Modern enterprises face a growing disconnect between software availability, access, and actual value. Employees waste time discovering tools and submitting access requests, while organizations overspend on underutilized licenses and lack visibility into usage and ROI. NeuroFlow tackles this through an AI Agent–driven MCP architecture that unifies software discovery, access management, and analytics into a single intelligent layer. By integrating conversational agents, secure gateways, and telemetry pipelines, it automates license provisioning, reduces manual friction, and links spend to outcomes. Built with open-source frameworks like LangGraph and MCP, NeuroFlow promotes extensibility and community collaboration while delivering measurable efficiency, transparency, and governance improvements across large enterprises.