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not-built | Enterprise-Bench/l1-l2-bench | review | finance-accounting-erp | true | true | review | [] | 2026-09-04T21:47:33 | true | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | opsbench-14 | null | upstream | https://hub.harborframework.com/datasets/Enterprise-Bench/l1-l2-bench/latest | 14 |
not-built | LiteCoder/LiteCoder-rl | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/LiteCoder/LiteCoder-rl/latest | 602 |
not-built | MichaelY310/devopsgym | review | it-operations-observability | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | devopsbench-100 | null | upstream | https://hub.harborframework.com/datasets/MichaelY310/devopsgym/latest | 728 |
not-built | NovitaAI/tb21-code-debug | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/NovitaAI/tb21-code-debug/latest | 32 |
not-built | NovitaAI/tb21-data-science | review | data-engineering-analytics | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | datadesk | null | upstream | https://hub.harborframework.com/datasets/NovitaAI/tb21-data-science/latest | 26 |
not-built | NovitaAI/tb21-file-recovery | review | terminal-operations | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/NovitaAI/tb21-file-recovery/latest | 9 |
not-built | NovitaAI/tb21-systems-security | review | security | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | secops | null | upstream | https://hub.harborframework.com/datasets/NovitaAI/tb21-systems-security/latest | 22 |
not-built | aarr/aarri-bench | review | scientific-research | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | scilab | null | upstream | https://hub.harborframework.com/datasets/aarr/aarri-bench/latest | 82 |
not-built | abhishek203/task-aw | review | it-operations-observability | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | itsmdesk | null | upstream | https://hub.harborframework.com/datasets/abhishek203/task-aw/latest | 5 |
not-built | abundant/swe-gen-cpp | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/abundant/swe-gen-cpp/latest | 999 |
not-built | abundant/swe-gen-go | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/abundant/swe-gen-go/latest | 1,000 |
not-built | abundant/swe-gen-java | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/abundant/swe-gen-java/latest | 1,000 |
not-built | abundant/swe-gen-js | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/abundant/swe-gen-js/latest | 1,000 |
not-built | abundant/swe-gen-rust | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/abundant/swe-gen-rust/latest | 1,000 |
not-built | abundant/swe-marathon | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/abundant/swe-marathon/latest | 20 |
not-built | actava-ai/chi-bench | review | healthcare | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | clinicops | null | upstream | https://hub.harborframework.com/datasets/actava-ai/chi-bench/latest | 78 |
not-built | adameubanks/rating-generation-consistency | review | policy-compliance-instruction-following | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/adameubanks/rating-generation-consistency/latest | 45 |
not-built | adyen/dabstep | review | finance-accounting-erp | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | ledgerbench-100 | null | upstream | https://hub.harborframework.com/datasets/adyen/dabstep/latest | 450 |
not-built | agentic-labs/erp-bench | review | finance-accounting-erp | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | erpbench-100 | null | upstream | https://hub.harborframework.com/datasets/agentic-labs/erp-bench/latest | 300 |
not-built | agentscope-ai/pawbench | review | customer-workplace-agents | false | true | review | [] | 2026-09-04T21:47:33 | true | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | workplace | null | upstream | https://hub.harborframework.com/datasets/agentscope-ai/pawbench/latest | 150 |
not-built | ai-forever/harness-bench-fast | review | customer-workplace-agents | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/ai-forever/harness-bench-fast/latest | 231 |
not-built | aider/aider-polyglot | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/aider/aider-polyglot/latest | 225 |
not-built | aime/aime | review | reasoning-knowledge-qa | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/aime/aime/latest | 60 |
not-built | ale/rsi-post-training | review | scientific-research | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | scilab | null | upstream | https://hub.harborframework.com/datasets/ale/rsi-post-training/latest | 6 |
not-built | algotune/algotune | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/algotune/algotune/latest | 154 |
not-built | alibaba-aaig/alibaba-ctf | review | security | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | secops | null | upstream | https://hub.harborframework.com/datasets/alibaba-aaig/alibaba-ctf/latest | 87 |
