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The new purpose-built IDE to harness magic

The second fastest AI chatbot™

🍒 Cherry Studio is a desktop client that supports for multiple LLM providers.

5ire is a cross-platform desktop AI assistant, MCP client. It compatible with major service providers, supports local knowledge base and tools via model context protocol servers .

Call MCP Server Tools Online

Lutra is the first MCP compatible client built for everyone

ChatMCP is an AI chat client implementing the Model Context Protocol (MCP).

Control real robots and IoT devices through AI agents. Self-register with wallet authentication, pay with ETH for tier upgrades, and execute Vision-Language-Action commands. Features robot control, sensor monitoring, multi-agent coordination, and autonomous payments.

Developer logbook as an MCP server. Notes, TODOs, reminders, and code TODOs — all queryable with natural language. SQLite-powered, zero config, zero AI costs. Auto-detects your project, supports recurring reminders, full-text search (FTS5), and batch operations.

Campaign link builder for AI agents. Generate UTM-tracked links with enforced naming conventions. 5 MCP tools: build links, list campaigns, suggest naming, list links, and check usage. Free tier includes 50 links/month.

AI agents hallucinate package names. need gives them a verified index of 10,000+ CLI tools — semantic search across brew, npm, pip, apt, and cargo with a feedback loop that gets smarter with every install.

MCP server + CLI that scans any project to discover its full AI ecosystem: MCP servers, context files, skills, agents, memories, and configurations for 19+ AI tools (Claude, Cursor, Windsurf, Copilot, Gemini, Codex, and more). Generates interactive HTML dashboards and supports ecosystem export/import across tools.

One-line MCP config gives your AI agent persistent memory with automatic workflow rules. Unlike passive memory stores, Awareness teaches your agent WHEN to remember and recall — works across Claude Code, Cursor, Windsurf, Cline, Copilot and 7 more IDEs.

Java memory leak diagnostics via MCP. Channels jcmd, jmap, jstat, JFR, Eclipse MAT, and async-profiler into a structured investigation workflow with confidence-based verdicts. Two slash commands: /leak-scan (conservative) and /leak-deep (full forensics). Designed for Claude Code.

VirtualSMS is an SMS verification API for developers and AI agents. Buy virtual phone numbers and receive OTP codes for 700+ services including Telegram, WhatsApp, Google, Facebook, Twitter, TikTok and more in 100+ countries. Real SIM cards — not VoIP — means higher success rates. Full refund guaranteed if no SMS received. Includes MCP server for Claude/Cursor, REST API, and Telegram bot. Pay-per-use pricing with no subscription required.

NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tasks, and boards. AI agents can manage NAVER WORKS directly.

CP server for automated ICD-10 medical coding. Code clinical text to ICD-10-CM diagnoses, search 74,000+ codes, and de-identify PHI via the AutoICD API.

Named after the Q-signal QSP ("Will you relay?"), qsp-mcp relays tool calls between a local LLM and MCP servers. Any model with function calling capability gains access to the full qso-graph tool ecosystem — 71+ tools across 12 servers — from local weights, not from cloud.

Swiss open data MCP server — transport, weather, geodata, companies, etc,. Zero API keys.

AI data intelligence platform that brings your data warehouse, dashboards, monitoring, and accumulated business knowledge into any MCP client. Connects to BigQuery, Snowflake, PostgreSQL, MySQL, ClickHouse, Redshift, Databricks, SQL Server, and Azure Synapse.

MCP server bridging AI assistants to OpenAI Codex CLI for code analysis and review

Condition watcher for AI assistants — wait for ports, files, URLs, processes, and more

Stop re-explaining your codebase to AI every session. CogniLayer gives Claude Code persistent memory across sessions, AST-based code intelligence (who calls what, blast radius analysis), and subagent context compression (40K → 500 tokens). 17 MCP tools including semantic search (FTS5 + vector), code_context, code_impact, session bridges, crash recovery, and deployment safety gates. Saves 80-200K+ tokens per session by replacing file reads with targeted knowledge retrieval. Works with Claude Code and Codex CLI. Zero-config after install — hooks and MCP tools run automatically.

Open-source MCP server that connects OpenEvidence clinical evidence workflows to AI clients using browser-session auth (Playwright), no API key required.

Security scanner for MCP servers and AI-generated code. Detects leaked API keys, PII, prompt injection, and MCP misconfigs. Gives A-F security grades with fix-it guides. One command: npx project-shield scan .

MCP server that gives AI assistants direct access to PostgreSQL and ClickHouse databases. Supports stdio and HTTP transports.

One app to manage all your MCP servers across every AI client.

AI-powered Jira CLI and MCP server for humans and agents to manage issues, sprints, boards with interactive wizards, multi-provider AI (OpenAI/Gemini/Anthropic), and a 14-tool MCP server for AI assistants

Give your AI agent unblockable browser access. Aluvia routes traffic through premium mobile carrier IPs to bypass 403s, CAPTCHAs, and WAFs automatically.

ShellGuard is an MCP server that lets LLM agents securely SSH into remote Linux hosts with read-only shell access. Instead of copy-pasting terminal output, your AI can run safe diagnostics, inspect logs, query systems, and troubleshoot production, staging, or dev environments autonomously. All commands are parsed, validated against a strict allowlist, and executed with timeouts and output limits—blocking destructive operations while guiding the LLM to safe alternatives.

Ra Pay AI is the first AI native payment primitive for AI Agents that uses CLI as its distribution layer and a MCP server for AI Agent automation while keeping humans in control. Ra Pay AI's terminal architecture delivers superior privacy, AI token costs and reduced prompt injection attack surface compared to browser GUI based AI Agent payment applications. Yes, we just solved AI Payments using the terminal as our distribution layer. We did it first. For every computer on earth. Use Ra Pay AI to keep an eye on your payment privacy and your AI token costs. Join us. npm install -g @rapay/cli

Auto-generate AGENTS.md from your codebase Stop writing AGENTS.md by hand. Run agentsmith and it scans your codebase to generate a comprehensive context file that AI coding tools read automatically. What is AGENTS.md? AGENTS.md is an open standard for giving AI coding assistants context about your project. It's adopted by 60,000+ projects and supported by: Cursor GitHub Copilot Claude Code VS Code Gemini CLI And 20+ more tools AI tools automatically discover and read AGENTS.md files - no configuration needed. What agentsmith does Instead of writing AGENTS.md manually, agentsmith scans your codebase and generates it: npx @jpoindexter/agent-smith agentsmith Scanning /Users/you/my-project... ✓ Found 279 components ✓ Found 5 components with CVA variants ✓ Found 37 color tokens ✓ Found 14 custom hooks ✓ Found 46 API routes (8 with schemas) ✓ Found 87 environment variables ✓ Detected Next.js (App Router) ✓ Detected shadcn/ui (26 Radix packages) ✓ Found cn() utility ✓ Found mode/design-system ✓ Detected 6 code patterns ✓ Found existing CLAUDE.md ✓ Found .ai/ folder (12 files) ✓ Found prisma schema (28 models) ✓ Scanned 1572 files (11.0 MB, 365,599 lines) ✓ Found 17 barrel exports ✓ Found 15 hub files (most imported) ✓ Found 20 Props types ✓ Found 40 test files (12% component coverage) ✓ Generated AGENTS.md ~11K tokens (9% of 128K context) Install # Run directly (no install needed) npx @jpoindexter/agent-smith # Or install globally npm install -g @jpoindexter/agent-smith Usage # Generate AGENTS.md in current directory agentsmith # Generate for a specific directory agentsmith ./my-project # Preview without writing (dry run) agentsmith --dry-run # Custom output file agentsmith --output CONTEXT.md # Force overwrite existing file agentsmith --force Output Modes # Default - comprehensive output (~11K tokens) agentsmith # Compact - fewer details (~20% smaller) agentsmith --compact # Compress - signatures only (~40% smaller) agentsmith --compress # Minimal - ultra-compact (~3K tokens) agentsmith --minimal # XML format (industry standard, matches Repomix) agentsmith --xml # Include file tree visualization agentsmith --tree

GitScrum Studio MCP server for AI-powered project management. 29 tools covering tasks, sprints, time tracking, invoicing, proposals, client workflows, analytics, standups, wikis, and discussions. Supports 160+ operations with built-in OAuth device flow authentication.

