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claude-GUNDAM-zh-tw: Skill for Claude Code

.claude/skills/cost-aware-llm-pipeline/SKILL.md

cost-aware-llm-pipeline is a skill for Claude Code from bheadwei/claude-GUNDAM-zh-tw. It costs 123 tokens per session (1,719 once invoked), scanned A, original, no licence file.

A set of patterns for reducing the cost of applications that use language-model APIs, services that let software send prompts to AI models.

In plain words
What is it for?
Use it when building an AI pipeline with model routing, budget limits, retries, or prompt caching.
Why use it?
It helps choose models by task difficulty, track spending, retry failed requests, and reuse cached prompts to avoid unnecessary calls.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

This is bheadwei/claude-GUNDAM-zh-tw's own configuration. It tells Claude Code how to work on claude-GUNDAM-zh-tw itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything claude-GUNDAM-zh-tw configures →

not rated 12repo changed 1mo ago A scan 123 tokens custom licence
View source ↗ bheadwei/claude-GUNDAM-zh-tw
Reuse

Borrowing it

Nothing to install: this file belongs to bheadwei/claude-GUNDAM-zh-tw. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/bheadwei/claude-GUNDAM-zh-tw/main/.claude/skills/cost-aware-llm-pipeline/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/bheadwei/claude-GUNDAM-zh-tw

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for cost-aware-llm-pipeline

README.md
[![agentmods](https://agentmods.dev/badge/skills/bheadwei/claude-gundam-zh-tw/cost-aware-llm-pipeline/github.svg)](https://agentmods.dev/skills/bheadwei/claude-gundam-zh-tw/cost-aware-llm-pipeline)
Your own site
<a href="https://agentmods.dev/skills/bheadwei/claude-gundam-zh-tw/cost-aware-llm-pipeline"><img src="https://agentmods.dev/badge/skills/bheadwei/claude-gundam-zh-tw/cost-aware-llm-pipeline/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for cost-aware-llm-pipeline

Your own site · 80×15
<a href="https://agentmods.dev/skills/bheadwei/claude-gundam-zh-tw/cost-aware-llm-pipeline"><img src="https://agentmods.dev/badge/skills/bheadwei/claude-gundam-zh-tw/cost-aware-llm-pipeline.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 123 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,719 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00123 $0.01719
Opus 5.5 $0.00049 $0.00688
Sonnet 5.5 $0.00025 $0.00344
Haiku 4.5 $0.00012 $0.00172

Measured 1mo ago against content hash 2b5a721e15d4, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

cost-aware-llm-pipeline scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/skills/cost-aware-llm-pipeline/SKILL.md · 180 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago Changed · -4 lines · +90 tokens per session 2b5a721e15d4
  2. 2mo ago First seen · 184 lines · 33 tokens per session scan A 9c2a24ce48d1

Subscribe to this mod's changes

cost-aware-llm-pipeline is a skill published in the GitHub repository bheadwei/claude-GUNDAM-zh-tw (12 stars, last pushed yesterday), with no licence file. It adds 123 tokens to every session and 1,719 once invoked, about $0.0005 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

Data and AIFinance and fintechPrompting
Related

cost-aware-llm-pipeline compared with skills from other repositories

cost-aware-llm-pipeline next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
cost-aware-llm-pipelinebheadwei/claude-GUNDAM-zh-twSkill12yesterdaynoneA123Claude Code
ai-readinessanthropics/financial-servicesSkill41k9d agoApache-2.0A112Claude Code
llm-cost-advisorulises-jeremias/agent-toolkitSkill19yesterdayMITA46Claude Code
token-cost-estimatorAbhillashjadhav/AI-PM-essential-skillsSkill914d agoMITA119Claude Code
llm-app-patternsdavila7/claude-code-templatesSkill33kyesterdayMITA54Claude Code, Codex
prompt-engineerJeffallan/claude-skillsSkill12k7d agoMITA93Claude Code
prompt-optimizationlangwatch/langwatchSkill5.0kyesterdayApache-2.0A105Claude Code, Codex