Native MCP vs Bolt-On: Why Built-In Beats Add-On for Content Scheduling
Not all MCP integrations are the same. Why tools built around MCP operate differently from tools that wrapped it around an existing API.
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Expert insights on LinkedIn content, campaign strategy, and building your authentic voice online.
Not all MCP integrations are the same. Why tools built around MCP operate differently from tools that wrapped it around an existing API.
LinkedIn's 2025 data shows AI-generated posts get 30% less reach and 55% less engagement. Here's an automation workflow that keeps your voice intact and your reach from tanking.
An honest field report on MCP servers for social media posting. Which platforms they cover, what they actually do, and where each breaks down.
The Model Context Protocol lets Claude post to LinkedIn directly. Here's what's happening under the hood, what LinkedIn's API allows, and where the integration stops.
When ChatGPT is enough for LinkedIn and when a specialized tool earns its keep. An honest comparison from someone who spent a year running both workflows on the same account.
An honest reference on Model Context Protocol for social publishing. What MCP is, what OAuth 2.1 and PKCE mean for you, which platform APIs are the hard parts, and how to choose a server.
Meta's Threads API has real quirks — short-lived tokens, app_id instead of client_id, 60-day token refresh. Here's what MCP does about it and what to verify before committing to a server.