Security scanner MCP server that protects AI coding agents from generating vulnerable code. Uses tree-sitter AST analysis to detect OWASP Top 10 vulnerabilities, hardcoded secrets, and prompt injection attacks. Includes package hallucination detection across 4.3M packages (npm, PyPI, RubyGems, crates.io, pub.dev, CPAN, Raku). Works with Claude Desktop, Claude Code, Cursor, Cline, and any MCP-compatible client. Full feature list (for detailed descriptions): • 275+ security rules covering Python, JavaScript, TypeScript, Java, Go, Ruby, PHP, C/C++, Rust, C#, Terraform, Kubernetes • AST-based detection with tree-sitter (falls back to regex when unavailable) • Taint analysis for tracking user input to dangerous sinks • Package hallucination detection: verifies 4.3M+ packages across 7 ecosystems • Prompt injection detection: blocks exfiltration, jailbreaks, and malicious instructions • Automatic fix suggestions for common vulnerabilities • Zero config: works instantly with npx • CWE/OWASP metadata for compliance reporting

A file mover tool that stages and executes file moves safely. Works as both a CLI tool and an MCP server for AI agents. - Session-based workflow: Stage multiple file moves, preview them, then commit all at once - Safety first: Preview changes before executing, validate file paths and conflicts - Dual mode: Works as both a command-line tool (fm) and an MCP server for AI agents - Overwrite control: Explicit opt-in for overwriting existing files - Clear error messages: Actionable guidance when things go wrong

100% Rust implementation of code graphRAG with blazing fast AST+FastML parsing, surrealDB backend and advanced agentic code analysis tools through MCP for efficient code agent context management

A Model Context Protocol (MCP) server that provides secure SSH capabilities for AI assistants, enabling remote command execution, SFTP file transfers, and port forwarding with comprehensive security controls. Features: - 🔐 Secure SSH Command Execution - Execute commands on remote servers with granular security controls - 🛡️ Host Allowlisting - Only connect to pre-configured, trusted servers - 📁 SFTP File Operations - Upload, download, list, and delete files on remote servers - 🌉 SSH Port Forwarding - Create secure tunnels to access remote services - 🔄 Connection Pooling - Persistent connections with automatic management - 🔑 SSH Key Authentication - Secure authentication using SSH private keys - ⚙️ SSH Config Integration - Import servers from your existing SSJ config file - ✅ Command Allowlisting - Restrict which commands can be executed - 📦 Named Services - Pre-configured port forwarding services for common use cases - 🎯 Command Templates - Reusable parameterized commands with variable substitution

An MCP server that publishes CLI tools on your machine for discoverability by LLMs

Intelligent code versioning (snapshots) and automatic documentation generator. With CLI, REST API, and MCP support.

Unlock MCP for your whole team in Slack with a single install. Unlike most MCP clients, Runbear enables multiple users to utilize MCP servers with only one Slack installation. You can build Slack bots and connect any MCP services along side with built-in 2,000+ MCP servers with just clicks.

