You will get Claude Code Agent System Multi-Agent Workflow MCP Integration Claude AI

Project details
Most people try to use one Claude instance for everything. It breaks down fast; research gets mixed with writing, outputs lose structure, and nothing runs reliably. A proper Claude Code agent system fixes that by splitting work across multiple roles that operate in sequence.
I build a working multi agent workflow AI setup inside Claude Code where each agent has a clear job; research, writing, review, or execution. Each agent is configured with its own CLAUDE.md, SKILL.md, and connected tools through MCP so tasks move cleanly from one step to the next without constant supervision.
• Multi-agent architecture with defined roles and handoffs
• 2–4 Claude agents configured for your use case
• CLAUDE.md and SKILL.md per agent
• MCP integration with tools like Drive, Slack, GitHub, n8n
• Loom walkthrough showing end-to-end task execution
This is mostly built for founders and operators who want AI agents handling lead processing, content production, reporting, or internal workflows without manual coordination.
Tell me the process you want automated and where it currently breaks between steps.
I build a working multi agent workflow AI setup inside Claude Code where each agent has a clear job; research, writing, review, or execution. Each agent is configured with its own CLAUDE.md, SKILL.md, and connected tools through MCP so tasks move cleanly from one step to the next without constant supervision.
• Multi-agent architecture with defined roles and handoffs
• 2–4 Claude agents configured for your use case
• CLAUDE.md and SKILL.md per agent
• MCP integration with tools like Drive, Slack, GitHub, n8n
• Loom walkthrough showing end-to-end task execution
This is mostly built for founders and operators who want AI agents handling lead processing, content production, reporting, or internal workflows without manual coordination.
Tell me the process you want automated and where it currently breaks between steps.
AI Development Type
Knowledge Representation, Model TuningAI Tools
SonnetAI Development Language
PythonWhat's included
| Service Tiers |
Starter
$100
|
Standard
$200
|
Advanced
$300
|
|---|---|---|---|
| Delivery Time | 6 days | 8 days | 10 days |
Number of Revisions | 3 | 4 | 5 |
AI Model Integration | |||
Detailed Code Comments | - | - | - |
Knowledge Graph | - | - | - |
Model Documentation | - | ||
Ontology | - | - | - |
Source Code | - | - | - |
Taxonomy | - | - | - |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$20 - $40
Additional Revision
+$10
Advanced n8n Workflow
(+ 3 Days)
+$30
Agent Optimization Session
(+ 3 Days)
+$30
Extra Agent Build
(+ 2 Days)
+$15Frequently asked questions
6 reviews
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MO
Mary Jane O.
Jul 15, 2026
Claude Code Expert Needed for MCP Server Integration & Workflow Automation
Working with Belle exceeded my expectations. I hired her to build and troubleshoot a Claude Code integration using a custom MCP Server, and the final result worked exactly as intended. She configured the CLAUDE.md setup, established a reliable Claude custom MCP integration, tested the complete workflow, and provided a clear Loom walkthrough so I could manage everything after delivery.
TR
Tom R.
Jun 27, 2026
Class Claud cowork
Shes a nice person but we went over nothing valuable. All basic stuff that everyone already knows.
MC
Mark C.
May 18, 2026
30 Minute Consultation for Task Automation
Consulting with Belle helped me to get a better idea of the structure I need to create and helped me consider other aspects of the automation process that I hadn't considered before.
SC
Sam C.
Mar 10, 2026
Learn n8n and Slack Bots for Customer Success Role
ZA
Zabeth A.
Mar 2, 2026
AI Automation Specialist (n8n & Python)
Ezinne was great to work with!!
She had good recommendations and was efficient with strong attention to detail. Much appreciated!
She had good recommendations and was efficient with strong attention to detail. Much appreciated!
About Belle
Claude Code Developer | Claude AI Agents | MCP Servers | AI Automation
83%
Job Success
Benin City, Nigeria - 11:04 am local time
Those aren't really Claude problems, they're architecture problems and that's where I come in.
I build production-ready Claude Code applications, AI agents, MCP servers, and automation systems that businesses can actually depend on. Whether you're launching an AI-native SaaS product, replacing manual workflows with AI agents, building custom MCP servers, or connecting Claude to the tools your business already uses, every system is designed to be reliable, maintainable, scalable, and doesn't break after deployment.
Here are some of the problems I solve for my clients:
✔ Claude doesn't have access to the information it needs → I build RAG pipelines and context systems so Claude retrieves the right business knowledge when it matters.
✔ Claude can't interact with your existing software → I build Custom MCP Servers and API integrations that securely connect Claude to your internal tools, CRMs, databases, and third-party platforms.
✔ Your team spends hours repeating manual work → I build AI agents and automation workflows that handle repetitive business processes while keeping humans involved where approvals are needed.
✔ You have an idea for an AI product but don't know where to start → I design and develop Claude Code SaaS applications, internal platforms, dashboards, customer portals, and production-ready MVPs from architecture to deployment.
✔ Claude gives inconsistent results → I design CLAUDE.md, SKILL.md, and context engineering systems that make Claude significantly more reliable and predictable.
How I build differently:
A lot of Claude projects focuses mostly on prompts, but I focus on the entire system. That means I think about architecture before the build, context before prompts, reliability before automation and Maintainability before complexity.
Every project you need me to handle is designed with production in mind from the first day. That includes approval workflows, retry logic, monitoring, documentation, deployment, and clean architecture your team can confidently maintain long after delivery. The objective to follow isn't simply to make Claude smarter. It's to build systems your business can rely on every day.
Technologies I work with:
Claude Ecosystem:
Claude Code • Claude API • Claude Code CLI • Anthropic Agent SDK • MCP Server Development • CLAUDE.md • SKILL.md • Context Engineering • Claude Cowork
AI Systems:
LangGraph • LangChain • Pinecone • PostgreSQL (pgvector) • Voyage AI • Multi-Agent Systems • RAG Pipelines
Development:
Next.js • React • TypeScript • Node.js • Python • Supabase • Docker • AWS • Vercel
Automation:
n8n • Make • Zapier • HubSpot • GoHighLevel • REST APIs • Webhooks
Sometimes design and development isn't always the first step. This simply explains that the biggest value comes from identifying what shouldn't be built. If you're still exploring how Claude fits into your business, I also provide architecture consultations, Claude Code coaching, technical reviews, AI implementation strategy, and team training before any development begins.
Send me a message with what you're trying to build, or what's frustrating you about your current system. I'll help you identify what's causing the problem, where the biggest opportunities are, and the most practical way we would move forward.
Steps for completing your project
After purchasing the project, send requirements so Belle can start the project.
Delivery time starts when Belle receives requirements from you.
Belle works on your project following the steps below.
Revisions may occur after the delivery date.
Use Case Definition
I clarify the exact workflow you want handled and where tasks break between steps.
Architecture Planning
I design the agent roles, responsibilities, handoffs, and failure handling logic.