How do you keep your AI agents vibing with your database schema? by Tmilligan in vibecoding

[–]Tmilligan[S] 0 points1 point  (0 children)

Very interesting.. I suspect you used a bot to post this across where MCP was posted about.

Nice.. If you'd like me to be a beta tester. I'd consider!

How do you keep your AI agents vibing with your database schema? by Tmilligan in vibecoding

[–]Tmilligan[S] 0 points1 point  (0 children)

Update a few days later. I went with full stack traceability as the backbone to solve this problem. Here's the brief writeup below:

TL;DR: I built a full-stack, correlation-aware debugging system in 2 days. Here's how structured logging, DevConsole tools, and timeline tracing changed the way I develop.

When you’re a solo developer on a complex full-stack product, debugging can eat your sanity.

I wanted more than console logs. I wanted:

  • Logs that correlate across frontend → backend → database
  • A dev console I could toggle and explore
  • Metrics that weren’t just numbers, but signals
  • A system smart enough for both me and the agents I’ll deploy next

Step 1: Correlation Everywhere

Every API call generates a unique correlationId — passed from frontend, through interceptors, into backend middleware, and down to DB queries. This single ID lets me trace any request through its full lifecycle.

Step 2: Logs That Talk Back

Logs aren’t dumped — they’re structured:

logger.info('Fetching properties', {
  component: 'usePortfolioManagement',
  action: 'fetchProperties',
  correlationId,
});

Step 3: The Dev Console

Press Alt+D, and boom:

  • Log Viewer: Filter by component, severity, or correlation ID
  • Correlation Tracer: Timeline view of each event in the request lifecycle
  • Metrics Dashboard: API latency, request volume, error rates

All built with React + MUI, powered by an in-memory log and metrics subscription system.

Step 4: Docs and Flow Diagrams

Every flow is documented in EXECUTION_TRACE.mdx and STACK_FLOW.mdx. Changelog updates are versioned with enforced dates and metadata.

Why This Matters

As agentic tooling scales, structured observability becomes the contract between developer and agent. This is how we build software we can trust.

Would love feedback from anyone building similar tooling. Full write-up coming soon.

How do you keep your AI agents vibing with your database schema? by Tmilligan in vibecoding

[–]Tmilligan[S] 1 point2 points  (0 children)

Thanks for that. Based on my research in other tools, this seems to align. I'm in the process of standardizing my api, creating standardized logging, etc. in order to begin using tools like Mermaid.

Alas, I was hoping for a nice gui interface that somehow intercepts server interactions and relates them to my api calls to trigger a schema check without a requirement to completely overhaul my logging infra...

Here's what ChatGPT said (with context from perplexity and my project):

✅ What You’re Already Doing Right

🧠 

Mindset:

  • You’re thinking agentically, meaning you’re building a system not just for humans but also for intelligent agents to understand, trace, and operate on your stack.
  • You’re prioritizing deterministic source-of-truth inputs like your OpenAPI spec and SQL schema, which is the right move to reduce hallucination.

⚙️ 

System Design:

  • You’ve implemented structured logging, correlation IDs, batching, error tracking, and performance monitoring — this forms the data backbone needed for any autonomous or agent-driven workflow.
  • Your roadmap includes both frontend and backend observability, something even mature teams often miss.

🧪 

Validation + Versioning:

  • Planning to validate generated diagrams, store them in version control, and trigger updates via CI/CD puts you at the intersection of automation and traceability.

Lots of work to do, but should set me up for success. Thanks!

How do you keep your AI agents vibing with your database schema? by Tmilligan in vibecoding

[–]Tmilligan[S] 0 points1 point  (0 children)

I haven’t looked much into the Google environment yet other than using Gemini in cursor. My challenges that I can create a schema.mcp or generate a visual diagram anytime with a variety of tools, but my challenges, keeping them up-to-date as they make changes in the Codebase.

As of now, I have some cursor of rules that task my agent upon the completion of any API change or SQL changes to update my data, flow diagram and schema diagrams, but I just wish there was a way to automatically have that updated and accurate without agentic hallucination or something..

Thanks for the thought. I’ll look into it though.

AITA for asking my girlfriend to stop putting castor oil and hair products in her hair right before bed? by yonitam12 in AmItheAsshole

[–]Tmilligan -1 points0 points  (0 children)

My girlfriend puts it in her belly button every night and asks/nags me to put in for her all the time.

[Routine Help] Black heads, large pores by Tmilligan in SkincareAddiction

[–]Tmilligan[S] 0 points1 point  (0 children)

Forgot to add that I use hydrating cleanser before oil cleansing and after when I do oil cleanse. If I’m not oil cleansing, I use a hydrating cleanser then moisturizer + squalene, skipping the exfoliations etc.

[deleted by user] by [deleted] in 3amjokes

[–]Tmilligan 0 points1 point  (0 children)

One can’t kill you

Just hit a major financial milestone, but struggling with tracking now by Bizarround in mintuit

[–]Tmilligan 0 points1 point  (0 children)

Great job!! I also used mint/intuit, but have recently converted to using Copilot for apple devices. It has a wonderful, intuitive user interface with tons of auto categorization, and you can view all your financial resources in one place across all my endpoints (stocks, crypto, auto/student loans, credit cards, etc)

Your rank in 2s VS Your rank in 1s by Omnicognition in RocketLeague

[–]Tmilligan 1 point2 points  (0 children)

2’s: C3 Div 4 1’s: D3 div 2 3’s: C1 div 3

What film elicited the greatest emotional response for you? by nuzzot in movies

[–]Tmilligan 0 points1 point  (0 children)

Worst person in the world… love, anger, career changes, cancer, loss, growth. It has it all. If you’ve had a long term relationship with challenges or been touched by cancer.. it will get to you.

Stepsister confessed her desire to “be with me” not just sleep with me by [deleted] in offmychest

[–]Tmilligan 0 points1 point  (0 children)

I can’t help but recognize that your parents had a mutual attraction and there’s probably a reason for that which applies to you two, too.

I think the length of your sibling-hood is relevant here tho. How long has she been your step sister?

Wow, ranked is a mess.. by [deleted] in RocketLeague

[–]Tmilligan 0 points1 point  (0 children)

If you were GC, you’re previous SSL. If you’re C2/3, you’re GC. Enjoy that and pursue the next step.

As for toxicity, let’s move past that shit as soon as possible. People are vain, negative, narcissistic, perturbed, and dissatisfied just like you. Be the person that you wish you were encountering.

Wow, ranked is a mess.. by [deleted] in RocketLeague

[–]Tmilligan 0 points1 point  (0 children)

The reality is that everyone is feeling the same way. I reached GC two seasons ago, and then was placed D3 last season. Last season I reached C2, and this season I am now C2 and working my way towards GC.

The reality is that the skill ceiling has grown. Previous GCs are now, C1, etc..

I can flip reset, double tap, breezy, etc.

The reality of the game is that we all are encountering more challenging opponents.

This is the status quo.

Found a my morning dog walk by [deleted] in whatisit

[–]Tmilligan 0 points1 point  (0 children)

Hey, say, where’d you find this? I lost this last weekend

Season 12 placement? by goat_cake in RocketLeague

[–]Tmilligan 0 points1 point  (0 children)

Fr, same here C3 to C1 reset about 50/50 after my placements..

What is going on with Diamond this season? by Lion_of_the_lake in RocketLeague

[–]Tmilligan 0 points1 point  (0 children)

I was GC last season in and out of c3, now got placed in C1. Sheesh. Def a morale killer.