**Altinity MCP Server** is a production-ready MCP server designed to empower AI agents and LLMs to interact seamlessly with ClickHouse. It exposes your ClickHouse database as a set of standardized tools and resources that adhere to the MCP protocol, making it easy for agents built on OpenAI, Claude, or other platforms to query, explore, and analyse your data. ### Why use this server? * Seamless AI-agent integration: Designed so that agents built using OpenAI can call your database as if it were a tool. * Flexible transport support: STDIO for local workflows, HTTP for traditional REST-style calls + streaming support via SSE for interactive flows. * Full tooling and protocol support: Built-in tools for schema introspection, SQL execution, resource discovery. * Security and enterprise-grade: Supports JWE/JWT authentication, TLS for ClickHouse connection and MCP endpoints. * Open-source and extensible: You can customise, extend, embed into your stack. ### Key Features * **Transport Options**: * **STDIO**: Run locally via standard input/output — ideal for embedded agents or local workflows. * **HTTP**: Exposes MCP tools as HTTP endpoints, enabling Web, backend, agent access. * **SSE (Server-Sent Events)**: Enables streaming responses — useful when you want the agent to receive chunks of results, respond interactively, or present live data. * **OpenAPI Integration**: When HTTP or SSE mode is enabled, the server can generate a full OpenAPI specification (v3) describing all tools and endpoints. This makes it easy for OpenAI-based agents (or other LLM platforms) to discover and call your tools programmatically. * **Security & Authentication**: Optional JWE token authentication, JWT signing, TLS support both for the MCP server and the underlying ClickHouse connection. * **Dynamic Resource Discovery**: The server can introspect the ClickHouse schema and automatically generate MCP “resources” (tables, views, sample data) so agents understand your data context without manual intervention. * **Configuration Flexibility**: Configure via environment variables, YAML/JSON configuration file or CLI flags. Includes hot-reload support so you can adjust config without full restart. ### Use-Cases * AI assistant integrated with OpenAI: For example, you build an agent using OpenAI’s API which reads your schema via the OpenAPI spec, selects the right tool, calls the HTTP/SSE endpoint of the MCP server, and returns analytic results to the user. * Streaming analytics: Large result sets, or interactive analytics flows, where SSE streaming gives progressive results, keeps your UI or agent responsive. * Secure enterprise access: Instead of giving agents full DB credentials, you expose via the MCP server with fine-grained auth, limit enforcement, TLS, and tool-level control. * Schema-aware LLM workflows: Because the server exposes table and column metadata and sample rows as resources, the LLM can reason about your data structure, reducing errors and generating better SQL or queries.

Kash.click management assistant. Connect your assistant to your business complete sales history, clients, payments, tax information, employees, points of sales.

MCP server to write to the Wayland clipboard via wl-copy. This Model Context Protocol (MCP) server allows AI models to copy text directly to your Wayland clipboard using the wl-copy command-line tool.

Agentic assistant that handles the complexity while you focus on results. With MCP support and advanced Orchestrator/Agent capabilities, BB connects to hundreds of external data sources & tools and breaks down complex tasks for maximum efficiency.

A Model Context Protocol (MCP) server that provides background process management capabilities. This server enables LLMs to start, stop, and monitor long-running command-line processes.

Transform your AI agents into Apple development experts! Apple RAG MCP gives you instant access to official Swift docs, design guidelines, and comprehensive Apple platform knowledge through cutting-edge RAG technology. With professional AI reranking and hybrid search across iOS, macOS, watchOS, tvOS, and visionOS documentation plus Apple Developer YouTube content, you'll get precise, contextual answers every time. Compatible with Cursor, Claude Desktop, and all MCP tools - start building smarter Apple apps today!

Description KnowAir Weather MCP is a comprehensive weather and air quality Model Context Protocol (MCP) server. It provides real-time meteorological data and detailed air quality monitoring (PM2.5, PM10, O₃, SO₂, NO₂, CO, AQI – CN & US standards), along with short- and long-term forecasts and astronomical information. Built with Python 3.12+ and FastMCP, it integrates with the Caiyun Weather API to deliver high-precision environmental intelligence. Features • 🌤️ Meteorology: real-time temperature, humidity, wind, precipitation • 🏙️ Air Quality: pollutant concentrations + AQI (CN & US) • 📅 Forecasts: 72-hour hourly and 7-day daily predictions • 🌧️ Minute-level precipitation: hyper-local rain/snow timing (China cities) • 🌅 Astronomy: sunrise, sunset, moon phases • ⚠️ Alerts: real-time weather and air quality warnings Example Usage Ask Claude (with this MCP enabled): “What’s the current weather and air quality in Beijing?” “Get comprehensive environmental data for 116.4575, 39.9113”

A powerful, intelligent shell assistant powered by local AI models through Ollama. Shell AI brings advanced AI capabilities directly to your terminal, enabling natural language interaction with your file system, shell commands, and development workflow.

