About

Imported from jeremylongshore/tons-of-skills-marketplace (skills/08-ml-deployment/inference-latency-profiler/SKILL.md). Install upstream with npx skills add jeremylongshore/tons-of-skills-marketplace --skill inference-latency-profiler. Copyright stays with the author (MIT).

Inference Latency Profiler

Name: inference-latency-profiler
Author: jeremylongshore

Overview

This skill provides automated assistance for inference latency profiler tasks within the ML Deployment domain.

When to Use

This skill activates automatically when you:

Mention "inference latency profiler" in your request
Ask about inference latency profiler patterns or best practices
Need help with machine learning deployment skills covering model serving, mlops pipelines, monitoring, and production optimization.

Instructions

Provides step-by-step guidance for inference latency profiler
Follows industry best practices and patterns
Generates production-ready code and configurations
Validates outputs against common standards

Examples

Example: Basic Usage Request: "Help me with inference latency profiler" Result: Provides step-by-step guidance and generates appropriate configurations

Prerequisites

Relevant development environment configured
Access to necessary tools and services
Basic understanding of ml deployment concepts

Output

Generated configurations and code
Best practice recommendations
Validation results

Error Handling

Error	Cause	Solution
Configuration invalid	Missing required fields	Check documentation for required parameters
Tool not found	Dependency not installed	Install required tools per prerequisites
Permission denied	Insufficient access	Verify credentials and permissions

Resources

Official documentation for related tools
Best practices guides
Community examples and tutorials

Related Skills

Part of the ML Deployment skill category. Tags: mlops, serving, inference, monitoring, production

Use it

Copy one of these into your project. Installing also returns the manifest and these snippets.

yaml

targets:
  - https://api.opensmartroute.ai/api/v1/registry/jeremylongshore-tons-of-skills-marketplace-inference-lat-39a3f5/manifest   # or paste the manifest below

Manifest

An Open Capability Manifest: the router reads it to know what this does, what it costs and when to pick it.

jeremylongshore-tons-of-skills-marketplace-inference-lat-39a3f5.ocm.jsonjson

{
  "ocm": "1",
  "id": "jeremylongshore-tons-of-skills-marketplace-inference-lat-39a3f5",
  "kind": "skill",
  "name": "inference-latency-profiler",
  "description": "Profile inference latency profiler operations. Auto-activating skill for ML Deployment. Triggers on: inference latency profiler, inference latency profiler Part of the ML Deployment skill category. Use when working with inference latency profiler functionality. Trigger with phrases like \"inference latency profiler\", \"inference profiler\", \"inference\".",
  "publisher": "jeremylongshore",
  "version": "1.0.0",
  "capabilities": {
    "domains": [
      "general"
    ],
    "tags": [
      "skill-md",
      "ai",
      "mlops",
      "skills-sh"
    ],
    "languages": [
      "en"
    ]
  },
  "quality_prior": 0.6,
  "examples": [
    "Profile inference latency profiler operations. Auto-activating skill for ML Deployment. Triggers on: inference latency profiler, inference latency profiler Part of the ML Deployment skill category. Use when working with inference latency profiler functionality. Trigger with phrases like \"inference latency profiler\", \"inference profiler\", \"inference\"."
  ],
  "primary": false,
  "metadata": {
    "source": {
      "provider": "skills.sh",
      "repository": "https://github.com/jeremylongshore/tons-of-skills-marketplace",
      "path": "skills/08-ml-deployment/inference-latency-profiler/SKILL.md",
      "ref": "HEAD",
      "url": "https://github.com/jeremylongshore/tons-of-skills-marketplace/blob/HEAD/skills/08-ml-deployment/inference-latency-profiler/SKILL.md",
      "key": "jeremylongshore/tons-of-skills-marketplace/skills/08-ml-deployment/inference-latency-profiler/SKILL.md"
    },
    "compatibility": "Designed for Claude Code",
    "allowed_tools": [
      "Read,",
      "Write,",
      "Edit,",
      "Bash(cmd:*),",
      "Grep"
    ],
    "license": "MIT"
  },
  "instructions": "# Inference Latency Profiler\n\n## Overview\n\nThis skill provides automated assistance for inference latency profiler tasks within the ML Deployment domain.\n\n## When to Use\n\nThis skill activates automatically when you:\n- Mention \"inference latency profiler\" in your request\n- Ask about inference latency profiler patterns or best practices\n- Need help with machine learning deployment skills covering model serving, mlops pipelines, monitoring, and production optimization.\n\n## Instructions\n\n1. Provides step-by-step guidance for inference latency profiler\n2. Follows industry best practices and pattern",
  "cost": {
    "context_tokens": 428
  }
}

Fetch it by URL: GET /api/v1/registry/jeremylongshore-tons-of-skills-marketplace-inference-lat-39a3f5/manifest?version=1.0.0

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