Blog

Thoughts on LinkedIn automation, AI agents, and building in public.

ArchitectureMarch 3, 20264 min read

Your data, your rules: how Crispy handles LinkedIn data

Most LinkedIn tools lock your data in their database. We give you three choices - managed storage, bring your own database, or fully stateless.

ProductFebruary 28, 20265 min read

MCP + LinkedIn: how AI agents automate outreach

Model Context Protocol lets AI agents use LinkedIn like a human. Here's how it works and why it matters for sales teams.

GuideMarch 4, 20265 min read

The complete guide to LinkedIn MCP servers

What Model Context Protocol is, why it matters for LinkedIn automation, and how to set up Crispy as your LinkedIn MCP server in minutes.

ComparisonMarch 3, 20265 min read

LinkedIn API pricing in 2026: official vs alternatives

A transparent breakdown of LinkedIn's official API costs, what you actually get, and how alternatives like Crispy compare at a fraction of the price.

ComparisonMarch 2, 20265 min read

Best LinkedIn API alternatives for developers

The official LinkedIn API doesn't cover most automation use cases. Here are the best alternatives for developers building LinkedIn integrations in 2026.

GuideMarch 1, 20265 min read

How to automate LinkedIn outreach with AI agents

A step-by-step guide to building AI-powered LinkedIn outreach workflows using MCP - from prospect search to personalized messages.

GuideFebruary 27, 20265 min read

LinkedIn lead generation with AI: a practical guide

How to build a full-funnel LinkedIn lead generation system using AI agents - from search and qualification to outreach and conversion tracking.

GuideMarch 5, 20265 min read

How to sync LinkedIn to your CRM with AI (no integrations needed)

Most LinkedIn-CRM integrations are expensive and rigid. Here's how AI agents sync LinkedIn conversations to HubSpot, Salesforce, or any CRM - using MCP instead of built-in connectors.

GuideMarch 20, 20265 min read

How to automate LinkedIn content with AI agents

AI agents can research trending topics, draft posts in your voice, schedule them, and track performance - all from a single prompt. Here's how.

ComparisonMarch 20, 20266 min read

Crispy vs Expandi vs HeyReach vs Dripify: which LinkedIn tool in 2026?

A side-by-side comparison of the four leading LinkedIn automation tools - pricing, features, AI support, data ownership, and who each is actually built for.

ComparisonFebruary 20, 20263 min read

Why AI-native beats traditional LinkedIn automation

Traditional tools give you workflows. Crispy gives your AI agent superpowers. Here's why the approach is fundamentally different.