AI & ML

A flexible MCP server that exposes customizable YAML/JSON prompt templates as interactive tools, featuring hot-reloading for code review, refactoring, and AI-assisted service generation.

A specialized MCP server that provides real-time access to Unsloth AI documentation, allowing AI assistants to search for installation guides, supported models, and fine-tuning tutorials.

A semantic search and document retrieval server that enables conversational querying of personal research libraries (PDF, DOCX, MD) using vector embeddings and ChromaDB.

A specialized financial MCP server that provides real-time USD/EUR exchange rates and Brent crude oil prices sourced from zenrus.ru, including tools for currency-based oil purchasing power calculations.

A comprehensive MCP server for ChromaDB that enables AI assistants to perform vector database operations, including collection management, document CRUD, and semantic similarity searches with support for multiple embedding providers.

A professional-grade MCP server for managing Google Calendar schedules, featuring full event lifecycle management and specialized multimodal support for extracted events from screenshots and images.

An MCP server providing comprehensive PII detection and anonymization using Microsoft Presidio, capable of handling 25+ entity types across plain text and structured JSON data.

A Model Context Protocol server template for Cloudflare Workers that includes built-in OAuth authentication and SSE transport support. It serves as a secure bridge for hosting remote tools accessible from Claude Desktop or other MCP clients.

A robust MCP server for interacting with Twitter via TwitterAPI.io, allowing for searching tweets, retrieving user profiles, and posting content without needing an official Twitter developer account.

A specialized MCP server that resolves git commit hashes, branch names, or PR numbers into comprehensive GitHub Pull Request metadata using the GitHub CLI.

A specialized MCP server that provides intelligent access to Open-E JovianDSS REST API documentation, enabling developers to search, analyze endpoints, and compare version differences using natural language.

A specialized workflow automation server for tax professionals that manages conversational client intake, generates personalized document checklists, and routes clients to specialists based on complexity scores.

Open Identity Standard for AI Agents — DID, Agent Cards, delegation, reputation

A specialized MCP server for video and image analysis using the Qwen3-VL-8B-Instruct model on Blaxel, supporting video Q&A, summarization, and OCR.

A lightweight Playwright-based MCP server that allows LLMs to interact with web pages using structured accessibility snapshots instead of resource-intensive vision models.

A Model Context Protocol server that integrates with Jira to manage tasks, allowing users to fetch assigned issues, view specific task details, and create new tickets through the Jira API.

A specialized backup and restoration server for AI agents and code editors, providing context-aware versioning and safety save points during critical refactoring tasks.

A GitLab CI/CD monitoring server that enables AI agents to track pipeline status, retrieve job logs, and automatically analyze failure root causes using intelligent error pattern extraction.

GitMCP transforms any GitHub repository or GitHub Pages site into a real-time documentation hub for AI assistants, providing tools for smart search and code retrieval to eliminate hallucinations.

A flexible MCP server that allows users to securely define and execute arbitrary command-line tools via JSON configuration. It provides a controlled interface for Claude to interact with system utilities through parameter validation, directory scoping, and execution limits.

An MCP server that enables other AI models (like Claude) to use Google's Gemini models as tools for specific tasks through a standardized interface.

A specialized MCP server for analyzing audio files through numerical fingerprinting, pitch tracking, and visual spectrograms without requiring direct audio playback. It enables AI models to compare audio iterations and detect spectral patterns using token-efficient operations.

A security-hardened MCP server offering a local execution environment with strict firewall controls, filesystem protections, and a plugin architecture for progressive tool discovery.

A standardized interface for AI assistants to interact with the Todo for AI task management system, enabling project task retrieval, entry creation, and feedback submission.

Enables access to the Realty In Ca1 API for searching residential and commercial property listings, exploring neighborhood demographics, and retrieving detailed agent and property information across Canada.

A TypeScript-based MCP server that integrates with Claude Desktop to provide real-time weather information via the OpenWeather and WeatherAPI.com services.

A specialized MCP server for InBiot MICA sensors that provides real-time air quality monitoring, historical statistical analysis, and automated WELL Building Standard compliance assessments.

A Python-based MCP server providing access to Whissle AI services for high-quality speech-to-text, speaker diarization, language translation, and automated text summarization.

A Model Context Protocol server that enables interaction with Gmail to read unread emails and create drafts using Google OAuth 2.0 authentication.

A configuration-focused MCP server for managing the TerraAPI ecosystem, allowing LLMs to programmatically handle health and fitness integrations, setup destinations like webhooks or databases, and manage provider credentials.