Atlas / Skills / jeremylongshore / Ideogram Cost Tuning

Ideogram Cost TuningSAFE

skills/jeremylongshore/ideogram-cost-tuning

Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
1.11.0
Hosts
1 documented
License
MIT
Stars
2,824
01

Overview

Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com.

Read from source at commit 4f83675ca38aOBSERVED · 2026-10-09
02

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
claude-codementioned
03

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: ideogram-cost-tuning
description: >-
  Govern Ideogram prepaid spend through admission budgets, route choice, output bounds, useful-result accounting, and cleanup. Use when reducing cost or designing billing controls. Trigger with "cut Ideogram spend", "budget Ideogram generations", or "audit Ideogram API cost".
allowed-tools: Read,Glob,Grep,Write,Edit
argument-hint: "<workload> <budget-window> <quality-floor>"
version: 1.11.0
license: MIT
author: Jeremy Longshore <[email protected]>
tags: [saas, ideogram, cost]
model: inherit
effort: high
compatibility: "Designed for Claude Code; current prices must be checked at decision time"
---
# Ideogram Cost Governance

## Overview

Control prepaid Ideogram consumption without embedding prices that can drift. Tie admission to an accountable budget, choose the narrowest route, bound outputs and retries, and measure durable safe results rather than HTTP success or generated candidates.

## Prerequisites

- Team billing owner, current balance source, budget period, workload owner, and quality floor.
- Request volume, endpoint and rendering mix, output count, retry rate, unsafe rate, and storage failures.
- A current pricing review from the first-party API pricing page.

## Current Contract

Ideogram API billing is separate from the web application, requires positive prepaid credit, and can use auto-recharge. Keys in one team share credits and billing, so per-key usage is not a separate vendor balance. Prices and recharge choices are time-sensitive and must be verified rather than copied into this skill.

## Authentication

Workers use server-side `IDEOGRAM_API_KEY` as `Api-Key` to `https://api.ideogram.ai`. Cost evidence may include team, endpoint, request, and opaque generation identifiers, but not the key, prompts, images, or URLs.

## Instructions

1. Retrieve current first-party pricing and balance behavior, recording date, currency, unit, and owner.
2. Inventory demand by tenant, use case, route, rendering option, output count, retry class, safety result, and durable-storage result.
3. Define request, tenant, daily, campaign, and incident ceilings with fail-closed admission.
4. Choose the least costly route that still meets model, quality, transparency, edit, or tool requirements.
5. Prevent duplicate paid work by persisting async identifiers, bounding retries, expiring stale queue items, and deduplicating callers.
6. Attribute spend to useful safe assets that reached durable storage; surface unsafe, failed, abandoned, and expired-URL waste separately.
7. Canary each tuning change and retain a quality, safety, latency, and rollback comparison.

## Tool Discipline

Use Read, Glob, and Grep for billing adapters, queues, metrics, and fixtures. Use Write and Edit for approved budgets, tests, or documentation. Do not add credit, enable auto-recharge, change prices, or run paid experiments by invocation alone.

## Approval Boundaries

Require owners for balance additions, recharge settings, budget changes, lower-quality routes, deleted queued work, paid benchmarks, and production rollout. Cost reduction cannot override safety, rights, or retention policy.

## Error Handling

- Stop admission before balance exhaustion; repeated failures are not a budget strategy.
- Do not retry validation, auth, unsafe, or already accepted async work automatically.
- An image that was never durably stored is waste even if generation succeeded.

## Output

Return pricing review date, budget model, demand and waste breakdown, selected controls, expected and measured impact, quality and safety guardrails, owner, canary, and rollback. Avoid hard-coded future price claims.

## Examples

- Cap a campaign by useful stored assets and expire queued requests when the publication deadline passes.
- Report `submitted=100; safe=92; stored=90; duplicates=0; expired_before_submit=14; budget=within-limit`.

## Validation

Reconcile application counts with vendor billing evidence, inject budget exhaustion, retry ambiguity, unsafe output, and storage failure, then verify admission closes. Recheck pricing immediately before approving a financial decision.

## Resources

- [Current first-party evidence map](references/official-docs.md) — use the dated endpoint, webhook, billing, team, and training links as the contract index for this workflow.
- Recheck the endpoint-specific page and current OpenAPI description before relying on an enum, limit, beta feature, or lifecycle claim.
- Record live observations as environment-specific evidence, not as universal vendor guarantees.
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codePASS
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-09 · audit v0.4.1 · source sha 4f83675ca38afull audit observations/trust-audit/skill/jeremylongshore__ideogram-cost-tuning.json · Report an issue / request a re-scan
05

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-094f83675ca38aSAFEB89first audit
06

Questions

What does the Ideogram Cost Tuning skill do?

Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com.

Is Ideogram Cost Tuning safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Ideogram Cost Tuning access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

Which assistants does Ideogram Cost Tuning work with?

Its documentation mentions claude-code. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (4f83675ca38a), read on 2026-10-09. The repository is watched, and a new audit runs when it changes — this is the first audit.

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