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Human-to-AI code review bridge. Review UI in the browser, AI agents fix code via MCP.

Local MCP server for Dutch and US English spelling checks, dictionary lookups, and US English style suggestions for AI agents.

An MCP server for healthcare intake forms that lets AI agents import blank PDFs, create patient fill links, and retrieve completed PDFs while keeping PHI out of the model context.

Production-oriented agent orchestration system offering four distinct coordination strategies: centralized role queue for predictable workflows, event-sourced blackboard for auditability and replay, hierarchical planner with executors for task decomposition, and market-based bidding scheduler for heterogeneous agent coordination. Each strategy is packaged as a separate MCP server, allowing teams to select the orchestration pattern that best fits their workload characteristics. Includes comprehensive testing, production deployment playbooks, and support for both stdio and HTTP server modes.

A CLI tool to scaffold and manage new MCP-compatible server projects with uv, including virtual environment setup, dependency management, and VS Code integration.

A FastAPI-integrated MCP server that provides mathematical operations like addition and multiplication using Pandas for data manipulation. It serves as a comprehensive example for implementing different tool registration patterns and real-time communication via Server-Sent Events.

MCP server for logging and checking Jira Cloud worklogs from AI agents such as Claude Code, Claude Desktop, Cursor, or any MCP client that supports stdio.

A unified SQL MCP server that provides database connectivity across multiple backends including MySQL, Microsoft SQL Server, Oracle, and Sybase through a consistent interface. Built with a factory pattern architecture, it abstracts database-specific connection details and query syntax differences behind standardized tools for executing queries, describing table schemas, and browsing database resources. Useful for working with enterprise databases across different platforms without requiring separate integrations for each database type.

Integrates CopyQ clipboard manager with LLM agents, enabling reading, writing, searching, and managing clipboard items organized in tabs with tags and notes through a unified interface.

A batteries-included MCP server providing common coding-agent tools like web search, page fetching, file system access, shell command execution, and Git integration, built in Python with a local-first, Unix-style philosophy.

Control Devialet Phantom speakers via HTTP API.

GenPark skill: Leverage the Contentsquare Experience Intelligence Platform to analyze user behavior, monitor errors, track LLM traffic, and connect insights via MCP.

Enables AI clients to search Aspen Discovery library catalogs and check real-time book availability by keyword, author, or ISBN. This server allows users to verify local library inventory and filter book recommendations accordingly.

Enables translation of JSON i18n files to multiple languages using various AI providers (Google Gemini, OpenAI, Ollama/DeepSeek) with intelligent caching and deduplication.

Create, save, and switch OpenClaw's persona (Soul)

Provides persistent, globally-distributed memory for AI agents using CockroachDB's MCP Server and AWS S3 backups, with session isolation, audit trails, and full-text search.

mcp-servers. currently only a git based mcp

Copy-Paste MCP is a simple tool server that extracts specific line ranges from text content while preserving exact formatting and newlines. Implemented in TypeScript using the Model Context Protocol SDK, it exposes a single 'extract-lines' tool that accepts text content along with start and end line parameters, making it particularly useful for working with code snippets, documentation sections, or any scenario requiring precise content extraction without modifications. The server runs via stdio transport, enabling easy integration with MCP clients like Claude Desktop or VS Code.

Enables AI agents to interact with a user's Telegram account: list chats, read history, search, and send messages through Telegram's MTProto API.

Fetch articles from PubMed Central using NCBI APIs.