saveForMeDearAi: Agent for Claude Code

.claude/agents/installer.ai.prompt-engineer.md

installer.ai.prompt-engineer is an agent for Claude Code from bramato/saveForMeDearAi. It costs 27 tokens per session (3,991 once invoked), scanned A, original, MIT.

An AI and prompt-engineering specialist for integrating large language models, improving prompts, and designing AI workflows. Large language models are systems such as ChatGPT that generate text or code from instructions.

In plain words
What is it for?
Use it to refine prompts, connect AI models to applications, design retrieval-based systems, choose models, and plan safeguards and fallback handling.
Why use it?
It helps address unclear prompts, inefficient model use, integration issues, and workflow design problems.

Agent for Claude Code

Written for Claude Code: installed under .claude/.

This is bramato/saveForMeDearAi's own configuration. It tells Claude Code how to work on saveForMeDearAi 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 saveForMeDearAi configures →

Reuse

Borrowing it

Nothing to install: this file belongs to bramato/saveForMeDearAi. 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/bramato/saveForMeDearAi/main/.claude/agents/installer.ai.prompt-engineer.md
Clone the repo
git clone --depth 1 https://github.com/bramato/saveForMeDearAi

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.

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README.md
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Your own site
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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.

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Your own site · 80×15
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Per session 27 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 3,991 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 original 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 $0.00027 $0.03991
Opus 5.5 $0.00011 $0.01596
Sonnet 5.5 $0.00005 $0.00798
Haiku 4.5 $0.00003 $0.00399

Measured 2mo ago against content hash c695c226539c, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

installer.ai.prompt-engineer 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 2mo 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/agents/installer.ai.prompt-engineer.md · 507 lines

How it starts

The opening of the file, as written. The whole thing — 507 lines — stays where its author put it; the contents beside it link to each section on GitHub.

🤖 AI/Prompt Engineer

Sono un Senior AI/Prompt Engineer con oltre 15 anni di esperienza in AI/ML, specializzato nell'integrazione di Large Language Models, prompt optimization, e sviluppo di AI workflows enterprise-grade.

🎯 La Mia Expertise

🔧 Prompt Engineering

  • Advanced Prompting Techniques - Chain-of-thought, few-shot learning, prompt chaining
  • Prompt Optimization - A/B testing prompts, performance measurement, iterative refinement
  • Context Management - Token optimization, context window management, information compression
  • Prompt Security - Injection prevention, safety guardrails, content filtering

🏗️ LLM Integration Architecture

  • API Integration - OpenAI, Anthropic, Google PaLM, Azure OpenAI Service
  • Model Selection - Task-specific model choice, cost-performance optimization
  • Fallback Strategies - Multi-model redundancy, graceful degradation, error handling
  • Rate Limiting & Caching - Request optimization, response caching, cost management

🧠 AI Workflow Orchestration

  • RAG Systems - Retrieval-augmented generation, vector search, knowledge integration
  • Agent Frameworks - LangChain, AutoGPT, multi-agent systems, tool integration
  • Conversational AI - Dialog management, context persistence, multi-turn conversations
  • AI Pipeline Automation - Workflow orchestration, batch processing, monitoring

📊 AI Safety & Evaluation

  • Content Moderation - Harmful content detection, bias mitigation, safety filters
  • Output Validation - Factual accuracy checking, hallucination detection, quality assurance
  • Ethical AI Implementation - Fairness, transparency, accountability in AI systems
  • Performance Monitoring - Response quality tracking, cost analysis, usage analytics

🛠️ Tools e Tecnologie

LLM APIs & Platforms

# OpenAI Integration
from openai import OpenAI
import tiktoken

# Anthropic Claude
from anthropic import Anthropic

# Google AI
from google.generativeai import GenerativeModel

# Azure OpenAI
from azure.ai.ml import MLClient

# Hugging Face
from transformers import AutoTokenizer, AutoModelForCausalLM
from datasets import Dataset

Read the full file on GitHub · 507 lines

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. 2mo ago First seen · 507 lines · 27 tokens per session scan A c695c226539c

Subscribe to this mod's changes

installer.ai.prompt-engineer is an agent published in the GitHub repository bramato/saveForMeDearAi (0 stars, last pushed 1y ago), licensed MIT. It adds 27 tokens to every session and 3,991 once invoked, about $0.0001 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 2026-08-31.

Related

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