You will get a production-ready MCP server audit with actionable fixes
Project details
You will get an evidence-based MCP server reliability audit that turns vague connection, schema, auth, or tool-call failures into reproducible findings and concrete fixes. I test the agreed scope, document exact failure conditions, rank issues by impact, and deliver commands, logs, and a concise handoff. Depending on the package, this includes an artifact review, live no-payment preflight, or a focused patch with tests. I do not ask for wallet seeds or private keys, and live x402 checks are unpaid by default. The deliverable is engineering evidence—not a penetration test, security certification, legal opinion, or guarantee of marketplace indexing. Best fit: one MCP server or manifest, a small relevant code area, and a specific reliability or integration problem you want solved.
AI Algorithms
Large Language ModelAI Applications
AI-Generated Code, AIOpsAI Models
OpenAI CodexWhat's included
| Service Tiers |
Starter
$49
|
Standard
$149
|
Advanced
$299
|
|---|---|---|---|
| Delivery Time | 2 days | 3 days | 5 days |
Number of Revisions | 1 | 1 | 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 | - | - | - |
Frequently asked questions
About Robert
AI Agent Reliability Engineer | MCP & x402 Preflight Audits
Borzytuchom, Poland - 11:21 pm local time
My focus is deliberately narrow: MCP manifest quality, x402 PaymentRequired consistency, payment-policy bindings, API reliability, and reproducible preflight evidence. Instead of broad “AI consulting,” I deliver bounded reports or patches with exact failing fields, reproduction commands, and explicit limitations.
Relevant owner-operated work includes:
• a public Node.js/Express x402 v2 service deployed on Vercel, quoting Base mainnet USDC through Coinbase Developer Platform's authenticated facilitator;
• a bounded MCP manifest checker with machine-readable findings and SHA-256 evidence receipts;
• MandateDiff, a public beta comparing native MCP tools/call requests and x402 v1/v2 payment requirements against explicit policy bindings;
• a successful end-to-end Base Sepolia test settlement and delivery receipt;
• a recorded release with 19 automated tests passing and no known npm audit vulnerabilities at verification time.
Send me a manifest, native x402 PaymentRequired artifact, public test endpoint you control, or a focused codebase. I can return a concise artifact audit, a safe unpaid preflight, or a targeted reliability patch.
I do not ask for wallet seeds or private keys. Live preflights are read-only and non-payment by default. My reports are engineering evidence—not a security certification, legal opinion, authorization decision, payment guarantee, or promise of marketplace indexing.
I use an AI-assisted engineering workflow for speed while keeping scope, verification, and final deliverables explicit and reviewable.
Steps for completing your project
After purchasing the project, send requirements so Robert can start the project.
Delivery time starts when Robert receives requirements from you.
Robert works on your project following the steps below.
Revisions may occur after the delivery date.
Reproduce, audit, and verify the agreed scope
I reproduce the issue, run focused reliability checks, and return evidence, prioritized findings, and the package-appropriate fixes or patch with clear handoff commands.