OpenRouter vs LiteLLM vs Bifrost: AI Gateway Comparison A comparison of OpenRouter, LiteLLM and Bifrost across latency, deployment options, provider coverage, governance and MCP support.
Self-Hosted AI Gateway for Cursor with Claude or Ollama A self-hosted AI gateway for Cursor is an OpenAI-compatible endpoint you run yourself that routes Chat, Agent, and Inline Edit requests to Claude, GPT-5, or local Ollama models. This guide covers Bifrost setup, the Ollama Cursor workflow, BYOK limits, budgets, token tracking, and failover.
Tracing AI Agent Failures: Debugging Multi-Step Tool Workflows When AI agents fail in production, logs alone are not enough. Learn how distributed tracing exposes failure points across multi-step tool workflows. When a deterministic service breaks, you get a stack trace. When an AI agent breaks, you get a clean response that is silently wrong. Tracing AI agent
Connect Claude Code to Multiple MCP Servers Through One Gateway Use Bifrost to connect Claude Code to multiple MCP servers through a single /mcp endpoint, with centralized tool governance, audit logs, and lower token costs. Connecting Claude Code to multiple MCP servers gets expensive fast. Every server you add to Claude Code is a standalone connection with its own credentials,
Manual Approval vs Autonomous Tool Execution: Designing Safe AI Agent Loops Designing safe AI agent loops means choosing where to gate tool execution. A practical guide to manual approval, autonomous execution, and the middle path. Every production AI agent eventually has to answer the same question: when the model proposes a tool call, who decides whether it runs? The two ends
MCP Tool Groups: Managing AI Tool Access at Scale Bifrost MCP Tool Groups let platform teams govern MCP tool access across teams, customers, users, and providers from a single named policy. Once an MCP deployment moves past a handful of virtual keys, managing tool access one key at a time stops working. A new team needs the same database
MCP RBAC: Tool-Level Permissions for Production AI Agents MCP RBAC enforces tool-level permissions for production AI agents. Learn how Bifrost's virtual keys and tool filtering deliver least-privilege access at scale. Production AI agents now connect to dozens of Model Context Protocol (MCP) servers exposing hundreds of tools, yet most setups still rely on a