Ideogram Performance Tuning Agent Skill

Optimize Ideogram API performance with caching, model selection, and.

Context cost
1.8k tokensestimated from the bundle, loaded when it triggers
Bundle
2 files · 7.0 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—v1.11.0
Servers it uses
Noneruns standalone

What it does

Optimize Ideogram latency and throughput through route choice, bounded media, concurrency, async handling, and immediate storage. Use when improving an established workload without weakening quality or safety. Trigger with "speed up Ideogram", "profile Ideogram latency", or "optimize Ideogram throughput".

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

apiperformance

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md4.5 kB · preview
--- name: ideogram-performance-tuning allowed-tools: Read,Glob,Grep,Write,Edit argument-hint: "<workload> <latency-slo> <quality-floor>" version: 1.11.0 license: MIT author: Jeremy Longshore <jeremy@intentsolutions.io> tags: [saas, ideogram, performance] model: inherit effort: high compatibility: "Designed for Claude Code; paid benchmarks require a bounded test plan" ---
15# Ideogram Performance Tuning
16
17## Overview
18
19Improve end-to-end time and useful throughput with measurements, not unsupported rendering flags. Separate queue wait, upload, vendor generation, webhook or polling, download, validation, and storage so optimization preserves safety, quality, cost, and asset durability.
20
21## Prerequisites
22
23- Representative synthetic workload, latency and throughput SLOs, quality floor, and cost ceiling.
24- Per-stage metrics, current endpoint mix, output count, media sizes, and concurrency policy.
25- Approved benchmark budget, isolated destination, and cleanup owner.
26
27## Current Contract
28
29Ideogram offers synchronous and asynchronous routes plus V4, transparency, P-Image, V3, and outcome-focused tools. Route-specific rendering options differ; V4 FLASH currently returns 400. Default capacity is 10 in-flight requests, and returned asset URLs require prompt download.
30
31## Authentication
32
33Benchmark workers use server-side IDEOGRAM_API_KEY through Api-Key to https://api.ideogram.ai. Metrics label endpoint, status, stage, and content-free workload class, never prompt or image content.
34
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md600 words
Files2
LicenceMIT
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈170
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
1,580
on trigger
The instruction body and 1 supporting file, read only when the skill fires.
0.88%
of a 200k window
Ten skills this size would take about 9% of the window before you open a file.
050k100k150k200k context window

1.8k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Middling. Fine to keep on in a project where you use it weekly, worth unloading in one where you never do.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

It asks the agent to write files, using whatever file access your client already has. It never touches the network.

What it asks for
Writes filesyes
Network accessno

Read from the allowed-tools line of this skill’s own SKILL.md. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

2 files, 7.0 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md4.5 kB
  • references/official-docs.md2.5 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 2 files you can review in full before installing. The MIT licence covers the templates and examples as well as the instructions.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# Ideogram Performance Tuning · 1.8k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/ideogram-performance-tuning/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/ideogram-performance-tuning" ] && { [ ! -e .claude/skills/ideogram-performance-tuning ] || { mv .claude/skills/ideogram-performance-tuning "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/ideogram-performance-tuning" .claude/skills/ && echo "Installed .claude/skills/ideogram-performance-tuning"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add jeremylongshore/ideogram-performance-tuning

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/ideogram-performance-tuning/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/ideogram-performance-tuning/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/ideogram-performance-tuning" ] && { [ ! -e ~/.claude/skills/ideogram-performance-tuning ] || { mv ~/.claude/skills/ideogram-performance-tuning "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/ideogram-performance-tuning" ~/.claude/skills/ && echo "Installed ~/.claude/skills/ideogram-performance-tuning" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/ideogram-performance-tuning/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Version1.11.0
Publishedno release date on file
PriceFree
Referencejeremylongshore/ideogram-performance-tuning

Versions

v1.11.0 is what is on the shelf; no release here carries a date. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

v1.11.0
  • No earlier releases have been published to the marketplace.
Pinning

The install command always fetches the release that is current the day you run it — v1.11.0 today — and cannot ask for an earlier one. The copy on your disk does not change until you run it again.

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