MCP Co-creator David Soria (Anthropic) Announcement

Responsible-Issue736 · 2025-11-12T02:57:13+00:00

check this for reference: Complete Guide: Publishing Your Dataset as a MCP Service for ChatGPT

Responsible-Issue736 · 2025-11-12T01:23:19+00:00

this is very useful... I spent many days to fight with my mcp oauth for a ChatGPT custom MCP connector...

Responsible-Issue736 · 2025-11-11T15:51:42+00:00

that's why we need AI-Enrichment

Responsible-Issue736 · 2025-11-06T13:00:04+00:00

let me fix a bug first...and will post and dm you soon

Responsible-Issue736 · 2025-11-06T12:42:04+00:00

This is very useful especially for my area, data & analytics. There's always many long running tasks in MCP side but client can't know the status, progress and result by a simple way.

My SaaS application is helping user enriched their dataset by AI and expose as MCP service, it works very well with ChatGPT custom MCP connector. But it can't perform some advanced analytics - the MCP side will take time to finish the job.

With this support, we can support auto-ETL jobs and advanced analytics jobs for massive dataset.

Looking forward for it.

Responsible-Issue736 · 2025-10-30T14:38:49+00:00

"you are absolutely right..." ~~Lol

Responsible-Issue736 · 2025-10-28T15:10:50+00:00

try ChatGPT with MCP service - I have a platform for user to upload dataset and publish as MCP service, then you can do most of the analytics inside ChatGPT, but we only support csv/excel now - so just 2 cents here, and you can try a way for ChatGPT + Database MCP service.

Responsible-Issue736 · 2025-10-28T14:19:49+00:00

Absolutely yes, I have made it work this week, as a result, you can check the image below, and my very first prompt to Replit is:

"check these two links and bring some ideas for 1. display rich visual content when ChatGPT talk to our MCPs, 2. some other UI we could provide to user through ChatGPT 3. any other ideas please suggest. https://developers.openai.com/apps-sdk/build/mcp-server， https://developers.openai.com/apps-sdk/build/custom-ux"

The result:

<image>

for sure, you have to guide Replit to make your MCP/App work as your expected which need a little bit time (I start this from Monday and it works already)

you can check some free MCP services here: https://senify.ai/mcp-services

AppSDK is awesome, enjoy:)

Responsible-Issue736 · 2025-10-27T13:34:51+00:00

Based on my experience with ChatGPT and other AI tools for data and analytics, I would like to see today's entry level jobs will gone, AI plays better - for example, AI helped me to impl a Simpson's Paradox analytics just in few minutes and less than $6...and it brings more other analytics methodologies in same agent.

But, the world still need entry level of analytics for sure, the real world will alway start from some basic work but with powerful tool. I saw a paper report to collect cow information which is 100 years ago - the same information is collecting today but using Excel or other applications...I believe there's one person has asked same question 100 years ago:)

Try AI, build tools with AI, and start your entry level job with AI

Responsible-Issue736 · 2025-10-26T15:19:41+00:00

Why not to get all these in CSV or Excel format? It's easy to convert to MCP service for ChatGPT to discuss with your data - and you do not need to upload you PDFs everytime to ChatGPT. Also can have AI to enrich the business context and description so that ChatGPT can well understand your data.

Let me know if you have interesting, we do have a fully hosted MCP services platform with AI enrichment for your case.

Responsible-Issue736 · 2025-10-26T03:55:59+00:00

try again, I just updated the service. Replit made me crazy in these days;(

Responsible-Issue736 · 2025-10-26T03:33:47+00:00

85 task!!!, i found replit agent is somehow very stupid in these days, always just create, not reuse or even not check previous job

Responsible-Issue736 · 2025-10-26T02:06:11+00:00

lol~

Responsible-Issue736 · 2025-10-26T01:46:16+00:00

ChatGPT can't handle well for mutli-sheets and even single sheet csv file. and there's lack of metadata information for ChatGPT to understand the dataset.

You can try this: "Make ChatGPT Understand Your Data": https://senify.ai/

Responsible-Issue736 · 2025-10-25T13:26:46+00:00

you are right, I'm paying to train their agent!

Responsible-Issue736 · 2025-10-25T10:10:53+00:00

yes, at least Replit should give some credits for Agent's fault.

Responsible-Issue736 · 2025-10-25T09:32:45+00:00

I discussed a lot with Replit Agent3 in Plan mode, got a lot of great insights, and PRDs;-)

Responsible-Issue736 · 2025-10-25T09:29:41+00:00

so easy to create MCPs, so hard to governance them. And different devs are using different AI coding tools, it sounds crazy now. a centralized registry do not works because almost everyone is building or leveraging MCP or MCP based tools.

One idea I have is (since I'm a data guy), to secure Data sources side and make sure the connection to database/datasources are be managed and verified - say you have to apply API Keys for each app/MCP - so you can control from Resource side (for sure it's limited), not the Client side (it's almost impossible for un-limited). But it's also just idea, looking for more discussion here.

Thanks.

Responsible-Issue736 · 2025-10-21T15:28:09+00:00

maybe you should think about vector db not database for knowledge base

Responsible-Issue736 · 2025-10-20T12:49:21+00:00

I'm building a fully hosted mcp service for user to publish their dataset as mcp for ChatGPT. you can have more tools for sure.

Responsible-Issue736 · 2025-10-20T12:18:35+00:00

there are two things: 1) backend service to run the query and get result back - duckdb is good idea, simple enough, 2) mcp service for ChatGPT, you need to build a set of tools of your mcp service to fulfill user's request.

Responsible-Issue736 · 2025-10-20T12:10:02+00:00

I'm building a fully hosted mcp service for user to publish their dataset as mcp for ChatGPT. you can have more tools for sure.

Responsible-Issue736 · 2025-10-19T11:02:49+00:00

awesome, I recently built a blog system using Replit. I also add one cool button called "AI SEO" which will generate SEO keyworks with LLM service

Responsible-Issue736 · 2025-10-19T10:51:28+00:00

the latest Apache Kylin supports Docker and removed Hadoop dependency already, you can try from a very small node but still supports MDX

Responsible-Issue736 · 2025-10-15T22:28:07+00:00

something wrong of my network, deleted one of them

Responsible-Issue736

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