not-built | android-bench/android-bench | review | computer-use-gui | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/android-bench/android-bench/latest | 100 |
not-built | apple/mmau | review | customer-workplace-agents | false | true | review | [] | 2026-09-04T21:47:33 | true | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | workplace | null | upstream | https://hub.harborframework.com/datasets/apple/mmau/latest | 1,000 |
not-built | arcprize/arc-agi-2 | review | reasoning-knowledge-qa | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/arcprize/arc-agi-2/latest | 167 |
not-built | aryaniyaps/lamina-bench | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/aryaniyaps/lamina-bench/latest | 20 |
not-built | ashantanu/task1_v3_1_stock_research_basket_rolling | review | finance-accounting-erp | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | filingbench-50 | null | upstream | https://hub.harborframework.com/datasets/ashantanu/task1_v3_1_stock_research_basket_rolling/latest | 8 |
not-built | atm-bench/atm-bench-hard-sgm | review | other-emerging | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/atm-bench/atm-bench-hard-sgm/latest | 31 |
not-built | bauerjustin/tb3-preview-v2 | review | terminal-operations | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/bauerjustin/tb3-preview-v2/latest | 111 |
not-built | bauerjustin/terminal-bench-3-test | review | terminal-operations | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/bauerjustin/terminal-bench-3-test/latest | 64 |
not-built | bencalvert04/programbench | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/bencalvert04/programbench/latest | 200 |
not-built | benchflow/skillsbench | review | customer-workplace-agents | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/benchflow/skillsbench/latest | 87 |
not-built | bigcode/bigcodebench-hard-complete | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/bigcode/bigcodebench-hard-complete/latest | 145 |
not-built | bigcode/humanevalfix | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/bigcode/humanevalfix/latest | 164 |
not-built | binary-audit/binary-audit | review | security | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | secops | null | upstream | https://hub.harborframework.com/datasets/binary-audit/binary-audit/latest | 46 |
not-required | blobfishai/counselbench-100 | excluded | legal | true | true | review | [] | 2026-09-04T21:47:33 | true | 2026-09-01T00:00:00 | harbor | [
"Already a Blobfish-authored source; do not queue a duplicate adaptation",
"License needs review"
] | counselbench-100 | null | first-party | https://hub.harborframework.com/datasets/blobfishai/counselbench-100/latest | 100 |
not-required | blobfishai/dealbench-100-suite | excluded | finance-accounting-erp | true | true | review | [] | 2026-09-04T21:47:33 | true | 2026-09-01T00:00:00 | harbor | [
"Already a Blobfish-authored source; do not queue a duplicate adaptation",
"License needs review"
] | dealbench-100 | null | first-party | https://hub.harborframework.com/datasets/blobfishai/dealbench-100-suite/latest | 100 |
not-required | blobfishai/devopsbench-100 | excluded | it-operations-observability | true | true | review | [] | 2026-09-04T21:47:33 | true | 2026-09-01T00:00:00 | harbor | [
"Already a Blobfish-authored source; do not queue a duplicate adaptation",
"License needs review"
] | devopsbench-100 | null | first-party | https://hub.harborframework.com/datasets/blobfishai/devopsbench-100/latest | 100 |
not-required | blobfishai/domainbench-24 | excluded | multi-domain | true | true | review | [] | 2026-09-04T21:47:33 | true | 2026-09-01T00:00:00 | harbor | [
"Already a Blobfish-authored source; do not queue a duplicate adaptation",
"License needs review"
] | domainbench-24 | null | first-party | https://hub.harborframework.com/datasets/blobfishai/domainbench-24/latest | 24 |
not-required | blobfishai/erpbench-100-suite | excluded | finance-accounting-erp | true | true | review | [] | 2026-09-04T21:47:33 | true | 2026-09-01T00:00:00 | harbor | [
"Already a Blobfish-authored source; do not queue a duplicate adaptation",
"License needs review"
] | erpbench-100 | null | first-party | https://hub.harborframework.com/datasets/blobfishai/erpbench-100-suite/latest | 100 |
not-required | blobfishai/factorybench-100 | excluded | manufacturing-engineering-design | true | true | review | [] | 2026-09-04T21:47:33 | true | 2026-09-01T00:00:00 | harbor | [
"Already a Blobfish-authored source; do not queue a duplicate adaptation",
"License needs review"
] | factorybench-100 | null | first-party | https://hub.harborframework.com/datasets/blobfishai/factorybench-100/latest | 100 |
not-required | blobfishai/hubbench | excluded | unresolved | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-04T20:57:05 | harbor | [
