You will get Production MCP Server for Your API - Built, Tested, Documented
Project details
Give Claude Desktop, Claude Code, and Cursor real, safe access to your product.
I build production-grade MCP servers: typed tool schemas over your API, proper auth handling, an error taxonomy agents can actually recover from, automated tests, and an eval set of golden tasks so you can measure whether the agent uses your tools correctly, before your users do.
I have shipped MCP into production: a server delivered into a live fintech payments product, in production since April 2026 and still running. You get the same standard: Dockerised, documented, and proven with an eval report you can inspect line by line.
NOT included: changes to your underlying API, a chat front-end, hosting costs, or MCP hosts beyond Claude Desktop, Claude Code and Cursor (extra host coverage is a priced add-on). The tool count in your tier is the fence, and it is what keeps the delivery promise honest.
After delivery, specs drift and models get deprecated. Optional retainers cover it: upkeep $650/mo, or agent monitoring with weekly evals $1,400/mo. Never required.
Built with my AI-assisted fleet; every tool and test reviewed by me personally. You own the code on final payment.
I build production-grade MCP servers: typed tool schemas over your API, proper auth handling, an error taxonomy agents can actually recover from, automated tests, and an eval set of golden tasks so you can measure whether the agent uses your tools correctly, before your users do.
I have shipped MCP into production: a server delivered into a live fintech payments product, in production since April 2026 and still running. You get the same standard: Dockerised, documented, and proven with an eval report you can inspect line by line.
NOT included: changes to your underlying API, a chat front-end, hosting costs, or MCP hosts beyond Claude Desktop, Claude Code and Cursor (extra host coverage is a priced add-on). The tool count in your tier is the fence, and it is what keeps the delivery promise honest.
After delivery, specs drift and models get deprecated. Optional retainers cover it: upkeep $650/mo, or agent monitoring with weekly evals $1,400/mo. Never required.
Built with my AI-assisted fleet; every tool and test reviewed by me personally. You own the code on final payment.
AI Algorithms
Large Language ModelAI Applications
AI-Generated CodeAI Models
ChatGPT, OpenAI CodexWhat's included
| Service Tiers |
Starter
$900
|
Standard
$2,200
|
Advanced
$4,200
|
|---|---|---|---|
| Delivery Time | 4 days | 5 days | 7 days |
Number of Revisions | 2 | 2 | 2 |
AI Model Integration | - | - | - |
Batch Normalization | - | - | - |
Database Integration | - | - | - |
Detailed Code Comments | - | - | - |
Image Upscaling | - | - | - |
MLOps | - | - | - |
Model Deployment | - | - | |
Model Documentation | |||
Model Monitoring | - | - | - |
Model Testing & Optimization | |||
Model Tuning | - | - | - |
Natural Language Processing | - | - | - |
NLP Tokenization | - | - | - |
Pre-Training | - | - | - |
Prompt Engineering | - | - | - |
Setup File | - | - | - |
Source Code |
Optional add-ons
You can add these on the next page.
Extra tool
+$120
Extra MCP host coverage
+$200
Second API surface
+$400Frequently asked questions
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JJ
Johnny J.
May 2, 2026
Develop Multi-Agent Email System with AI Validation
Bram was super professional and patient and I would absolutely recommend moving forward and working together again in the future!
GE
George E.
Apr 9, 2026
Senior Backend Engineer for AI Agent & MCP Integration in FinTech
About Bram
AI Systems Built to Aviation Standards | Deep Mist AI CEO | A380 Pilot
50%
Job Success
Dubai, United Arab Emirates - 3:41 pm local time
Aviation runs on checklists, cross-checks and redundancy. Nothing is signed off until it has been verified by something other than the person who did it. I build software the same way. That is the whole reason clients get a system that holds up in production instead of a demo that breaks in week three.
DEEP MIST AI, IN NUMBERS
- 100+ production AI systems shipped
- 62,000+ documents processed through systems we built
- 87% largest time reduction delivered for a client process
- 99.99% production uptime
- Building intelligent systems since 2019, from the Dialogflow and Rasa era through to today
- Delivered across mental health, B2B security, financial services, legal, logistics, healthcare, real estate and software
RECENT WORK ON UPWORK
- An MCP server delivered into a live fintech payments product, in production since April 2026 and still running today. Model Context Protocol tooling sitting directly beside real money movement, where getting the boundaries wrong is not an option.
- An email intelligence system with an automated QA layer: classification, knowledge-base search and validation of model output before anything reaches a human. Rated 5.0. The client wrote: "Bram was super professional and patient and I would absolutely recommend moving forward and working together again in the future!" and endorsed the work for Committed to Quality, Solution Oriented, Clear Communicator and Professional.
- A React Native mental-health app with a persona system, subscription billing and a Supabase backend, currently in store testing.
HOW I BUILD AT THIS SPEED
I have built three software factories. I can orchestrate over 100 AI agents working together on a single project and carry it through to completion: parallel build pipelines, with every output passing through three-model review and human sign-off before it ships. No model is ever the only thing that checks its own work.
That is the part most people get wrong. Generating code is cheap now. Knowing which of it is wrong is not. The checking is the job, and it is the reason speed and reliability are not a trade-off here.
If you have an AI-built codebase that mostly works and you need a senior engineer to tell you honestly what to keep, what to fix and what to rebuild, that is exactly the work I want.
HOW I WORK
Fixed price, so you know the cost before we start. Work in your cloud, not mine. When I hand something over you get the running system, a written walkthrough of how it works and how to operate it, and a clear list of what was built, what was tested and what the known limits are. I write everything down, and I answer messages in hours, not days.
Send me your project and you will have a straight answer on scope, price and timeline within 24 hours.
Native English and Dutch, conversational French and German.
Steps for completing your project
After purchasing the project, send requirements so Bram can start the project.
Delivery time starts when Bram receives requirements from you.
Bram works on your project following the steps below.
Revisions may occur after the delivery date.
Tool surface mapped and confirmed
I map your API (OpenAPI spec or docs) to a tool surface and confirm it with you in writing before any build work starts.
Server, tests and eval set built
I build the server, the automated tests, and the golden-task eval set for your tier.