Claude Code terminal running an AI agent session
Claude Code Engineering

Claude Code Development Agency:
Production AI Agents Built to Ship

We build production AI systems on Claude Code every day — custom hooks, MCP servers, skills, and subagent orchestration wired into your real stack. From a single CLAUDE.md setup to a hardened agent swarm, without the brittle prompts that fall apart in production.

Teams we ship for

IBM
Sage
Wonderbox
Neoday
XGrowth
Arcads
Argil
Earleads
Just Russel

The new AI software engineering

Coding changed. Engineers stopped being the bottleneck.

The bottleneck moved to orchestration. Claude Code is the brain, MCP plugs into your stack, E2B sandboxes every action. One of our engineers ships like three normal hires.

  • 01
    Claude Code
    Claude Codethe brain · subagents · MCP
  • 02
    Anthropic
    Anthropicmanaged agents · runtime
  • 03
    Cursor
    CursorIDE pair-programming
  • 04
    n8n
    n8ncron · webhooks · glue
  • 05
    E2B
    E2Bsandboxed compute

Engineering Production Systems on Claude Code

Claude Code is the most capable agentic coding environment available — extensible through hooks, skills, MCP servers, and subagents that let it act on your real systems, not just chat about them. But that power is exactly why most teams stall: a few prompts work, then the agent goes off-script, the MCP integrations break, and no one has hardened the environment that now has shell access.

We build on Claude Code daily — it is our own core stack, not a side experiment. We architect agents that stay on rails, wire MCP servers into your tools, package repeatable work into skills, and lock down the environment before it touches anything sensitive. You get an agent layer your team can actually trust in production.

engineer architecting a Claude Code subagent orchestration diagram
fragile DIY prompt versus a hardened orchestrated Claude Code agent

Why DIY Claude Code Setups Break in Production

Claude Code makes it easy to start and hard to operationalize. The prompts and one-off scripts you wired together start to crack the moment real tasks, tool access, and team handoffs enter the picture.

Agents That Drift Off-Script

A bare prompt with no CLAUDE.md, hooks, or guardrails wanders, repeats work, and takes actions you never approved. We encode context, constraints, and verification hooks so the agent does exactly the job, every run.

Fragile, Unhardened Tooling

MCP servers stitched together fast tend to leak credentials, fail silently, or hand an agent more access than it should have. We build and secure MCP servers so integrations stay reliable and scoped.

Hitting the Limits of Raw Prompting

Eventually a workflow needs deterministic logic, reusable skills, and multi-agent handoffs that prompting alone cannot express. We package work into skills and subagents so you are never stuck re-explaining the same task.

What Our Claude Code Development Agency Builds

We cover the full lifecycle — from your first CLAUDE.md and custom skill to a hardened multi-agent system that orchestrates real engineering and operational work.

Production AI Agents

Agents that read your codebase, run your tooling, and complete real engineering and ops tasks — with verification hooks and guardrails so they ship safely, not just demo well.

Custom Hooks & Skills

Pre and post-tool hooks, slash commands, and packaged skills that encode your team's repeatable workflows so Claude Code does them the same way every time.

MCP Servers & Integrations

Custom MCP servers that connect Claude Code to your databases, APIs, and internal tools, with scoped permissions and clean error handling built in.

Subagent Orchestration

CLAUDE.md context engineering and multi-agent setups where specialized subagents plan, build, review, and verify — coordinated instead of colliding.

custom Claude Code skills, hooks, and MCP servers connecting tools

Our Claude Code Build Methodology

We do not just write prompts. Every Claude Code system we deploy is mapped, architected, and hardened before it touches production or your real systems.

