Agent skill

Inference Latency Profiler

by jeremylongshore in jeremylongshore/tons-of-skills-marketplace

Profile inference latency profiler operations. An agent skill from jeremylongshore/tons-of-skills-marketplace.

MITAuto-check passedDevelopment

Install Inference Latency Profiler

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill inference-latency-profiler -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace inference-latency-profiler --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/08-ml-deployment/inference-latency-profiler .claude/skills/inference-latency-profiler && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
inference-latency-profiler
GitHub stars
2.8k
Token cost
~584 tokens
SKILL.md length
196 words
Files
1
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Profile inference latency profiler operations. An agent skill from jeremylongshore/tons-of-skills-marketplace.

  • Works in 4 steps: Provides step-by-step guidance for… → Follows industry best practices and… → Generates production-ready code and… → …
  • : inference latency profiler
  • SKILL.md covers Overview, When to Use, Instructions and Examples, plus 5 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Inference Latency Profiler is an agent skill from jeremylongshore/tons-of-skills-marketplace. 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".

Its SKILL.md is about 580 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Designed for Claude Code

It sits in Development, covering Performance optimization and Deployment. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.

When your agent uses it

  • : inference latency profiler
  • Inference latency profiler Part of the ML Deployment skill category
  • Working with inference latency profiler functionality
  • With phrases like inference latency profiler

Example prompts

  • “inference latency profiler”
  • “inference profiler”
  • “inference”
  • “/inference-latency-profiler”

Requirements

  • Compatibility (from SKILL.md): Designed for Claude Code
  • Pre-approved tools (allowed-tools): Read, Write, Edit, Bash(cmd:*), Grep

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

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

What it can do on your machine

Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Write
    • Edit
    • Bash(cmd:*)
    • Grep

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

  • Compatibility

    Designed for Claude Code

    From compatibility in the SKILL.md frontmatter.

Context cost

Inference Latency Profiler loads about 584 tokens when it runs. Until then it costs about 95 tokens; SKILL.md has 196 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~95
When it runs · the whole SKILL.md, loaded when a task matches
~584

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 196 words, ~584 tokens.

Download SKILL.mdSave it as .claude/skills/inference-latency-profiler/SKILL.md (or your agent's skills folder).
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".
allowed-tools
Read, Write, Edit, Bash(cmd:*), Grep
compatibility
Designed for Claude Code
version
1.0.0
license
MIT
author
Jeremy Longshore <jeremy@intentsolutions.io>
tags
ai, mlops

Inference Latency Profiler

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

  1. Provides step-by-step guidance for inference latency profiler
  2. Follows industry best practices and patterns
  3. Generates production-ready code and configurations
  4. 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

ErrorCauseSolution
Configuration invalidMissing required fieldsCheck documentation for required parameters
Tool not foundDependency not installedInstall required tools per prerequisites
Permission deniedInsufficient accessVerify credentials and permissions

Resources

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

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

© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/08-ml-deployment/inference-latency-profiler of jeremylongshore/tons-of-skills-marketplace.

Open the folder on GitHubat commit cfae287

Compare with similar skills

Inference Latency Profiler next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Inference Latency Profiler compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Inference Latency Profiler this skilljeremylongshore/tons-of-skills-marketplace2.8k—~584Automated safety check: PassMIT
Nextjs Developerzebbern/claude-code-guide4.7k—~966Automated safety check: PassMIT
Pycrazyguitar/pysheeet8.2k—~886Automated safety check: PassMIT
Cline Desktop App Releasecline/cline70k—~4.5kAutomated safety check: PassApache-2.0
EverOS Release WorkflowEverMind-AI/EverOS13k—~1.3kAutomated safety check: PassApache-2.0
Releasengrok/ngrok-operator272—~2.7kAutomated safety check: PassMIT

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Questions about Inference Latency Profiler

What does Inference Latency Profiler do?

Profile inference latency profiler operations. An agent skill from jeremylongshore/tons-of-skills-marketplace. Inference Latency Profiler is an agent skill from jeremylongshore/tons-of-skills-marketplace. Profile inference latency profiler operations.

When should I use Inference Latency Profiler?

Inference Latency Profiler fits situations like: : inference latency profiler; inference latency profiler Part of the ML Deployment skill category; working with inference latency profiler functionality; with phrases like inference latency profiler.

How do I install Inference Latency Profiler in Claude Code?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill inference-latency-profiler -a claude-code`. Or copy the skill folder (skills/08-ml-deployment/inference-latency-profiler in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/inference-latency-profiler in your project. Claude Code loads it when a task matches its description.

How do I install Inference Latency Profiler in Codex?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill inference-latency-profiler -a codex`. Or copy the skill folder (skills/08-ml-deployment/inference-latency-profiler in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/inference-latency-profiler in your project. Codex loads it when a task matches its description.

Can I use Inference Latency Profiler in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill inference-latency-profiler -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/inference-latency-profiler, .gemini/skills/inference-latency-profiler, .github/skills/inference-latency-profiler and .opencode/skills/inference-latency-profiler in your project.

What does Inference Latency Profiler need to run?

SKILL.md names no scripts, command-line tools or credentials: Inference Latency Profiler is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash(cmd:*), Grep. Compatibility (from SKILL.md): Designed for Claude Code.

Does Inference Latency Profiler access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Inference Latency Profiler safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Inference Latency Profiler use?

Inference Latency Profiler is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Inference Latency Profiler use?

About 584 tokens (SKILL.md is roughly 2.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Inference Latency Profiler?

Skills that share tags, products or a category with Inference Latency Profiler: Nextjs Developer (zebbern/claude-code-guide, 4.7k stars), Py (crazyguitar/pysheeet, 8.2k stars), Cline Desktop App Release (cline/cline, 70k stars) and EverOS Release Workflow (EverMind-AI/EverOS, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Inference Latency Profiler?

jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.

Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.