Bridge between the inference-perf-bench / ai-bench output bundle and the profile-and-optimize perf-baseline registry. Knows the canonical inference perf metric shape (TTFT p50/p95/p99, ITL p50, throughput, tok/s/user, request latency p50, prefix cache hit rate delta, GPU cache utilization peak), records it under inferenceperfbenchv1 schema, and on diff applies per-metric tolerances tuned for inference workloads (TTFT regressions <5 percent, throughput <3 percent, cache hit rate <2 absolute points). Wraps the existing perf-baseline-record and perf-baseline-diff MCP verbs, no new MCP verbs introduced. Triggers on "register inference baseline", "inference perf-baseline", "diff inference perf", "is this inference regression real", "perf-bench baseline", "ai-bench baseline", or any combination of "register / record / diff / compare" with "inference / ai-bench / perf-bench / vllm / kimi / glm / deepseek / minimax".
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryGeneralStars0
About this skill
Bridge between the inference-perf-bench / ai-bench output bundle and the profile-and-optimize perf-baseline registry. Knows the canonical inference perf metric shape (TTFT p50/p95/p99, ITL p50, throughput, tok/s/user, request latency p50, prefix cache hit rate delta, GPU cache utilization peak), records it under inferenceperfbenchv1 schema, and on diff applies per-metric tolerances tuned for inference workloads (TTFT regressions <5 percent, throughput <3 percent, cache hit rate <2 absolute points). Wraps the existing perf-baseline-record and perf-baseline-diff MCP verbs, no new MCP verbs introduced. Triggers on "register inference baseline", "inference perf-baseline", "diff inference perf", "is this inference regression real", "perf-bench baseline", "ai-bench baseline", or any combination of "register / record / diff / compare" with "inference / ai-bench / perf-bench / vllm / kimi / glm / deepseek / minimax".
Quick start
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Bridge between the inference-perf-bench / ai-bench output bundle and the profile-and-optimize perf-baseline registry. Knows the canonical inference perf metric shape (TTFT p50/p95/p99, ITL p50, throughput, tok/s/user, request latency p50, prefix cache hit rate delta, GPU cache utilization peak), records it under inference_perfbench_v1 schema, and on diff applies per-metric tolerances tuned for inference workloads (TTFT regressions <5 percent, throughput <3 percent, cache hit rate <2 absolute points). Wraps the existing perf-baseline-record and perf-baseline-diff MCP verbs, no new MCP verbs introduced. Triggers on "register inference baseline", "inference perf-baseline", "diff inference perf", "is this inference regression real", "perf-bench baseline", "ai-bench baseline", or any combination of "register / record / diff / compare" with "inference / ai-bench / perf-bench / vllm / kimi / glm / deepseek / minimax".
About this listing
Category
General
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLI