witness

IntegrationDev tools

Witness turns your recorded sessions or any collection of text into a dated history of how its subject changed over time. Once added, your AI can read through a body of text and produce a timeline that shows what happened and when.

This server has no hosted endpoint yet, so ahel can't serve it. You can still add it. It stays paused until ahel can serve it.

After adding it, point your AI at your sessions or the text you want reviewed and ask it to build a dated history of the subject.

What your AI can do with it

  • Turn session records into a dated timeline of changes
  • Distill any text corpus into a history of its subject
  • Show when and how a subject changed over time
  • Condense long text collections into dated history entries

Signals

GitHub stars
8
Forks
1
Last commit
Aug 2026
Advanced
Delivery
witness MCP server → your ahel gateway (mcp.ahel.ai) → every connected AI client.
Catalog kind
mcp-server
Gateway key
io-github-ingtian-witness
Source
github.com/ingtian/witness