AI & ML

Email Client as MCP Server. Feature: multiple configuration, more than just gmail

An MCP server providing image processing and cloud storage capabilities, allowing AI assistants to resize, optimize, and upload images to AWS S3, Cloudflare R2, or Google Cloud Storage.

A comprehensive MCP server for Red Hat's Jira instance, enabling AI assistants to manage issues, sprints, boards, and project administration via 30 specialized Jira tools.

MCP (Model Context Protocol) Server. Executes code snippets in isolated Docker containers with resource limits and security controls for safe testing and debugging across multiple programming languages.

MCP (Model Context Protocol) Server. Enables image processing and analysis by extracting images from URLs or base64 data, with features for resizing, format conversion, and secure domain filtering.

Web scraping using ScrAPI. Extract website content that is difficult to access because of bot detection, captchas or even geolocation restrictions.

An MCP server for Google Scholar written in TypeScript with Streamable HTTP transport, along with a `client` implementations that integrates with the server and interacts with `gemini-2.5-flash`.

Powered by BoostSecurity, the MCP guardrails coding agents against introducing dependencies with vulnerabilities, malware or typosquatting.

MCP (Model Context Protocol) Server. Integrates with chess engines and libraries to provide game analysis, move generation, and position evaluation for chess applications and research.

Sequa AI is a Contextual Knowledge Engine that unifies codebase documentation and internal knowledge, providing AI agents with real-time, accurate context from repositories, tickets, and docs.

MCP (Model Context Protocol) Server. Provides a bridge to Dutch parliamentary data through Bert Hubert's tkconv service, enabling search across documents, MP information retrieval, and access to official records for political research and civic engagement.

*Featured on Claude!* MCP server for accessing near real-time health data from Yale's PopHIVE platform, as well as additional HHS/CDC data

A behavioral validation layer for AI coding assistants that enforces quality gates across research, planning, code changes, and testing using LLM-based evaluations.

Secure MCP server for libSQL databases with comprehensive tools, connection pooling, and transaction support. Built with TypeScript for Claude Desktop, Claude Code, Cursor, and other MCP clients.

A persistent memory solution for LLMs that uses a knowledge graph to store and retrieve entities, relationships, and observations across sessions, with support for SQLite and PostgreSQL.

A Model Context Protocol (MCP) server for Zammad integration, enabling AI assistants to interact with tickets, users, and organizations.

A unified academic research interface that searches and retrieves papers from ArXiv, OpenAlex, and the Open Science Framework, with the ability to convert full-text PDFs to markdown.

Bridges Apache DolphinScheduler's workflow management platform with AI systems, enabling automated project management, workflow execution, and resource orchestration through standardized MCP tools.

A specialized Solana blockchain MCP server for the LetsBonk launchpad, enabling users to launch and trade tokens directly through the letsbonk.fun platform.

Semantic search knowledge base for MCP-enabled AI assistants. Index local files or GitHub repos, query with natural language. Built on LanceDB vector storage. Works with Claude Desktop, Cursor, and other MCP clients.

An experimental, 100% AI-generated, high-performance code intelligence server providing AI assistants with a graph-based understanding of codebases.

A FastMCP server that integrates with the Replicate API to provide resource-based image generation, model discovery, and progress tracking for AI model inference.

Stack & Orchestrate MCP Tools — The Scikit-Learn-Pipeline Way , For LLMs

A decentralized tool discovery and management ecosystem for the Model Context Protocol, featuring a registry for sharing, installing, and orchestrating AI agent tools.

A specialized MCP server for macOS that provides fuzzy search and browsing capabilities for Apple Messages (iMessage/SMS) with contact resolution and conversation threading.

MCP Chatbot powered by Anthropic Claude. Delivering on‐demand literature search and summarisation for academics and engineers

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

provides AI-powered PostgreSQL performance tuning capabilities.

A Model Context Protocol server that bridges LLMs with the Compiler Explorer API, allowing for real-time code compilation and assembly analysis across hundreds of compiler versions and languages.