AI & ML

A TCP-based message brokering server that enables different AI agents to communicate and coordinate through persistent messaging, session management, and cross-platform capability.

A suite of MCP servers designed to enforce team conventions and design patterns through automated code scaffolding, architectural guidance, and design system discovery.

A tool orchestrator that executes sandboxed TypeScript and Python code, allowing LLMs to access unlimited MCP tools through a single interface while saving up to 98% in context tokens.

- Notion MCP integration. Search, Read, Update, and Create pages through Claude chat.

A professional project scaffolding and code analysis toolkit that provides technical debt grading, mutation testing, and AI-optimized context generation across 17+ languages.

Kodit is an MCP server that indexes local and remote codebases using tree-sitter parsing and semantic embeddings to enable hybrid search for AI coding assistants.

A unified documentation search server for SAP technologies, offering high-performance BM25 full-text search across SAPUI5, CAP, ABAP, and real-time community/help portal integration.

A declarative framework and SDK for building agentic workflows that bridges MCP servers with web-based UI widgets and ChatGPT apps, featuring stage-based navigation and state management.

A comprehensive MCP server for BrowserStack that enables AI agents to manage test cases, execute manual and automated tests on real devices, perform accessibility scans, and debug test failures using natural language.

A comprehensive AI framework for Delphi that enables developers to build autonomous agents, manage high-precision RAG systems, and create native MCP servers with support for major LLM providers.

connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks. This integration enables AI-assisted code execution, data analysis, visualization, and more.

Bridges your IDE with the OpenAI Codex CLI to enable automated code analysis, structured refactoring, and AI-driven brainstorming with built-in sandbox controls.

Memorizer is a persistent memory storage system for AI agents that uses PostgreSQL and pgvector to provide semantic search, version tracking, and knowledge graph relationship mapping.

An MCP server that enables AI assistants to manage HubSpot CRM data including contacts, companies, and conversations, featuring built-in FAISS vector storage for semantic search.

A command-line management tool for MCP servers that allows users to add, list, run, and remove servers, as well as discover and call tools across different MCP clients.

- This MCP server provides tools to interact with various Naver services, such as searching blogs, news, books, and more.

A lightweight Python-based MCP server that integrates the XTQuant quantitative trading platform with AI assistants, enabling automated stock market data retrieval, real-time analysis, and technical charting.

SmartDB is a universal database gateway for the Model Context Protocol that supports MySQL, PostgreSQL, Oracle, SQL Server, and Dameng with advanced features like SQL optimization, health diagnostics, and OAuth 2.0 security.

MCP (Model Context Protocol) Server. Enables LLMs to interact with AWS Lambda functions, providing access to private resources, AWS services, and Lambda's capabilities for data processing and external API integration.

MCP (Model Context Protocol) Server. Secures remote AI servers using Azure API Management as a gateway with Microsoft Entra ID authentication, enabling enterprise-grade access control for organizations leveraging existing Azure identity services.

MCP (Model Context Protocol) Server. Combines DeepSeek's analysis with multiple response models to enhance AI conversation quality through structured two-stage reasoning.

A tool for automating iPhone tasks via Appium and XCUITest, providing capabilities for UI interaction, app management, and screenshot capture with optimized XML output.

A lightweight agent orchestration dev tool that manages repo-level context through a git-native memory system of specs and issues. It allows AI agents to track long-horizon tasks, handle context handoffs, and synchronize development plans directly within a version-controlled environment.

A specialized MCP server that connects to TeslaMate PostgreSQL databases, enabling AI assistants to perform detailed analytics on Tesla vehicle data including battery health, driving efficiency, and charging history.

A simple tool that performs a fetch request to a webpage.

A versatile content extraction and processing server that transforms URLs, documents, media files, and images into clean, structured text and AI-generated summaries.

A comprehensive development environment integrating 600+ AI agents, multi-model orchestration, and spec-driven methodologies within cloud-based workspaces like DevPods and Codespaces.

A comprehensive MCP server for VictoriaMetrics that enables querying metrics, analyzing TSDB cardinality, debugging relabeling rules, and searching embedded documentation directly within AI clients.

A comprehensive MCP server for interacting with the JFrog Platform API, enabling automated repository management, build tracking, security vulnerability scanning, and container monitoring.

A Model Context Protocol (MCP) server that provides authenticated access to Google Workspace APIs, offering integrated Authentication, Gmail, Calendar, and Drive functionality