Every task captures more than code—intentions, decisions, review feedback, the thinking behind the work. Contextgraph clusters these into skills and feeds them back, so your agents learn not just patterns but principles.
The compounding starts immediately: install the plugin, work with Claude Code, and watch skills emerge from the full loop—planning, execution, and review.
Agents executing in parallel:
| Spec Tools | Issue Trackers | AI Agents | Contextgraph | |
|---|---|---|---|---|
| Structures freeform input | ✓ | ✗ | ✗ | ✓ |
| Tracks and organizes work | ✗ | ✓ | ✗ | ✓ |
| Writes code | ✗ | ✗ | ✓ | ✓ |
| Breaks down complex work | ✗ | ✗ | ✗ | ✓ |
| Adapts plans as you ship | ✗ | ✗ | ✗ | ✓ |
| Orchestrates to completion | ✗ | ✗ | ✗ | ✓ |
| Learns across sessions | ✗ | ✗ | ✗ | ✓ |
Siloed tools can't learn. Contextgraph closes the loop—observations become skills, skills improve agents, better agents generate better observations.