Accurate weather forecasts via the AccuWeather API (free tier available).

Brings Currents test run context and actionable tooling to AI agents for diagnosing and fixing CI test failures.

Codebase intelligence for AI. Detects patterns & conventions + remembers decisions across sessions. MCP server for any IDE. Offline CLI.

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.

Exposes Cycode's scanning capabilities to AI systems via Model Context Protocol with multi-transport support.

MCP Gateway is a reverse proxy and management layer for MCP servers, enabling scalable, session-aware stateful routing and lifecycle management of MCP servers in Kubernetes environments.

Line-oriented editing with token-efficient partial access, hash-validated concurrency, and multi-file patching for fast, safe text automation.

Composable, memoryful AI agent framework with native MCP integration and TypeScript-first design for scalable, tool-accessible agents.

A Claude Desktop MCP server that helps you track flights in real-time using Flightradar24 data.

Dockerized tool that auto-generates tool definitions from OpenAPI specs, enabling AI agents to securely access APIs described by standard docs.

swagger-server)** (by zaizaizhao) - This MCP server transforms OpenAPI specifications into MCP tools, enabling AI assistants to interact with REST APIs through standardized protocol

Access specialized web3 AI agents for blockchain analysis, smart contract security, token metrics, and blockchain interactions through the Heurist Mesh network.

告别AI提前终止烦恼，助力AI更加持久

Easily spin up an MCP Server on Next.js, Nuxt, Svelte, and more

Interacts with tmux sessions to read panes, navigate windows, and execute commands across panes for AI-assisted terminal control.

MCP-Universe is a comprehensive framework designed for RL training, benchmarking, and developing AI agents for general tool-use.

A parallel Google search MCP that runs multiple keywords in one browser, auto CAPTCHA handling, and returns structured JSON results.

Centralized, remote management of memory bank files across projects with isolation and type-safe MCP access.

PMAT provides zero-configuration AI context generation, multi-language code analysis, and comprehensive quality metrics with governance and automated improvement workflows.

Clojure MCP

Agent2Agent (A2A) – awesome A2A agents, tools, servers & clients, all in one place.

Knowledge graph memory system built on Neo4j with semantic search, temporal awareness.

Unified, AI-enabled cross-database access with automatic schema discovery and secure credentials for seamless AI-assisted data queries across diverse databases.

Unreal Engine GenAI plugin: multi-model AI integration, blueprint and C++ tooling, automatic blueprint generation, multicall support, and local/cloud model workflows.