
We Built an Open-Source CRM for AI Agents — Here's Why
We Built an Open-Source CRM for AI Agents — Here’s Why Traditional CRMs were designed for humans clicking buttons. With 6,400+ MCP servers and AI agents entering every enterprise workflow, it’s time for infrastructure that’s built for them. If you’re building AI agents that interact with business data, you’ve probably hit the same wall we did. Your agent can call APIs, generate text, and reason over documents — but where does it store what it knows? Where does it persist contacts, deals, interactions, and the evidence behind every claim? How does it handle conflicting information without silently overwriting the truth? Most teams wire up a vector database and call it memory. That works for semantic search. It doesn’t work when you need to know the exact deal value, who the decision maker is, and which email confirmed it — with a full audit trail. We needed something better. So we built it and open-sourced it. Open Tooling CRM: The Technical Case Open Tooling CRM is a headless, local-fi
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