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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

Beyond latency-based routing: Adaptive load balancing in Bifrost

Beyond latency-based routing: Adaptive load balancing in Bifrost

Most teams running multi-provider LLM stacks have moved past pure round-robin for traffic distribution across providers and API keys. They've adopted latency-based routing: measure response times, penalise slow backends, shift traffic toward the fast ones. The approach is reasonable, but it has a failure mode

Your Semantic Cache Has a Grey Zone Problem

Your Semantic Cache Has a Grey Zone Problem

If you're running LLMs in production, you've probably built (or thought about building) a semantic cache. The pitch is simple: embed incoming prompts, find near-duplicates, serve the cached response, skip inference. It works. Except when it doesn't. A new paper from Apple introduces

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

Integrating Gemini CLI with Bifrost Gateway

Integrating Gemini CLI with Bifrost Gateway

Gemini CLI is Google's command-line coding assistant that brings the power of Gemini models - including Gemini 2.0 Flash with its massive context window and multimodal capabilities - directly to your terminal. By routing Gemini CLI through Bifrost Gateway, you gain multi-model flexibility, comprehensive observability, MCP tool

Integrating Zed Editor with Bifrost Gateway

Integrating Zed Editor with Bifrost Gateway

Zed is a high-performance, collaborative code editor built for the modern development workflow. With native AI assistant integration, Zed can leverage language models directly within the editor for code generation, refactoring, and explanation. Integrating Zed with Bifrost Gateway unlocks multi-provider model access, MCP tools, and observability - transforming Zed&