Optimize Anima API costs through caching, incremental generation, and tier selection.

MITAuto-check passedBackend & APIs

Install Anima Cost Tuning

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill anima-cost-tuning -a claude-code

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

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace anima-cost-tuning --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/.curated/anima-cost-tuning .claude/skills/anima-cost-tuning && 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
anima-cost-tuning
GitHub stars
2.8k
Token cost
~1.4k tokens
SKILL.md length
481 words
Files
2 (incl. references)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Optimize Anima API costs through caching, incremental generation, and tier selection.

  • Works in 2 steps: Usage Tracker → Smart Generation Policy
  • Managing Anima API usage
  • SKILL.md covers Overview, Pricing Context, Prerequisites and Cost Optimization Strategies, plus 7 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Anima Cost Tuning is an agent skill from jeremylongshore/tons-of-skills-marketplace. Optimize Anima API costs through caching, incremental generation, and tier selection. Use when managing Anima API usage, reducing unnecessary code generations, or right-sizing your Anima plan for team size. Trigger with: "anima cost", "anima pricing", "anima budget", "anima API usage".

Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/official-docs.md`). Compatibility notes: Requires Node.js 20+, approved Anima API access, current Anima SDK documentation, and authorized Figma or website source access

It sits in Backend & APIs, covering Caching. 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

  • Managing Anima API usage
  • Reducing unnecessary code generations
  • Right-sizing your Anima plan for team size
  • With: anima cost

Example prompts

  • “anima cost”
  • “anima pricing”
  • “anima budget”
  • “/anima-cost-tuning”

Requirements

  • Node.js
  • Compatibility (from SKILL.md): Requires Node.js 20+, approved Anima API access, current Anima SDK documentation, and authorized Figma or website source access
  • Pre-approved tools (allowed-tools): Read, Write, Edit, Bash(npm:*)

Workflow steps

2 steps, taken from the step headings in SKILL.md.

  1. Usage Tracker
  2. Smart Generation Policy

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(npm:*)

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are typescript).

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

  • Network

    Links to these hosts (documentation or services it may open):

    • animaapp.com
    • docs.animaapp.com

    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

    Requires Node.js 20+, approved Anima API access, current Anima SDK documentation, and authorized Figma or website source access

    From compatibility in the SKILL.md frontmatter.

Context cost

Anima Cost Tuning loads about 1.4k tokens when it runs, and up to ~1.6k if it reads all its reference files. Until then it costs about 76 tokens; SKILL.md has 481 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~76
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.6k

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). 481 words, ~1,425 tokens.

Download SKILL.mdSave it as .claude/skills/anima-cost-tuning/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
anima-cost-tuning
description
Optimize Anima API costs through caching, incremental generation, and tier selection. Use when managing Anima API usage, reducing unnecessary code generations, or right-sizing your Anima plan for team size. Trigger with: "anima cost", "anima pricing", "anima budget", "anima API usage".
allowed-tools
Read, Write, Edit, Bash(npm:*)
compatibility
Requires Node.js 20+, approved Anima API access, current Anima SDK documentation, and authorized Figma or website source access
version
2.0.0
argument-hint
[usage-report-or-policy]
model
inherit
effort
high
license
MIT
author
Jeremy Longshore <jeremy@intentsolutions.io>
tags
saas, design, figma, anima, cost-optimization

Anima Cost Tuning

Overview

Optimize design-to-code generation by measuring approved usage, avoiding duplicate work, and retaining only reusable outputs. Treat cost projections as planning inputs until the account owner confirms current contractual terms.

Pricing Context

Do not infer price units from the SDK or marketing site. Obtain the current account agreement or usage report from the authorized owner and label every projection with its source date, currency, unit, and included allowance.

Prerequisites

  • A current agreement or account report from the authorized Anima owner; do not infer consumption limits from the illustrative optimization table.
  • Aggregate generation telemetry that records file/node identifiers, generation version, cache state, and duration without exposing design tokens or content.
  • An explicit cache freshness and invalidation policy agreed by design and code owners so cached output cannot silently lag an approved design change.

Cost Optimization Strategies

StrategyMeasureGuardrail
Content-addressed reuseAvoided duplicate generationsBind source revision, node, SDK version, and settings
Incremental generationChanged versus unchanged nodesRegenerate when change state is unknown
Asset policyHosted versus external transferFollow security, retention, and licensing policy
Output reuseAccepted reusable componentsRevalidate after source or dependency changes

Authentication

Read usage only through the account owner's authorized report or integration. Keep Anima and Figma credentials in the backend secret manager and aggregate telemetry before analysis so this workflow never receives token or design data.

