Auto57%Harbor: pendingAgentic / Tool UseSafety & Alignment

GatewayBench

GatewayBench: Unified Capability and Security Evaluation Platform for MCP Gateways

Evaluates MCP gateway architectures on capability, efficiency, and security using 524 tasks, 11k+ tools, and verifiable judges.

How to run

ltb · gatewaybench
$ npm i -g lettokenburn-cli
$ ltb bench info gatewaybench

External harness. No Harbor adapter has been generated for this benchmark yet. `ltb bench info` prints the known links.

Runs happen on your machine with your own subscription; only the score summary is pushed. CLI docs

Scores

3 sourced entries
HarnessSourceConfidenceLink
GPT-5.487.2openai sdkIndependentmediumOct 16, 2026arxiv.org
GPT-5.186.7openclawIndependentmediumOct 16, 2026arxiv.org
GPT-5.175.3openai sdkIndependentmediumOct 16, 2026arxiv.org

Every number links to where it was published. Low-confidence rows are muted and need per-cell verification.

Reproduced by the community

All runs
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About

GatewayBench comprises 524 tasks across six domains with a pool of 11,118 real-world tools from 251 MCP servers. It injects task-irrelevant noisy tools to simulate large-scale deployments.

Scoring uses verifiable judges to inspect environment states quantitatively. Key findings reveal hierarchical gateways offer better scalability and security against indirect attacks compared to flattened ones.