fde-live-translate-eval

fde-live-translate-eval is a skill for Claude Code from hamzafarooq/multi-agent-course. It costs 83 tokens per session (953 once invoked), scanned A, original, no licence file.

An evaluation workflow for a live-translation product that runs an automated rubric and benchmark, tests the live website with a real site example, and writes a Markdown report, with optional PDF output.

In plain words
What is it for?
Use it to evaluate the product, test translation on a live site, and produce PRODUCTEVAL.md or a PDF report.
Why use it?
It combines repeatable checks with a real-world website test so the product can be assessed in one report.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is python benchmark/bench.py --json benchmark/_bench.json # SLA gate + latency + cost.

Good fit Use it to evaluate the product, test translation on a live site, and produce PRODUCTEVAL.md or a PDF report.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.

Clone the repo
git clone --depth 1 https://github.com/hamzafarooq/multi-agent-course
agentmods
npx agentmods add skills/hamzafarooq/multi-agent-course/fde-live-translate-eval

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 fde-live-translate-eval

README.md
[![agentmods](https://agentmods.dev/badge/skills/hamzafarooq/multi-agent-course/fde-live-translate-eval/github.svg)](https://agentmods.dev/skills/hamzafarooq/multi-agent-course/fde-live-translate-eval)
Your own site
<a href="https://agentmods.dev/skills/hamzafarooq/multi-agent-course/fde-live-translate-eval"><img src="https://agentmods.dev/badge/skills/hamzafarooq/multi-agent-course/fde-live-translate-eval/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 fde-live-translate-eval

Your own site · 80×15
<a href="https://agentmods.dev/skills/hamzafarooq/multi-agent-course/fde-live-translate-eval"><img src="https://agentmods.dev/badge/skills/hamzafarooq/multi-agent-course/fde-live-translate-eval.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 83 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 953 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. 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 $0.00083 $0.00953
Opus 5 $0.00042 $0.00477
Sonnet 5 $0.00017 $0.00191
Haiku 4.5 $0.00008 $0.00095

Measured 8d ago against content hash 8be64c8b1b0c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

fde-live-translate-eval scanned grade A with 1 finding 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 8d 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

- AI service: `curl -sf localhost:8000/health`
FDE-01-assignments/Assignment_1_Live_Translate/.claude/skills/fde-live-translate-eval/SKILL.md · 68 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

1 file 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. 8d ago First seen · 68 lines · 83 tokens per session scan A 8be64c8b1b0c

Subscribe to this mod's changes

fde-live-translate-eval is a skill published in the GitHub repository hamzafarooq/multi-agent-course (84 stars, last pushed today), with no licence file. It adds 83 tokens to every session and 953 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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