KRouter: Building a Shared Markdown Memory Store in DeepSeek Harness
KRouter is a plugin for DeepSeek Harness designed to address agent context fragmentation and unchecked speculation. Through the MCP protocol, it enables agents such as Claude Code and Cursor to share the same Obsidian vault as a unified memory source. The tool provides local full-text search, a no-guessing mechanism, automated session distillation, and source tracking. All memories are stored as plain Markdown files, ensuring data security and full local control. After installation, users can import historical sessions, allowing agents to accurately reconstruct prior decisions and avoid errors caused by lost context, thereby providing a zero-maintenance “second brain” for development.
Read Morexby-db: A Database Access Plugin for DeepSeek Harness
xby-db is an MCP database plugin for the DeepSeek Harness ecosystem, designed to connect securely to databases via the MCP protocol. It supports SQLite, PostgreSQL, MySQL, and MariaDB, and provides core features such as setting an API key, listing table schemas, executing SQL statements (including named parameters), retrieving execution plans, and generating audit logs. Users must register to obtain a key and enable write-operation permissions in the configuration to achieve standardized database interactions.
Read Morexby-howtocook: An AI Recipe Recommendation Service Based on the MCP Protocol
xby-howtocook is a DeepSeek Harness plugin based on the MCP protocol, designed to provide agents with life-service capabilities. Maintained by xby-skill, its core features include recipe search, category filtering, intelligent meal planning, and detail viewing. Users must configure an API key from the official Xiaoben Yang website to use it. It supports category-based retrieval, dietary-restriction-aware dish recommendations, and shopping list generation, and can be interacted with through specific commands. The plugin is suitable for developers who want to add dining planning capabilities, and it is licensed under MIT.
Read Morexby-hot-news: An MCP Protocol-Based Plugin for Aggregating Hot Topics Across the Web
`xby-hot-news` is a hot-topic aggregation plugin for DeepSeek Harness based on the MCP protocol. Installation requires running CLI commands and configuring an API key. The plugin provides 25 functions spanning news and information (e.g., 36Kr, BBC, NetEase), tech and digital (e.g., 9to5Mac, InfoQ, Juejin), video and entertainment (e.g., Bilibili, Douyin), and consumer reading (e.g., Douban, smzdm), offering agents a one-stop way to retrieve trending topics across the entire web.
Read Morexby-ai-persona: A DeepSeek Harness Plugin Supporting Multi-AI Persona Collaboration
xby-ai-persona is a plugin for DeepSeek Harness (DSH) that functions as an MCP protocol server, enabling local collaboration among multiple AI personas. Its core features include configuring API keys, invoking a specified persona, listing available personas, checking the version, and performing intelligent interactive analysis. It is recommended to install the plugin using the official command, and users must register on the Xiaobenyang official website to obtain an API key before use. This plugin is suitable for scenarios such as code analysis and product design that require multi-role collaboration.
Read Moreopenma-ai/dsh-mcp-apps: Add MCP Apps support for DeepSeek Harness
# Foreword MCP Apps allow MCP tool results to carry `ui://` HTML resources, which are rendered by the client into an interactive interface. To get this working in DeepSeek Harness (DSH), a complete set of components is required, including the protocol Host, sandbox renderer, and display mode management. In contrast to existing approaches: DSH's Web build comes with an inline-only renderer that only covers a single surface type. Below, I introduce openma-ai/dsh-mcp-apps: it packages the MCP Apps Host and Web renderer into a standard Cordis plugin, filling in this layer of capability. # What is openma-ai/dsh-mcp-apps (npm
Read More@zibokapi/dsh-codex-computer-use: macOS Desktop Operation Plugin for DSH Installation
@zibokapi/dsh-codex-computer-use is a DSH desktop automation plugin for macOS, maintained by geohotstan, licensed under the MIT License. This plugin provides application lists, key window screenshots, and model-readable accessibility trees through a local Swift-daemon, supports synthesized mouse and keyboard input based on element indices, and features background-first delivery, approval policies, and standalone MCP server capabilities. It requires Node.js >= 22.19.0, Xcode Command Line Tools to build the daemon, and grants macOS Accessibility and Screen Recording permissions.
Read MorexAI Open-Sources All Terminal Programming Agents: Why Grok Build Shot to the Top of GitHub Trending Overnight
On July 15, 2026, xAI open-sourced the complete Harness and TUI of the Grok Build terminal programming Agent under the Apache 2.0 license. The main body is implemented in Rust, supporting MCP, Skills, local Ollama deployment and multi-model configuration. The repository quickly topped GitHub Trending, and is regarded as a landmark event in the migration of AI coding tools from closed-source IDE plugins to auditable and privatizable terminal Agents. This article sorts out its architecture, installation method, Ollama access and comparison with tools such as Claude Code.
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