Instructions

Step 1: Usage Tracker
typescript
// src/cost/usage-tracker.ts
interface GenerationRecord {
  timestamp: string;
  fileKey: string;
  nodeId: string;
  cached: boolean;
  durationMs: number;
}

class AnimaUsageTracker {
  private records: GenerationRecord[] = [];

  record(entry: GenerationRecord): void { this.records.push(entry); }

  getReport(): { total: number; cached: number; cacheHitRate: number | null } {
    const total = this.records.length;
    const cached = this.records.filter(r => r.cached).length;
    return {
      total,
      cached,
      cacheHitRate: total > 0 ? cached / total : null,
    };
  }
}
Step 2: Smart Generation Policy
typescript
// Only generate when:
// 1. Figma file version changed (check via Figma API)
// 2. The repository's reviewed cache-retention policy requires refresh
// 3. Settings changed (new framework/styling)
// 4. Force flag passed (manual override)

async function shouldGenerate(
  fileKey: string,
  nodeId: string,
  cache: any,
): Promise<boolean> {
  // Check cache first
  const cached = cache.get(fileKey, nodeId);
  if (cached && cached.sourceRevision === cache.currentSourceRevision(fileKey)) {
    console.log('Using source- and settings-bound cached generation');
    return false;
  }
  return true;
}

Tool Discipline

Use Read and Grep to inspect the existing integration and generated diff before changing anything. Use Write or Edit only inside the approved generated-code, test, or configuration paths. Use the declared Bash commands only for the explicit install, validation, or diagnostic steps in this workflow; never print tokens, source designs, generated source, or private website captures.

Show full SKILL.md (188 more words)Show less

Output

  • Usage tracking with cache hit rate reporting
  • Smart generation policy reducing unnecessary API calls
  • A measured avoided-work report; monetary impact remains unclaimed without account data

Examples

For a weekly design-system sync, record aggregate generation counts for the approved component registry, then compare an uncached baseline with the smart generation policy. Regenerate only components whose Figma version or generation settings changed, and attach the source-version and cache decision to the PR. If the current usage report is incomplete, a cache cannot identify its source version, or a design owner requests an immediate change, bypass the cache only with an explicit force record and regenerate the affected component—not the entire design file by default.

Error Handling

FailureResponse
Account limits or pricing data are unavailableMark projections as incomplete and obtain current data from the account owner.
Cache source version is unknownRefuse reuse and regenerate the approved affected component.
Generation rate spikes unexpectedlyPause noncritical jobs, inspect aggregate telemetry, and enforce the scheduling policy.
Output is stale after an approved design changeInvalidate the affected cache key and record the corrected generation receipt.

Resources

© 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

SKILL.md and 1 other file (references) in skills/.curated/anima-cost-tuning of jeremylongshore/tons-of-skills-marketplace.

  • SKILL.md
  • references/official-docs.md

Open the folder on GitHubat commit cfae287

Compare with similar skills

Anima Cost Tuning 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.

Anima Cost Tuning compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
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Tanstack Query Best PracticesDeckardGer/tanstack-agent-skills2221 repos~1.2kAutomated safety check: PassMIT
Cloudflare Workers Performancesecondsky/claude-skills227—~1.6kAutomated safety check: PassMIT
Tanstack Querysecondsky/claude-skills227—~7.9kAutomated safety check: PassMIT
Nextjs App Routergiuseppe-trisciuoglio/developer-kit357—~3.1kAutomated safety check: NotesMIT

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Questions about Anima Cost Tuning

What does Anima Cost Tuning do?

Optimize Anima API costs through caching, incremental generation, and tier selection. Anima Cost Tuning is an agent skill from jeremylongshore/tons-of-skills-marketplace. Optimize Anima API costs through caching, incremental generation, and tier selection.

When should I use Anima Cost Tuning?

Anima Cost Tuning fits situations like: managing Anima API usage; reducing unnecessary code generations; right-sizing your Anima plan for team size; with: anima cost.

How do I install Anima Cost Tuning in Claude Code?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill anima-cost-tuning -a claude-code`. Or copy the skill folder (skills/.curated/anima-cost-tuning in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/anima-cost-tuning in your project. Claude Code loads it when a task matches its description.

How do I install Anima Cost Tuning in Codex?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill anima-cost-tuning -a codex`. Or copy the skill folder (skills/.curated/anima-cost-tuning in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/anima-cost-tuning in your project. Codex loads it when a task matches its description.

Can I use Anima Cost Tuning 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 anima-cost-tuning -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/anima-cost-tuning, .gemini/skills/anima-cost-tuning, .github/skills/anima-cost-tuning and .opencode/skills/anima-cost-tuning in your project.

What does Anima Cost Tuning need to run?

SKILL.md names no scripts, command-line tools or credentials: Anima Cost Tuning is instructions for the agent only. Our summary lists: Node.js. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash(npm:*). Compatibility (from SKILL.md): Requires Node.js 20+, approved Anima API access, current Anima SDK documentation, and authorized Figma or website source access.

Does Anima Cost Tuning access the network?

SKILL.md names 2 domains. As links in the text: animaapp.com and docs.animaapp.com. This is read from the text; nothing was executed.

Is Anima Cost Tuning 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 Anima Cost Tuning use?

Anima Cost Tuning 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 Anima Cost Tuning use?

About 1.4k tokens (SKILL.md is roughly 5.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 191 tokens, read only when the agent opens those files.

What are the alternatives to Anima Cost Tuning?

Skills that share tags, products or a category with Anima Cost Tuning: Reatom Async (reatom/reatom, 1.4k stars), Tanstack Query Best Practices (DeckardGer/tanstack-agent-skills, 222 stars), Cloudflare Workers Performance (secondsky/claude-skills, 227 stars) and Tanstack Query (secondsky/claude-skills, 227 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Anima Cost Tuning?

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.