llm-cost-analysis

llm-cost-analysis is a skill for Claude Code, Codex from ZanebonoAlter/Syntopica. It costs 154 tokens per session (1,328 once invoked), scanned A, original, GPL-3.0.

A guide for examining how a project uses large language models, including how often calls happen, how long they take, and how often they succeed. It uses code-flow documentation and call logs to locate optimization opportunities.

In plain words
What is it for?
Use it to investigate frequent or slow model calls, review tagging and embedding workflows, and analyze records in an AI-call log such as the aicalllogs table.
Why use it?
It helps find unnecessary, slow, or failing AI requests instead of relying on guesswork. It can show which operations consume the most calls and where the workflow may be improved.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

Good fit Use it to investigate frequent or slow model calls, review tagging and embedding workflows, and analyze records in an AI-call log such as the aicalllogs table.

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Install with agentmods
npx agentmods add skills/zanebonoalter/syntopica/llm-cost-analysis
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add ZanebonoAlter/Syntopica --skill llm-cost-analysis
Clone the repo
git clone --depth 1 https://github.com/ZanebonoAlter/Syntopica

Made for: Claude Code, Codex.

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 llm-cost-analysis

README.md
[![agentmods](https://agentmods.dev/badge/skills/zanebonoalter/syntopica/llm-cost-analysis/github.svg)](https://agentmods.dev/skills/zanebonoalter/syntopica/llm-cost-analysis)
Your own site
<a href="https://agentmods.dev/skills/zanebonoalter/syntopica/llm-cost-analysis"><img src="https://agentmods.dev/badge/skills/zanebonoalter/syntopica/llm-cost-analysis/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 llm-cost-analysis

Your own site · 80×15
<a href="https://agentmods.dev/skills/zanebonoalter/syntopica/llm-cost-analysis"><img src="https://agentmods.dev/badge/skills/zanebonoalter/syntopica/llm-cost-analysis.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 154 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,328 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 $0.00154 $0.01328
Opus 5 $0.00077 $0.00664
Sonnet 5 $0.00031 $0.00266
Haiku 4.5 $0.00015 $0.00133

Measured 11d ago against content hash 9e45cca003fb, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

llm-cost-analysis 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 11d 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.

docs/archive/experience/llm-cost-analysis/SKILL.md · 121 lines

The source is not reproduced here

Licensed GPL-3.0

The repository is licensed GPL-3.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.

Read it on GitHub

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 11d ago First seen · 121 lines · 154 tokens per session scan A 9e45cca003fb

Subscribe to this mod's changes

llm-cost-analysis is a skill published in the GitHub repository ZanebonoAlter/Syntopica (21 stars, last pushed 3d ago), licensed GPL-3.0. It adds 154 tokens to every session and 1,328 once invoked, about $0.0008 per session on Opus 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 2026-08-30.