"Already a Blobfish-authored source; do not queue a duplicate adaptation",
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | first-party | https://hub.harborframework.com/datasets/blobfishai/hubbench/latest | 104 |
not-required | blobfishai/ledgerbench-100 | excluded | finance-accounting-erp | true | true | review | [] | 2026-09-04T21:47:33 | true | 2026-09-01T00:00:00 | harbor | [
"Already a Blobfish-authored source; do not queue a duplicate adaptation",
"License needs review"
] | ledgerbench-100 | null | first-party | https://hub.harborframework.com/datasets/blobfishai/ledgerbench-100/latest | 100 |
not-required | blobfishai/litigation | excluded | legal | true | true | review | [] | 2026-09-04T21:47:33 | true | 2026-09-01T00:00:00 | harbor | [
"Already a Blobfish-authored source; do not queue a duplicate adaptation",
"License needs review"
] | litigation | null | first-party | https://hub.harborframework.com/datasets/blobfishai/litigation/latest | 100 |
not-required | blobfishai/salesbench-100 | excluded | sales-marketing | true | true | review | [] | 2026-09-04T21:47:33 | true | 2026-09-01T00:00:00 | harbor | [
"Already a Blobfish-authored source; do not queue a duplicate adaptation",
"License needs review"
] | salesbench-100 | null | first-party | https://hub.harborframework.com/datasets/blobfishai/salesbench-100/latest | 100 |
not-required | blobfishai/semikongbench-100 | excluded | unresolved | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-04T20:57:05 | harbor | [
"Already a Blobfish-authored source; do not queue a duplicate adaptation",
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | first-party | https://hub.harborframework.com/datasets/blobfishai/semikongbench-100/latest | 100 |
not-built | cais/swebenchpro | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/cais/swebenchpro/latest | 731 |
not-built | camel-ai/seta-env | review | customer-workplace-agents | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/camel-ai/seta-env/latest | 1,376 |
not-built | cmu/refav | review | other-emerging | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/cmu/refav/latest | 1,500 |
not-built | codepde/codepde | review | scientific-research | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | scilab | null | upstream | https://hub.harborframework.com/datasets/codepde/codepde/latest | 5 |
not-built | cohere/terminal_bench_aai | review | terminal-operations | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/cohere/terminal_bench_aai/latest | 44 |
not-built | cookbook/test | review | registry-infrastructure | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/cookbook/test/latest | 1 |
not-built | crustbench/crustbench | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/crustbench/crustbench/latest | 100 |
not-built | datacurve/deep-swe | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/datacurve/deep-swe/latest | 113 |
not-built | datacurve/deep-swe-1-1 | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/datacurve/deep-swe-1-1/latest | 113 |
not-built | dbt-labs/ade-bench | review | data-engineering-analytics | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | datadesk | null | upstream | https://hub.harborframework.com/datasets/dbt-labs/ade-bench/latest | 48 |
not-built | deveval/deveval | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/deveval/deveval/latest | 63 |
not-built | evoeval/evoeval | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/evoeval/evoeval/latest | 100 |
not-built | factory-ai/legacy-bench | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/factory-ai/legacy-bench/latest | 10 |
not-built | featurebench/featurebench | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/featurebench/featurebench/latest | 200 |
not-built | featurebench/featurebench-lite | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/featurebench/featurebench-lite/latest | 30 |
not-built | featurebench/featurebench-lite-modal | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/featurebench/featurebench-lite-modal/latest | 30 |
not-built | featurebench/featurebench-modal | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/featurebench/featurebench-modal/latest | 200 |
not-built | frontis/agent-obs-core | review | it-operations-observability | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | itsmdesk | null | upstream | https://hub.harborframework.com/datasets/frontis/agent-obs-core/latest | 3 |
not-built | frontis/generated-basic-production-traces | review | it-operations-observability | true | true | review | [] | 2026-09-04T21:47:33 | true | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | itsmdesk | null | upstream | https://hub.harborframework.com/datasets/frontis/generated-basic-production-traces/latest | 57 |
