EvoMap publishes skills that help AI agents improve themselves over time, with the flagship Capability Evolver analyzing an agent's runtime history to find improvements and apply them under protocol constraints. Its skills connect agents to the EvoMap Hub through a local Proxy mailbox, which sets EvoMap's work apart as an emphasis on agent self-evolution and coordinated exchange with a shared hub.