No model runs here, so it uses no model inference tokens. Recommendations are full videos only; Shorts remain in Library browse.
Your model.
Samin’s shelf.
The standalone site retrieves evidence without running a model. Connect this read-only library to ChatGPT or Claude when you want your signed-in AI client to reason over the transcript context.
Try the built-in navigatorA bridge to tools and context—not another model.
MCP stands for Model Context Protocol, an open standard that lets an AI client call external tools. Here, it lets ChatGPT or Claude search and fetch read-only evidence from Samin’s library. It does not provide a model or move your AI account login into this site.
ChatGPT stays the host and performs inference in the member’s signed-in ChatGPT session.
Claude can add the same URL as a custom remote MCP connector and handles its own inference.
https://ask-samin.vercel.app/mcpUse the public HTTPS URL after deployment. Localhost is only for local preview.
Connect once. Then share the build context.
- 01
Enable ChatGPT Developer mode
Open Settings → Security and login, then turn on Developer mode. If the toggle is unavailable, your workspace admin must allow it.
- 02
Create a developer-mode app
Open Settings → Plugins (or chatgpt.com/plugins, opens in a new tab), select plus, then create a developer-mode app and paste
https://ask-samin.vercel.app/mcp. - 03
Choose the app in a new chat
Select + near the composer, choose More, then select Ask Samin. Start with your goal; the guide asks for your stage, tools, and blocker before recommending full videos.
Use the same shelf in Claude.
Custom remote MCP connectors are currently available in beta across Claude plans. Free accounts are limited to one custom connector; Team and Enterprise owners must add it for their organization first.
- 01
Open Customize → Connectors.
- 02
Select + → Add custom connector, name it Ask Samin, and paste
https://ask-samin.vercel.app/mcp. - 03
Select Add. In a chat, open + → Connectors and enable Ask Samin.
An Owner first adds the URL in Organization settings → Connectors; members then connect it under Customize → Connectors.
A useful distinction about “Login with ChatGPT”
A ChatGPT or Claude account is not a transferable API key. With the MCP route, the AI client remains the host, performs inference in the member’s signed-in session, and calls this library as a tool. This app does not capture or reuse the member’s AI account credentials.
This production build deliberately uses remote MCP instead of the third-party Login with ChatGPT SDK, opens in a new tab. That SDK can keep refreshable ChatGPT credentials on an application server and spend the member’s plan; this connector design avoids taking custody of those credentials.
This connects a private developer-mode app. Publishing to the plugin directory is a separate, reviewed submission step.