoning Knowledge Qa
MCP / tool use
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-CODING-text_to_terminal_v2-sft-tool-use-agent-data-cleaned-rectifiedUpstream dataset ↗Terminal Operations
MCP / tool use
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-MEMORY-mem_agent-sft-data-cleaned-rectified-408kUpstream dataset ↗Reasoning Knowledge Qa
MCP / tool use
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-RESEARCH-OpenSeeker-v1-DataUpstream dataset ↗Scientific Research
MCP / tool useDomain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-RESEARCH-explorationsUpstream dataset ↗Scientific Research
MCP / tool useDomain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-RESEARCH-grill-lab-browsecomp-plus-runs-data-cleaned-rectifiedUpstream dataset ↗Scientific Research
MCP / tool useDomain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-RESEARCH-openresearcher-dataset-sft-deep-research-agent-data-cleanedUpstream dataset ↗Scientific Research
MCP / tool useDomain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-RESEARCH-rlvr-env-retrieval-sourceUpstream dataset ↗Scientific Research
MCP / tool useDomain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-TOOLS-ToolMind-data-cleaned-rectifiedUpstream dataset ↗Reasoning Knowledge Qa
MCP / tool use
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-TOOLS-context-management-handlingUpstream dataset ↗Reasoning Knowledge Qa
MCP / tool use
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-TOOLS-hermes-reasoning-tool-style-data-cleaned-rectified-115kUpstream dataset ↗Scientific Research
MCP / tool useDomain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-TOOLS-hermes_reasoning_tool_use-data-cleaned-rectifiedUpstream dataset ↗Reasoning Knowledge Qa
MCP / tool use
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-TOOLS-mobile-actions-data-cleaned-rectifiedUpstream dataset ↗Computer Use Gui
MCP / tool use
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-TOOLS-toolace-sft-tool-use-agent-data-cleaned-rectifiedUpstream dataset ↗Reasoning Knowledge Qa
MCP / tool use
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-TOOLS-toolmind-web-qa-sft-tool-use-data-cleaned-rectified-5.2kUpstream dataset ↗Reasoning Knowledge Qa
MCP / tool use
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanPriyanshu/tool-reasoning-sft-TOOLS-toucan-1.5m-sft-tool-use-data-cleaned-rectified-333kUpstream dataset ↗Scientific Research
MCP / tool useDomain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmandasmit/text-tabular-samplesUpstream dataset ↗Data Engineering Analytics
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmanpatel81/my_smolvla123456789Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmar-89/bankingassistant-sampledatasetUpstream dataset ↗Finance Accounting Erp
Domain specific
mitWithin reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmar-S/LLNL_DSC_2025Upstream dataset ↗Legal
Domain specific
cc-by-4.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmarHelio/record-testUpstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmarHelio/record-test1Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmarHelio/record-test10Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmarHelio/record-test11Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmarHelio/record-test12Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmarHelio/record-test13Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmarHelio/record-test14Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmarHelio/record-test15Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmarHelio/record-test16Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built
Hugging FaceAmarHelio/record-test17Upstream dataset ↗Manufacturing Engineering Design
Domain specific
apache-2.0Within reuse policyReady for adaptationSource-specific world not built