not-built | futurehouse/bixbench | review | scientific-research | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | scilab | null | upstream | https://hub.harborframework.com/datasets/futurehouse/bixbench/latest | 205 |
not-built | futurehouse/bixbench-cli | review | scientific-research | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | scilab | null | upstream | https://hub.harborframework.com/datasets/futurehouse/bixbench-cli/latest | 205 |
not-built | futurehouse/labbench | review | scientific-research | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | scilab | null | upstream | https://hub.harborframework.com/datasets/futurehouse/labbench/latest | 181 |
not-built | gabeorlanski/slopcodebench | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/gabeorlanski/slopcodebench/latest | 36 |
not-built | gaia/gaia | review | reasoning-knowledge-qa | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/gaia/gaia/latest | 165 |
not-built | gnucleus-ai/cad-bench | review | manufacturing-engineering-design | true | false | review | [] | null | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | designops | null | upstream | https://hub.harborframework.com/datasets/gnucleus-ai/cad-bench/latest | 100 |
not-built | google-deepmind/terminal-bench-science | review | scientific-research | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | scilab | null | upstream | https://hub.harborframework.com/datasets/google-deepmind/terminal-bench-science/latest | 52 |
not-built | gorilla/bfcl | review | customer-workplace-agents | false | true | review | [] | 2026-09-04T21:47:33 | true | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | workplace | null | upstream | https://hub.harborframework.com/datasets/gorilla/bfcl/latest | 3,641 |
not-built | gorilla/bfcl_parity | review | customer-workplace-agents | false | true | review | [] | 2026-09-04T21:47:33 | true | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | workplace | null | upstream | https://hub.harborframework.com/datasets/gorilla/bfcl_parity/latest | 123 |
not-built | gpqa-diamond/gpqa-diamond | review | reasoning-knowledge-qa | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/gpqa-diamond/gpqa-diamond/latest | 198 |
not-built | grafana/o11y-bench | review | it-operations-observability | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | itsmdesk | null | upstream | https://hub.harborframework.com/datasets/grafana/o11y-bench/latest | 63 |
not-built | grandsmile/unicode | review | reasoning-knowledge-qa | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/grandsmile/unicode/latest | 399 |
not-built | gustofied/compute-bazaar-bench | review | other-emerging | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/gustofied/compute-bazaar-bench/latest | 4 |
not-built | hack-verifiable-environments/hv-terminal-bench-2-1 | review | terminal-operations | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/hack-verifiable-environments/hv-terminal-bench-2-1/latest | 89 |
not-built | harbor-index/harbor-index | review | registry-infrastructure | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/harbor-index/harbor-index/latest | 80 |
not-built | harbor-index/harbor-index-1.0 | review | registry-infrastructure | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/harbor-index/harbor-index-1.0/latest | 82 |
not-built | harbor/hello-world | review | registry-infrastructure | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/harbor/hello-world/latest | 1 |
not-built | harveyai/lab | review | legal | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | counselbench-100 | null | upstream | https://hub.harborframework.com/datasets/harveyai/lab/latest | 1,251 |
not-built | hwe-bench/hwe-bench | review | manufacturing-engineering-design | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | designops | null | upstream | https://hub.harborframework.com/datasets/hwe-bench/hwe-bench/latest | 77 |
not-built | ibragim-badertdinov/swe-rebench-07-2026 | review | software-engineering | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/ibragim-badertdinov/swe-rebench-07-2026/latest | 111 |
not-built | ineqmath/ineqmath | review | reasoning-knowledge-qa | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/ineqmath/ineqmath/latest | 100 |
not-built | infra-bench/infra-bench-v1 | review | it-operations-observability | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | devopsbench-100 | null | upstream | https://hub.harborframework.com/datasets/infra-bench/infra-bench-v1/latest | 20 |
not-built | islo-labs/reward-hack-bench | review | policy-compliance-instruction-following | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | policydesk | null | upstream | https://hub.harborframework.com/datasets/islo-labs/reward-hack-bench/latest | 8 |
not-built | islo-labs/reward-hack-bench-control | review | policy-compliance-instruction-following | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | policydesk | null | upstream | https://hub.harborframework.com/datasets/islo-labs/reward-hack-bench-control/latest | 8 |
