Observed arrival · 2026-11-10
AgentsByTask’s evidence-labeled tool directory
A directory of AI agents, MCP servers, APIs, CLIs, skills, and website actions, organized around tasks people want to complete.
○Open
⊠Login
$Paid
†Ads
✦Pretty
●Pro
◎Niche
◉Human
⚑Risk
ƒJS
- For
- Developers evaluating tools for specific assistant workflows
- Worth noticing
- Task cards define pass conditions, while directory-run counts are shown separately from publisher claims and connection checks.
Field notes
The task taxonomy ranges from booking appointments and handling call interruptions to extracting PDF fields and finding official CLI references. Cards include explicit outcome checks—for example, a calendar should contain exactly one matching event—alongside a visible count of listings and directory runs. Many tasks show no runs, so the page distinguishes available listings from tested results.
Observed signals
Read the marks
Editorial observations of this landing page, not a rating.
○OpenPublic substance visible
✦PrettyNotable craft visible
●ProPolished or operationally mature
◎NicheUnusually specific use
One card from the complete issue