AI workspace platform that provides unified access to multiple frontier AI models, assistants with persistent memory, and integrated tools for web search, document analysis, code creation, and data visualization. Features team collaboration capabilities, screen sharing for context, voice interaction, and MCP integrations for connecting external apps and services. Designed for individuals, teams, enterprises, and educational institutions who want to avoid vendor lock-in while maintaining secure, collaborative AI workflows across different models and tools.

Clipboard MCP Server An MCP server that allows LLM models to save relevant output directly to your system clipboard for immediate use.

Claude Context is an MCP plugin that adds semantic code search to Claude Code and other AI coding agents, giving them deep context from your entire codebase.

A Model Context Protocol (MCP) server for accessing React hooks from usehooks.io with enhanced formatting options and caching.

A comprehensive MCP server for Kanboard project management that provides tools for managing projects, tasks, users, comments, files, and more through the Kanboard API. Key Features: Project management (create, update, delete, list projects) Task management (create, update, delete, move, search tasks) User management (create, update, delete users) Comment system (create, update, delete comments) File management (upload, download, delete files) Swimlane and column management Tag management Metadata handling Search functionality Supported Kanboard API Methods: 50+ methods covering all major Kanboard functionality Language: Go License: MIT (as shown in your LICENSE.md) Requirements: Built executable (kanboard-mcp.exe for Windows) Kanboard instance with API access API credentials (API key or username/password) This MCP server provides a complete interface to Kanboard's project management capabilities through the Model Context Protocol, making it easy to integrate Kanboard functionality into AI assistants and other MCP-compatible applications.

MCP server for the shadcn/ui component registry and CLI. It enables remote, programmatic, or containerized execution of shadcn CLI commands (such as init, add, etc.) that you would normally run locally, making it easy to automate, integrate, or run in cloud/dev environments. Exposes shadcn CLI operations as MCP tools, so you (or an AI agent) can: - Initialize a project - Add components from the shadcn registry including block components - List and fetch registry items - Run all shadcn CLI workflows remotely - Supports both the official shadcn registry - https://ui.shadcn.com/r and custom/self-hosted registries follow this guide: https://ui.shadcn.com/docs/blocks

Open-Meteo MCP Server - A comprehensive Model Context Protocol server that provides AI models with complete access to Open-Meteo's free weather API. Get real-time weather forecasts, historical climate data, air quality information, marine conditions, and seasonal projections through a simple MCP interface. Supports all major weather models (ECMWF, GFS, ICON, JMA, Météo-France) with data covering temperature, precipitation, wind, humidity, UV index, and specialized datasets for research and professional applications.

Warp is the fastest way to build with multiple AI agents—from writing code to shipping it. The best overall coding and terminal agent.

Build and automate your own AI team. Just like building a website with vibe coding, build your AI team the same way. Automation, analytics, execution — your custom AI agents handle it all for you. Zentrun lets you vibe-code real, executable AI agents. With a single sentence, you create actions that run, remember, analyze, and evolve — powered by MCP and designed for automation at scale.

QuerySculptor is a GraphQL query builder designed for AI agents that provides 26 structured tools via the Model Context Protocol (MCP). Instead of generating complex GraphQL queries from scratch, AI agents can build queries step-by-step with real-time validation, schema introspection, and error prevention. It works with Claude, Cursor, and other MCP clients, using Redis for session management and featuring a live demo with the Pokemon API. The tool transforms the traditional error-prone approach of raw GraphQL generation into a guided, conversational workflow perfect for AI assistants and chatbots.

Comprehensive reading capabilities for ClickUp

Simple MCP client with config for servers

Expose

Rails Engine with MCP compliant Spec.

MCP server to access Azure using az commands.

Desktop app that automatically scans and blocks malicious MCP traffic in AI apps like Cursor, Claude, VS Code and Windsurf.

Node.js mcp server for iRacing data api

Threadlink is a lightweight CLI tool that creates persistent links between AI conversations and your local files. Coming soon: Browser Extension, MCP Server, and Obsidian Plugin.

