AI & ML

A local vector database MCP server using FAISS for high-performance semantic search and document RAG, supporting various file formats and custom embedding models.

MCP (Model Context Protocol) Server. Integrates with Mem0.ai's memory management system to provide structured, persistent memory across conversations through a cognitive-inspired architecture that organizes information into short-term and long-term memory types.

An MCP server that enables MCP clients like Claude Desktop to interact with data from protocols.io.

A robust MCP server for automating and monitoring terminal sessions, supporting local shells, SSH connections, background jobs, and automated test assertions.

Enables AI agents to read, create, and manage pages and hierarchical blocks within a local Logseq knowledge graph via its HTTP API.

A professional MCP server that connects to the QMT platform to provide real-time and historical Chinese A-share market data, enabling automated stock analysis and data retrieval.

MCP (Model Context Protocol) Server. Enables querying and retrieving detailed information about Azure resources across subscriptions through Azure Resource Graph API for cloud infrastructure analysis and troubleshooting

MCP (Model Context Protocol) Server. Debugging tool that retrieves, filters, and displays MCP logs from Claude desktop applications across macOS, Windows, and Linux for troubleshooting integration issues.

MCP (Model Context Protocol) Server. Integrates with Gmail APIs to enable reading, sending, and managing emails across multiple accounts, supporting automated email processing and workflow integration.

A standardized MCP interface for AWS Athena that enables SQL query execution, result management, and database schema discovery.

A Model Context Protocol server that recreates CorentinTh it-tools utilities for AI agents, enabling access to a wide range of developer tools (encoding, decoding, conversions, and more) via MCP.

MCP (Model Context Protocol) Server. Enables Claude Code to consult with multiple expert coding agents powered by OpenAI's o3-mini and Claude 3.7 Sonnet for enhanced problem analysis and diverse model perspectives

MCP (Model Context Protocol) Server. Provides coding style guidelines and best practices for Java, Python, and React in Markdown format to enhance development workflows and maintain consistent code quality.

A robust MCP server for Philips Hue smart lighting systems, allowing AI assistants to manage individual lights, groups, and scenes via local network integration. It supports detailed controls for brightness, RGB colors, color temperatures, and advanced effects through natural language commands.

A problem-solving MCP server that provides tools for structured thinking through both narrative-based story construction and traditional sequential logic paths.

A robust MCP server bridging Claude Code with Perplexity's Comet browser to enable autonomous web browsing, deep research, and multi-tab management with full Windows and WSL support.

A comprehensive MCP server for Gmail integration that allows AI assistants to manage emails, drafts, labels, filters, and archiving using the official Google API.

MCP (Model Context Protocol) Server. Enables AI interaction with Autodesk Revit models for design assistance, analysis, and BIM workflow integration through a WebSocket connection.

A robust MCP server for Coolify that enables full infrastructure management including application lifecycles, database operations, and real-time monitoring through AI interfaces.

A robust C++ code intelligence server that combines Tree-sitter parsing with Clangd LSP and optional Gemini AI to provide fast symbol navigation, call hierarchy analysis, and architectural insights.

An MCP server providing access to OpenRouter's ecosystem of AI models, supporting text chat and advanced multimodal image analysis across Windows, macOS, and Linux.

A comprehensive MCP server providing programmatic access to GitBook API for managing documentation, searching content, and executing AI-powered auditing workflows across organizations and spaces.

A benchmark implementation that converts REST APIs from enterprise services like GitLab, Azure, and RocketChat into MCP servers, offering 18,000+ tools for evaluating agent performance.

A comprehensive MCP server for managing the YApi API lifecycle, enabling AI tools to search, create, update, and test API documentation directly within development environments. It supports both Cookie and Token authentication and offers advanced features like Swagger importing and project data exportation.

A robust MCP server for Day One Journal that combines CLI for writing and direct SQLite database access for advanced querying, searching, and historical 'On This Day' reflections.

A structured reasoning engine providing 10 specialized thinking strategies with session persistence, branching capabilities, and a think-act-reflect workflow for complex problem solving.

MCP (Model Context Protocol) Server. Unifies test execution and result processing across multiple frameworks for streamlined cross-language testing and analysis.

MCP (Model Context Protocol) Server. Integrates with Unity Catalog to enable seamless execution of database functions, with tools for listing, retrieving, creating, and deleting functions within specified catalog environments.

MCP (Model Context Protocol) Server. Bridges Claude Desktop with Google's Gemini for seamless, configurable image generation via a JSON-RPC protocol that enables direct conversational image creation.

A dynamic MCP server that allows users to transform any CLI or bash command into an MCP tool and create structured AI prompt templates using simple YAML configuration files.