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MCP Audit Logging: Requirements for Enterprise Governance and Compliance

MCP Audit Logging: Requirements for Enterprise Governance and Compliance

MCP adoption inside enterprise AI stacks moved from a single experimental server to fleets of tools wired into production agents in a remarkably short window. As that surface area expanded, three questions stopped being theoretical for platform teams: which tools is an agent allowed to call, who triggered any given

Why MCP Tool Discovery Belongs in a Filesystem, Not the Context Window

Why MCP Tool Discovery Belongs in a Filesystem, Not the Context Window

Every MCP tool definition the model doesn't end up using is wasted context. That's the quiet bug in the way most teams run the Model Context Protocol today. Connect five MCP servers with thirty tools each, and the model receives 150 tool definitions before it ever

Enterprise MCP Governance: Access, Audit, and Cost Controls for AI Agents

Enterprise MCP Governance: Access, Audit, and Cost Controls for AI Agents

Enterprise MCP governance comes down to three controls every production AI agent deployment needs: access, audit, and cost. Here is what each one looks like in practice. When a new engineer joins a team, they are not handed unrestricted access to every system the company runs. Their access is scoped

Code Mode and the Architecture of Token-Efficient MCP AgentsCode Mode

Code Mode and the Architecture of Token-Efficient MCP Agents

The Context Window Problem If you've built an agent that connects to more than a handful of MCP servers, you've already run into this. Every tool definition from every connected server gets loaded into the model's context window on every request. Five servers with

Bifrost MCP Gateway: Access Control, Cost Governance, and 92% Lower Token Costs at Scale

Bifrost MCP Gateway: Access Control, Cost Governance, and 92% Lower Token Costs at Scale

Scaling cost per query — Tools vs Tokens Average input tokens consumed per query as tool count increases Code Mode OFF Code Mode ON Estimated cost - Code Mode OFF vs ON Absolute dollar cost per round, same queries Code Mode OFF Code Mode ON