The package manager for fluidmcp to quickly spin up mcp servers behind fastapi

a light weight version of mcp sdk inspired by official model context protocol sdk, NOW focus on sse only no stdio

Simple MCP SDK in Java

Create an MCP server for any command

A CLI host application that enables Large Language Models (LLMs) to interact with external tools through the Model Context Protocol (MCP).

An MCP server that scales development into controllable agentic, recursive flows, and build a feature from bottom-up

A collection of MCP servers and a CLI tool

This comprehensive learning resource provides two complete tutorials for mastering Model Context Protocol (MCP) development with Rust. From beginner-friendly introductions to production-ready enterprise applications, these tutorials guide you through every aspect of building robust MCP servers.

Generate mcp server scaffolding

MCP Server using Zowe SDK

本项目实现了一个兼容 OpenAI API 格式的 MCP-Client服务，允许通过标准的 OpenAI API 接口与本地 MCP-Server进行交互。

本项目实现了一个兼容 OpenAI API 格式的 MCP-Client服务，允许通过标准的 OpenAI API 接口与本地 MCP-Server进行交互。

LLM & MCP desktop for AI models

Simple MCP client using Gradio with locally run MCP servers.

MCP server for advanced baseball analytics (statcast, fangraphs, baseball reference, mlb stats API) with client demo

A GO based MCP server for use with AmazonQ or any other MCP capable LLM Agent

This repository contains all source code for METAESTETICS(Firebase API server, Clinic admin website, patient app in React Native, Doctor app in React native). This will be a good example using MCPs

Real-time PostgreSQL & Supabase database schema access for AI-IDEs via Model Context Protocol. Provides live database context to AI assistants through secure SSE connections, enabling smarter code generation with always up-to-date schema information. Features three powerful tools: get_schema, analyze_database, and check_schema_alignment.

CLI tool and MCP server for finding and exploring Dynamics 365/Axapta table relationships

Interop CLI: Go command-line tool for efficient project management and command execution across your development workspace.

TypeScript client library and utilities for remote Model Context Protocol (MCP) servers

MCP Client & Server

This open-source curriculum is designed to teach the concepts and fundamentals of the Model Context Protocol (MCP), with practical examples in .NET, Java, TypeScript, JavaScript and Python.

code or delegate aider over sse protocol

Support connecting E2B via MCP, with custom server and client, without the need for tools like the Claude app, Cursor, etc.

AWS API/lambda hosting MCP client server that queries bedrock LLM using MCP hosted tools

mcp coding tools over sse protocol

A Model Context Protocol (MCP) server that provides calculator functionality for MCP clients.

This repository implements an MCP (Model Context Protocol) server that exposes various functionalities on an Azure Blob Storage account. It is based on the MCP SDK from Anthropic, which can be found at:

MCP server exposing SSH control for Linux servers via Model Context Protocol.

A scriptable and powerful UI-Chat-Application for chatting with most Gen-AI LLMs

an MCP client written in angular/typescript using Claude.ai for integration with ApiLogicServer server executions

🚀 mcp-use is a TypeScript library that makes it easy to connect LangChain.js-compatible LLMs with MCP servers. Build powerful, flexible AI agents with dynamic tool access and multi-server support.

A Model Context Protocol (MCP) server that enables natural language interactions with AWS storage services through Amazon Q CLI.

MCP Agents is an AI-powered browser automation tool that lets you interact with websites using natural language. Built with Streamlit, OpenAI, and Puppeteer via the Model Context Protocol (MCP), it supports multi-step navigation, interaction, and content extraction—all with simple text commands.

MCP client/server example using qwen3

Lightweight MCP client that uses a local Ollama LLM to query multiple MCP servers defined in config.json

This Go implementation allows MCP clients that only support local (stdio) connections to connect to remote MCP servers with authentication support.

Mirror of

Mirror of

这是一个MCP客户端，让你轻松配置各个大模型，对接各种MCP Server而开发。This is an MCP client that allows you to easily configure various large models and develop interfaces with various MCP servers.

Relay16 is a modern Nostr social client that integrates AI-powered tools through MCP servers for enhanced social media experiences.

a simple MCP server allowing VS Code to run a specific shell command without asking

A demonstration of a MCP server showcasing dynamic tools and resources.