VitaForge: Agent for Claude Code

.gemini/skills/ai-spec/agents/ai-prompt-translator.md

ai-prompt-translator is an agent for Claude Code, Gemini CLI from PancrePal-xiaoyibao/VitaForge. It costs 344 tokens per session (2,313 once invoked), scanned A, original, no licence file.

An agent that turns vague or incomplete programming requests into clearer instructions for AI coding tools. It extracts missing context, such as the technology used, expected behaviour, and performance needs.

In plain words
What is it for?
Use it to clarify requests for features such as login systems or database queries. It is also intended for requests where the technology, scale, or performance target has not been provided.
Why use it?
It reduces misunderstandings caused by requests that are too short or leave important decisions unstated. The result is a more specific task that another coding agent can act on.

Agent for Claude CodeGemini CLI

Written for Gemini CLI and Claude Code: installed under .gemini/, but also a Claude Code subagent (agents/*.md). Also seen: model in frontmatter.

This is PancrePal-xiaoyibao/VitaForge's own configuration. It tells Claude Code and Gemini CLI how to work on VitaForge 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 VitaForge configures →

Reuse

Borrowing it

Nothing to install: this file belongs to PancrePal-xiaoyibao/VitaForge. 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/PancrePal-xiaoyibao/VitaForge/main/.gemini/skills/ai-spec/agents/ai-prompt-translator.md
Clone the repo
git clone --depth 1 https://github.com/PancrePal-xiaoyibao/VitaForge

Made for: Claude Code, Gemini CLI.

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 ai-prompt-translator

README.md
[![agentmods](https://agentmods.dev/badge/agents/pancrepal-xiaoyibao/vitaforge/ai-prompt-translator/github.svg)](https://agentmods.dev/agents/pancrepal-xiaoyibao/vitaforge/ai-prompt-translator)
Your own site
<a href="https://agentmods.dev/agents/pancrepal-xiaoyibao/vitaforge/ai-prompt-translator"><img src="https://agentmods.dev/badge/agents/pancrepal-xiaoyibao/vitaforge/ai-prompt-translator/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 ai-prompt-translator

Your own site · 80×15
<a href="https://agentmods.dev/agents/pancrepal-xiaoyibao/vitaforge/ai-prompt-translator"><img src="https://agentmods.dev/badge/agents/pancrepal-xiaoyibao/vitaforge/ai-prompt-translator.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 344 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 2,313 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 $0.00344 $0.02313
Opus 5 $0.00172 $0.01156
Sonnet 5 $0.00069 $0.00463
Haiku 4.5 $0.00034 $0.00231

Measured 12d ago against content hash 8e05511d77c5, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

ai-prompt-translator 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 12d 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.

.gemini/skills/ai-spec/agents/ai-prompt-translator.md · 196 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. 12d ago First seen · 196 lines · 344 tokens per session scan A 8e05511d77c5

Subscribe to this mod's changes

ai-prompt-translator is an agent published in the GitHub repository PancrePal-xiaoyibao/VitaForge (6 stars, last pushed 2mo ago), with no licence file. It adds 344 tokens to every session and 2,313 once invoked, about $0.0017 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 2026-08-31.

Related

Other agents, from other repositories

Prompt Builder

Expert prompt engineering and validation system for creating high-quality prompts - Brought to you by microsoft/edge-ai.

github/awesome-copilot · 24 tokens

hyv-veo-prompt-smith

The generative-prompt writer for HearYourVOICE (Phase 4). Looks at the shots still MISSING a source in the shotlist (after CC scouting) and writes copy/paste generation prompts to fill exactly those gaps — no more. Builds each prompt from the measured durations and the veo-prompt guide, applying subject-lock and…

killernay/HearYourVOICE · 124 tokens

prompt-engineer

Expert in prompt engineering for Claude, GPT, Gemini, and Llama models. Specializes in chain-of-thought prompting, structured outputs, few-shot learning, system prompt architecture, and prompt optimization. Use for designing effective prompts, imp...

SteveGJones/ai-first-sdlc-practices · 52 tokens

prompt-coach

Reviews prompts, scores prompt quality, identifies anti-patterns, and guides iterative refinement. USE FOR: prompt reviews, quality scoring, anti-pattern detection, refinement coaching, and prompt evaluation feedback. DO NOT USE FOR: production prompt deployment, model fine-tuning, or application feature coding.

ivegamsft/basecoat · 61 tokens

ai-ml-engineer

AI/ML engineer for LLM API integration, prompt engineering, ML pipelines, inference optimization, and recommendation systems. Do NOT use for general CRUD work, UI design, or non-AI infrastructure.

ArieGoldkin/claude-forge · 45 tokens

llm-integration-agent

LLM entegrasyon görevlerini üstlenir. Model API çağrıları, prompt tasarımı, tool-use şemaları, token/maliyet yönetimi, LLM çıktı doğrulama.

boranesn/agentic-base · 47 tokens