Accepting Enterprise Clients

Stop Training.
Start Orchestrating.

The era of static models is over. We build autonomous AI agents using n8n and MCP servers that connect to your actual business data to perform real work.

Build Your Agent View Architecture

The Architecture of Autonomy

We don't just write scripts. We build resilient, self-healing systems.

AI Orchestration

We use n8n to build complex, multi-step agentic workflows that handle approvals, loops, and error correction better than raw code.

n8nLangChainHuman-in-the-Loop

MCP Server Dev

The missing link. We build custom Model Context Protocol (MCP) servers that safely expose your internal databases and APIs to LLMs.

Anthropic MCPSecure GatewaysReal-time Data

MLOps & Infra

Our roots are in engineering. We deploy your models on scalable infrastructure, ensuring 99.9% uptime and low latency.

DockerKubernetesCI/CD

How We Craft

From raw data to autonomous action in four steps.

Protocol Design

We analyze your internal APIs and databases to define a secure Model Context Protocol (MCP) schema.

Server Implementation

We write custom Python/TS code to build the MCP server, creating a safe bridge between your data and the LLM.

Agentic Wiring

We visually program the logic in n8n, defining how the AI should 'reason', 'route', and 'retry' tasks.

Production Hardening

We containerize the solution (Docker) and deploy it to your private cloud with full monitoring.

Our Evolution

Founded in 2023, Crafted Scripts LLC began as a boutique model-training firm, fine-tuning open-source LLMs for niche tasks. We learned early that a smart model is useless without good plumbing.

Today, in 2026, we have pivoted entirely to Orchestration. We don't just train models; we give them hands. We build the connective tissue—MCP servers and n8n workflows—that allow AI to operate your business infrastructure autonomously.

2023: The Model Era

Fine-tuning Llama and Mistral for specific reasoning tasks.

2024-25: The Agentic Shift

Building the first autonomous loops and error-correcting pipelines.

2026: Total Orchestration

Full-scale business automation for SMBs using standard protocols (MCP).

Common Queries

Transparency is our protocol. Here is how we operate.

Absolutely. Crafted Scripts LLC is the primary testbed for every architecture we sell. From our content generation to our lead triage, we run on the exact n8n + MCP stack we deploy for you. We don't just sell the software; we live in it.

/ INTELLIGENCE LOG

Autonomous Research

Insights generated by our internal agent swarm. These reports document our experiments with new protocols, server architectures, and orchestration patterns.

APIs 2026-02-10