Description
LLM Agent-in-a-Box: Custom AI Workflow Powered by MCP
LLM Agent-in-a-Box is a turnkey AI solution designed for agencies, tech-savvy SMBs, and consultants who want to integrate cutting-edge large language model (LLM) capabilities into their business workflows—without the hassle of building everything from scratch. This offering is powered by the Model Context Protocol (MCP), a modern architecture that enables efficient, modular, and secure integration of language models with tools, data, and context-aware automation.
What It Is
At its core, LLM Agent-in-a-Box is a fully customized AI workflow built around your specific use case—whether that’s automating client onboarding, generating weekly KPI summaries, creating sales emails, or producing project status reports. Using the MCP framework, we create an agent workflow that connects prompt logic, tool execution, and data resources into a seamless system that can be run with LLMs such as Claude, OpenAI GPT, or other platforms.
Think of it as your own custom-trained AI agent—built for your business, ready to use, and fully documented.
What We Offer
1. Discovery & Planning Session
We begin with a tailored discovery session to define your business objective and ideal agent use case. We’ll identify tasks that can be automated or enhanced through LLMs, such as generating client updates, summarizing KPIs, onboarding new clients, or producing internal reports.
2. Custom AI Agent Workflow
Based on your use case, we develop a workflow using prompt chaining, context-aware templates, and tool usage. This includes decision logic, memory/state design (if needed), and modular prompts optimized for your desired outcomes.
3. One MCP-Compatible Tool Integration
We integrate a tool compatible with the Model Context Protocol (e.g., task managers, CRM API, analytics dashboards, or document parsers). This enables the AI agent to take real actions—like retrieving data, generating emails, or logging entries—rather than just producing text.
4. One Data Resource Setup
You also get one structured data input configured, such as a Google Sheet, Airtable base, Notion table, or static JSON. The agent can query or use this data during its execution (e.g., client info, product SKUs, KPIs).
5. Pre-Trained Prompt Templates
We provide a library of reusable prompt templates for common business tasks that you can adapt or expand upon, such as:
Weekly performance reports
Follow-up email drafting
Proposal generation
Executive summaries
6. Integration Instructions
Clear documentation is included for deploying your workflow with OpenAI (GPT-4), Anthropic Claude, or other LLM providers. We also include example payloads and test runs so you can validate behavior or connect to your internal tools and APIs.
Pricing & Support
Pricing: Advance payment $2,000. Remaining $1500 x 2 on delivery of miletstones. Cost may very depending on workflow complexity, data/tool integration depth, and volume of templates.
Bonus Add-On: Monthly maintenance, tuning, and update support available at 500/month.
This is not just a chatbot. It’s your personalized AI assistant, built to work with your tools, trained for your business logic, and ready to save time, improve consistency, and scale your operations.
Let’s build the AI system your business deserves—fast, reliable, and tailored for your exact needs.