not-built | itmo-autods/fdata-exit-case | review | data-engineering-analytics | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | datadesk | null | upstream | https://hub.harborframework.com/datasets/itmo-autods/fdata-exit-case/latest | 1 |
not-built | itmo-autods/maize-yield-case | review | data-engineering-analytics | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | datadesk | null | upstream | https://hub.harborframework.com/datasets/itmo-autods/maize-yield-case/latest | 1 |
not-built | itmo-autods/openpoly-tg-case | review | data-engineering-analytics | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | datadesk | null | upstream | https://hub.harborframework.com/datasets/itmo-autods/openpoly-tg-case/latest | 1 |
not-built | itmo-autods/scientific-cases | review | data-engineering-analytics | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | datadesk | null | upstream | https://hub.harborframework.com/datasets/itmo-autods/scientific-cases/latest | 3 |
not-built | ivanleo/agent-search | review | reasoning-knowledge-qa | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/ivanleo/agent-search/latest | 20 |
not-built | josancamon19/physician-bench | review | healthcare | true | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review"
] | clinicops | null | upstream | https://hub.harborframework.com/datasets/josancamon19/physician-bench/latest | 100 |
not-built | kgmon/deepsearchqa | review | reasoning-knowledge-qa | false | true | review | [] | 2026-09-04T21:47:33 | false | 2026-09-01T00:00:00 | harbor | [
"License needs review",
"No MCP/tool-use or professional-domain evidence found in inspected metadata"
] | null | null | upstream | https://hub.harborframework.com/datasets/kgmon/deepsearchqa/latest | 900 |
End of preview. Expand in Data Studio
Blobfish Source Dataset Catalog
This is a metadata inventory, not an executable benchmark or a release of rebuilt worlds.
Explore the Blobfish dataset page and existing executable benchmarks.
Coverage
Exported 2026-09-04T21:50:06+00:00. Harbor: 295 inventory records, including 294 listings in its last complete refresh. Historical listings remain in the inventory. Hugging Face: 1,032,990 unique inspected sources; 1,032,988 were observed through unfiltered creation-order pagination. Pass status: complete, 1,033 pages. The remaining rows came from a historical search cache.
The collector follows every public API continuation cursor. This is a rolling
traversal, not an atomic snapshot of the platform: sources can be created,
renamed, removed, or made private during collection. A complete pass means no
continuation cursor remained, not that every source was semantically audited.
in_pagination_pass distinguishes refreshed metadata from retained cache rows.
manifest.json contains file counts, SHA-256 digests, observation times, and
scan completion state. Unlike the website's bounded preview, these files contain
every inspected inventory row.
Classification and reuse
- MCP/tool-use and professional-domain labels are heuristic metadata routing signals, not proof that a source exposes runnable MCP tools.
queuedrequires public ungated access, a recognized open license, and MCP or domain relevance. It means candidate status, not a running build job.- Unknown licenses and uncertain relevance remain in review. Restricted, gated, private, or disabled sources are not eligible for automatic reuse.
- Blobfish's own sources are marked
first-partyand excluded from duplicate adaptation. Ownership does not itself certify quality. related_benchmarkis a domain reference, never evidence that this exact source has been rebuilt. Third-party adaptations remainnot-built.
Only source identifiers, URLs, metadata facts, and Blobfish-authored annotations are included. No upstream tasks, dataset contents, README prose, or assets are redistributed. CC BY 4.0 applies to Blobfish's original annotations and catalog presentation; it does not replace or grant rights under any upstream license. Verify the pinned source and its terms before reuse.
From a candidate to a benchmark
An adaptation requires independently authored tasks and assets, an isolated stateful world with mocked CLI, web, API and MCP surfaces, passing oracle and deterministic replays, rejected negative controls, cross-surface state parity, and source-specific provenance. Publish a frozen website/Hugging Face/Harbor/ GitHub release, then measure models on that release before ranking them.
The existing HubBench provides 104 tasks in 13 independently authored domain worlds. It is a separate executable dataset, not a claim of per-row coverage for this inventory.
Collector and tests: Blobfish dataset factory source.
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