# X.com Topic Report: Model Context Protocol

Generated at: 2026-04-22T06:45:34.485Z

## Summary

- Posts: 8
- Authors: 8
- Tags: N/A
- Detail fetched: 4
- Detail not_attempted_detail_limit: 4

## Topic Digest

共整理 8 篇帖子，来自 8 位作者；暂未提取到稳定高频标签。

### Top Tags

- N/A

### Highlighted Posts

- Polkadot has introduced a specialized Model Context Protocol (MCP) server that s — Gdwin™ (Katakana) @eischideraa_unn (13) https://x.com/eischideraa_unn/status/2046774307381191061
- “I Stopped Prompting My AI — I Started Designing Its Skills Instead” The Problem — Tanishqqqqqq @tanx034 (2) https://x.com/tanx034/status/2046824592728297763
- Google Announces Launch of Next-Generation Deep Research and Opens API Two Model — 小互 @xiaohu (0) https://x.com/xiaohu/status/2046839072661131418

### Key Takeaways

- “I Stopped Prompting My AI — I Started Designing Its Skills Instead” The Problem No One Talks About You build an AI agent using: ChatGPT Claude MCP (Model Context Protocol) Python automation And it still feels… Inconsistent Generic “Mid”
- Google Announces Launch of Next-Generation Deep Research and Opens API Two Model Tiers: Deep Research: Optimized for speed, reducing latency and cost, suitable for interactive interfaces that require quick, high-quality answers. Deep Research Max: Optimized for in-depth
- 【Deep Research Now Supports MCP Connections and Generation of Charts and Infographics】 Google has announced Deep Research and Deep Research Max. Using Gemini 3.1 Pro, it can securely connect to and analyze proprietary data or third-party data via any MCP (Model Context Protocol). The Gemini API supports the generation of charts and infographics using HTML or Nano Banana. You can review the research plan before execution, use PDF, CSV, images, audio, and video as inputs, and track progress in real-time as it unfolds. Deep Research and Deep Research Max will be available as a public preview starting April 21, 2026, in the paid tier of the Gemini API.

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## 1. Google Announces Launch of Next-Generation Deep Research and Opens API Two Model
- URL: https://x.com/xiaohu/status/2046839072661131418
- Author: 小互 @xiaohu
- Likes: 0
- Detail capture: fetched
> MCP is the biggest change this time

Previously, Deep Research could only search from the open web, but this time it added MCP (Model Context Protocol) support, meaning that any remote data source can be attached during the research process.
Google Announces Launch of Next-Generation Deep Research and Opens API

Two Model Tiers:

Deep Research: Optimized for speed, reducing latency and cost, suitable for interactive interfaces that require quick, high-quality answers.

Deep Research Max: Optimized for in-depth
## 2. 【Deep Research Now Supports MCP Connections and Generation of Charts and Infogra
- URL: https://x.com/LangChainJP/status/2046831412632858899
- Author: LangChainJP @LangChainJP
- Likes: 0
- Detail capture: fetched
> 【Deep Research Now Supports MCP Connections and Generation of Charts and Infographics】

Google has announced Deep Research and Deep Research Max. Using Gemini 3.1 Pro, it can securely connect to and analyze proprietary data or third-party data via any MCP (Model Context
【Deep Research Now Supports MCP Connections and Generation of Charts and Infographics】

Google has announced Deep Research and Deep Research Max. Using Gemini 3.1 Pro, it can securely connect to and analyze proprietary data or third-party data via any MCP (Model Context Protocol).

The Gemini API supports the generation of charts and infographics using HTML or Nano Banana. You can review the research plan before execution, use PDF, CSV, images, audio, and video as inputs, and track progress in real-time as it unfolds.

Deep Research and Deep Research Max will be available as a public preview starting April 21, 2026, in the paid tier of the Gemini API.
## 3. “I Stopped Prompting My AI — I Started Designing Its Skills Instead” The Problem
- URL: https://x.com/tanx034/status/2046824592728297763
- Author: Tanishqqqqqq @tanx034
- Likes: 2
- Detail capture: fetched
> “I Stopped Prompting My AI — I Started Designing Its Skills Instead”

The Problem No One Talks About

You build an AI agent using:

ChatGPT
Claude
MCP (Model Context Protocol)
Python automation
And it still feels…

 Inconsistent
 Generic
 “Mid”
“I Stopped Prompting My AI — I Started Designing Its Skills Instead”

The Problem No One Talks About

You build an AI agent using:

ChatGPT
Claude
MCP (Model Context Protocol)
Python automation
And it still feels…

 Inconsistent
 Generic
 “Mid”
## 4. The Model Context Protocol (MCP) allows Claude, ChatGPT, or the model you use to
- URL: https://x.com/SebastianHold/status/2046819441057391006
- Author: Sebastián Jara @SebastianHold
- Likes: 0
- Detail capture: fetched
> The Model Context Protocol (MCP) allows Claude, ChatGPT, or the model you use to connect directly to your POS, Meta Ads, Google Analytics, CRM, accounting, etc.

Forget about expensive dashboards, manual reports, and overwhelmed analysts.

Your AI asks and responds with real live
The Model Context Protocol (MCP) allows Claude, ChatGPT, or the model you use to connect directly to your POS, Meta Ads, Google Analytics, CRM, accounting, etc.

Forget about expensive dashboards, manual reports, and overwhelmed analysts.

Your AI asks and responds with real live data.
## 5. TogoMCP: Natural Language Querying of Life-Science Knowledge Graphs via Schema-G
- URL: https://x.com/akicuno/status/2046789266148389374
- Author: Akihiro Kuno @akicuno
- Likes: 0
- Detail capture: not_attempted_detail_limit
> TogoMCP: Natural Language Querying of Life-Science Knowledge Graphs via Schema-Guided LLMs and the Model Context Protocol

https://
biorxiv.org/content/10.648
98/2026.03.19.713030v1
…

Searching Life Science Data Across Databases with ChatGPT + TogoMCP (Setup Edition)
## 6. Possibly. The Agentic Realm Computer with Model Context Protocol and Agentic Fil
- URL: https://x.com/tankcrypt/status/2046780631989067959
- Author: Tank C @tankcrypt
- Likes: 0
- Detail capture: not_attempted_detail_limit
> Possibly. The Agentic Realm Computer  with Model Context Protocol and Agentic File System with quantum protection may be too advanced for most people and only registers with a small select group. Hell even bitcoin is still only includes about 5% of the invested world leaving an
## 7. Polkadot has introduced a specialized Model Context Protocol (MCP) server that s
- URL: https://x.com/eischideraa_unn/status/2046774307381191061
- Author: Gdwin™ (Katakana) @eischideraa_unn
- Likes: 13
- Detail capture: not_attempted_detail_limit
> Polkadot has introduced a specialized Model Context Protocol (MCP) server that serves as a live connection between AI tools and its official technical documentation. 

This system allows developers to link platforms like Claude or Cursor directly to a verified data stream,
## 8. OX Security just published research on a critical architectural RCE in Anthropic
- URL: https://x.com/Atarussecurity/status/2046772341800353900
- Author: Atarus @Atarussecurity
- Likes: 0
- Detail capture: not_attempted_detail_limit
> OX Security just published research on a critical architectural RCE in Anthropic's Model Context Protocol. The flaw affects 150 million downloads, 200,000 vulnerable servers, and every major AI coding tool: Claude Code, Cursor, VS Code, Windsurf, Gemini CLI.

OX researchers
