Open Tooling – Open-source, agent-first CRM with MCP tools and memory(github.com)
github.com
Open Tooling – Open-source, agent-first CRM with MCP tools and memory
https://github.com/Attri-Inc/open-tooling
6 コメント
Worth noting this is intentionally headless — no UI shipped. The bet is that between
MCP and AI code gen tools, the bottleneck is no longer the frontend, it’s having a solid
typed API behind it. I’ve been using it with Claude Desktop and the conversational
interface is surprisingly natural for CRM workflows.
The evidence chain is the part I keep coming back to. Most agent memory is just “vector DB + hope for the best.” Having structured provenance where you can trace a claim back to the actual email that confirmed it is a game changer for trust in agent-operated systems.