# AI agent tools over the last 30 days

This is a representative demo response, not live research.

## What I learned

Agent tool conversations are converging on simple JSON contracts, readable documentation, and clear trust boundaries.

## Source signals

- Reddit and Hacker News: practical discussion of agent workflows and MCP adoption.
- GitHub: tool repositories and integration examples.
- Polymarket and grounded web: broader context where relevant.

## Demo status

status: complete
demo: true
charged_minor: 0
result_url: https://last30days.agentpaul.net/tools/last30days/demo.md
expires_at: 2026-07-16T07:56:21.114Z

## Warnings

- Demo response only. No live provider calls were made.

## Source health

- reddit: ok via demo
- hackernews: ok via demo
- github: ok via demo
- x: partial via demo; warning: Demo uses canned social signal.