Ask an AI about 25 years of your own social media history

A developer merged decades of social media backups into one timeline and added an MCP server to query it with an LLM.

Difficulty
IntermediateOur rating
Time to build
Not reportedOur estimate
Monthly cost
Not reported
Revenue
Not reportedWe only show revenue the source states
Engagement
1 reply to HN commentComment in β€œAsk HN: Who is using MCP in production?” (198 points, 201 comments) Β· fetched Oct 15, 2026

What they did

RebeccaTheDev built Afterfeed, a web app showing social media backups as one timeline: about 100,000 posts from LiveJournal in 2001 to Mastodon in 2026. She added an MCP server as a last-minute idea.

How it went

With an LLM wired up, she asks introspective questions such as what she was doing ten years ago.

Worth knowing

Personal archives are sensitive; keep the server private.

Builder recipe

Our own starting point, written from the source. Adapt it to your setup.

Stack

  • Your social media exports
  • A timeline app with search
  • MCP server

Steps

  1. Give the agent access only to the accounts it needs.
  2. Write a clear brief with hard constraints.
  3. Ask it to report back before anything irreversible.
  4. Review the outcome and refine the brief.

Starter prompt

Using my archive tool, what was I posting about this week 10 years ago? Summarize the themes and quote 3 posts.

Tags

Tool MCP
Industry Personal

Read the original

Related use cases

The Daily 5.

Five real AI agent use cases each morning, each with a recipe and a source. Plus a Sunday roundup. Free.