// 1 - Deep Audit
Workflow mapping and security review
Deliverable:

Technical blueprint & ROI projection

// 2 - Architecture
Agent design, CLAUDE.md, hook and MCP plan
Deliverable:

Claude Code architecture & skill map

// 3 - Build & Deploy
Hooks, skills, MCP servers, subagents
Deliverable:

Live, tested, hardened agent system

// 4 - Maintenance
Monitoring, model upgrades, and scaling
Deliverable:

Ongoing reliability protocol

Claude Code build methodology: audit, architecture, build, maintain

Why Partner with a Dedicated Claude Code Development Agency?

Another clever prompt will not fix an unhardened agent. You need a partner who understands both your operations and Claude Code's internals — from hooks and MCP to subagent orchestration.

Claude Code SpecialistsWe build on Claude Code every day — hooks, skills, MCP servers, subagents, and the edge cases raw prompting never covers. It is our own core stack.
Production-GradeVerification hooks, scoped permissions, logging, and guardrails built in. Your agents stay on script and fail safely instead of drifting.
Security-FirstWe harden the dev environment, lock down MCP access, and review the supply chain before an agent touches anything sensitive.
Owned by YouYour skills, hooks, and MCP servers live in your repos with full documentation. No black boxes, no lock-in to anyone but Anthropic's own tooling.

Real ROI: See Our Systems in Action

Explore how we have engineered custom pipelines to save thousands of hours and eliminate costly bottlenecks for B2B leaders.

Don't take it from us

Hear it from the operators we shipped for.

Real founders. Real cameras. No scripts. Different scales, same agent stack.

Elie Salame - COO at Adstronaut.io

Elie Salame

COO · Adstronaut.io

Wytze de Haan - Co-Founder at Narrative
Ana María Martínez - CEO at EasyClick
Roald Larsen - CEO at Untaylored
Jim Adams - CEO at MeetLexi
Othmane Khadri - Founder at Earleads
Connor Miller - Technical Director at Uniworx
Claude Code Audit

Stop Brittle Prompts. Build It Right.

Book a strategy call and we will map your workflows, tool integrations, and the hardened Claude Code agent system that should replace your manual work.

Book a 30min Free Strategy Call

In this call, we'll walk through your project scope, timeline, and goals - so we can both check if we're a fit. No obligation, no slide deck, just a working session.

Don't want a call? Email walid@ayautomate.com

Opportunity Map
Implementation Path
Fast Follow-Up
The team is super fast - sometimes we had to slow them down. We managed to scale the company without investing into hiring.
Elie Salame

Elie Salame

COO, Adstronaut.io

Video Call
Phone Call
In-Person

We've created products featured in

  • Y Combinator
  • a16z
  • HackerOne
  • BBC
  • FBM
  • France TV
  • Le Parisien
Walid Boulanouar

Walid Boulanouar

View LinkedIn

Claude Code Audit

Share the workflow you want to automate, then schedule the call on this page.

30min
CalGoogle Meet
Usually responds in 1 hour
No commitment required

FAQ

Claude Code Development Questions

What can you build with Claude Code?+

Production AI agents, custom hooks, MCP servers, skills and slash commands, CLAUDE.md context setups, and subagent orchestration. We build on Claude Code daily, so we cover the full extensibility surface, not just prompting.

Can you build custom MCP servers?+

Yes. When you need Claude Code to act on your databases, APIs, or internal tools, we build custom MCP servers with scoped permissions, clean error handling, and the security review to keep that access safe.

Can you fix or take over our existing Claude Code setup?+

Yes. We audit your current CLAUDE.md, hooks, skills, and MCP configuration, harden the environment, add guardrails and verification, refactor the fragile parts, and document everything so the system stays maintainable.

Is it safe to give an agent access to our systems?+

It is when the environment is hardened. We scope MCP permissions, add pre and post-tool hooks for verification, review the supply chain, and lock down the dev environment so agents only do approved work on approved systems.

Do you maintain Claude Code systems after launch?+

Yes. For critical agents we recommend ongoing monitoring, model upgrades, hook and skill updates, and maintenance so Claude Code releases and tooling changes never silently break your workflows.