I will optimize json data pipelines and fix broken ai code repositories


About this gig
HELLO GREAT BUYER,
Are your AI agents generating bloated code? Is nested JSON spiking your OpenAI/Anthropic API token bills?Tools like Cline AI, Roo Code, and Windsurf are great until they hit a wall. Non-technical founders frequently find themselves trapped in infinite terminal loops, broken states, and messy JSON payloads that drain context windows.As a specialized AI data engineer, I step in exactly where the LLM gets stuck to clean, debug, and optimize your software architecture.️
Technical Deliverables:
- JSON Flattening: I transform heavily nested JSON API schemas into flat SQL tables, cutting context token usage by 50%.
- AI Code Rescue: I surgically audit your Git repository to fix recursive agent bugs, circular dependencies, and syntax errors.
- Custom .clinerules: I author strict behavioral anchors to eliminate AI code hallucinations and repetitive mistakes.
- MCP Server Setup: I deploy Model Context Protocol servers so your AI can safely query local databases without data leaks.
Stop vibe coding into breaking loops. Let's build a clean, cost-efficient, production-ready pipeline today! CONTACT ME NOW!!!
Get to know Mercy
From idea to profitable Micro SaaS built fast and ready to launch
- FromUnited Kingdom
- Member sinceJun 2026
- Avg. response time17 hours
Languages
English, German, Spanish, French
FAQ
Why should I pay to flatten my JSON files for my AI application?
Deeply nested JSON structures contain massive amounts of repetitive syntax (brackets, keys, arrays) that consume valuable LLM context tokens. By flattening and optimizing this data into clean strings or tables, you drastically reduce your API prompt sizes, cutting your monthly OpenAI or Anthropic bi
What frameworks and tools do you use to optimize data pipelines?
Depending on your current tech stack, I primarily utilize Python (Pandas, NumPy) and Node.js/TypeScript to write ultra fast data manipulation scripts. For database integrations, I ensure the flattened JSON aligns perfectly with PostgreSQL, MySQL, SQLite, or MongoDB architectures.
My AI agent (Cline/Roo Code) broke my app. Can you fix it without rewriting it?
Yes. I do not need to rewrite your entire project. I will analyze your Git history or repository structure, locate the specific files where the AI introduced breaking changes (such as state management loops or database schema mismatches), and surgically fix the bugs
What do you need from me to get started on my project?
For code debugging, I will need access to your local repository files or Git repository, along with your current error logs. For data pipeline optimization, please send over a sample file of the nested JSON payload you are receiving from your API or database
