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MCP Servers

ChatCrystal is a local-first AI PKM app for developers who solve real problems with Claude Code, Cursor, Codex CLI, Trae, and GitHub Copilot.

Real reap --agent output, run against a generated sample stack ( hero-fixture.sh ) — not anyone's install. The numbers further down are measured on mine.

is a local stdio MCP server that lets an Agent ask configured multimodal providers to inspect an explicitly supplied image, video, audio file, or music file.

Point Claude at any audio file and it can tell you the key, tempo, dynamics, timbre, percussive character, stereo field, structural sections, and how the music evolves over time -- all from raw audio...

Thunderbird MCP gives an AI agent real control of the Thunderbird already running on your machine — your mail, your folders, your contacts, your calendar, your filters, and your actual settings.

Chat with AI, run tasks on autopilot, and manage your projects — all from one tab.

Google Ads Agent Skills for Claude — campaign analysis, account auditing, safe write ops, PPC math, and MCP server integration

The local-first knowledge layer for AI development.

Professional Serial Port Debugging Assistant with Modbus, PLC, CAN, I2C/SPI support and MCP server

makes it easy to deploy and serve Haystack Pipelines and Agents.

Open-source, local-first memory and context for AI agents. One memory store, every agent.

The . The historical and kept only for legacy/self-hosted workflows. New users should start with the extension-first path below.
Agent Skills

Turn your Flash model into a Pro. No model upgrade needed.

A brutally honest, fully personalized 6-month plan to land a $100K AI job (or equivalent income through freelancing/consulting).

一套面向网络小说作者的**。覆盖从构思、写作、润色到发布的全流程,每个模块包含核心方法论(SKILL.md)和深度参考文档(references/)。

Build native-feeling macOS applications that look like Apple designed them.

阿里内网用户欢迎加群交流 【群号: 156800004200 / TMCP 天使用户群】

CodexOnAnyDevices enables you to keep vibe coding from your phone while working out at the gym. It runs on the web to control your Codex.

Aithy is a private local AI runtime: easy to run, inspectable in the browser, and ready for local models, cloud providers, eligible Grok subscriptions, and Mesh-shared home GPUs.

Not just what's new. What's new for you.

You built an app with Lovable, Bolt, v0, Cursor, or Claude Code. It works on your screen. This audits the five domains between "works for me" and "real users are paying for this and nothing is on...

Your AI-Powered Senior Quant Researcher. Discover alpha. Evaluate factors. Monitor decay. Backtest strategies. All through natural language — in any AI coding assistant.

A curated collection of Claude Code plugins for professional Odoo ERP development — fast code indexing, intelligent patterns, token optimization, and live instance querying.

- 大模型调用是怎么做的 - Agent 为什么不是普通聊天机器人 - Claude Code 风格的 coding agent 是怎么循环运行的 - 工具调用、子代理、上下文压缩、任务系统、多 Agent 协作是怎么一点点叠加出来的