dsh-codebuddy: Connecting CodeBuddy Login and Inference Level Control to DeepSeek Harness
**Introduction:** When developing agents using DeepSeek Harness (DSH) and wishing to reuse models from the CodeBuddy platform, one usually has to handle OAuth authorization, maintain tokens, and manually configure the models available to the account. Once the account models change, the configuration must be updated accordingly, and credential management is prone to errors. dsh-codebuddy solves this problem by packaging CodeBuddy's OAuth login, dynamic model catalog, and inference tier selection into a standard DSH plugin. Below, we introduce its capabilities, installation methods, and daily usage. **# What is it?** dsh-codebuddy is a DeepSeek Harness plugin maintained by Lbryany, designed to...
Read MoreMCP's Largest Version Update: How Stateless Core Enables AI Agents to Truly Enter Production
On July 28, 2026, the Model Context Protocol released its 2026-07-28 specification, marking the largest revision since the protocol launched: the initialize handshake and Mcp-Session-Id have been removed, and the protocol has shifted to a stateless HTTP request/response model, enabling servers to be deployed on Serverless platforms and behind standard load balancers. MCP Apps and Tasks have graduated to official extensions, OAuth 2.0 authorization synchronization has been strengthened, and full support for Claude will be rolled out gradually. This article sorts out six key points including SEP stateless transformation, extension framework, enterprise authorization essentials, and breaking change migration suggestions for production environment evaluation and reference.
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