Model Context Protocol servers let AI agents reach beyond the codebase. They connect your agent to external APIs, databases, search engines, and services through a standardized protocol, so the agent can actually take action, not just write code.
1084 servers
InsForge turns your coding agents into full-stack builders, letting them add backend features like auth, databases, file storage, serverless functions, and LLMs to your apps in seconds. This repo is Model Context Protocol server for Insforge. Please visit the main Insforge repository for: - Installation and setup instructions - Configuration guide - Available tools and usage examples - API documen
Modern Kubernetes visibility. Local-first. No account. No cloud dependency. Blazing Fast. radarhq.io · Docs · Releases Topology, event timeline, and service traffic — plus resource browsing, Helm management, and GitOps support for FluxCD and ArgoCD. Visualize your cluster topology, browse resources, stream logs, exec into pods, inspect container image filesystems, manage Helm releases, monitor
A lightweight Java-based MCP (Model Context Protocol) server for JDBC built with Quakrus. This server is compatible with Virtuoso DBMS and any other DBMS backend that has a JDBC driver. - Get Schemas: Fetch and list all schema names from the connected database. - Get Tables: Retrieve table information for specific schemas or all schemas. - Describe Table: Generate a detailed description of table s
MCP server implementation for TiDB (serverless) database. - uv (Python package installer) Go tidbcloud.com to create a free TiDB database cluster Configuration can be provided through environment variables, or using .env: - TIDBHOST - TiDB host address, e.g. 'gateway01.us-east-1.prod.aws.tidbcloud.com' - TIDBPORT - TiDB port (default: 4000) - TIDBUSERNAME - Database username, e.g. 'xxxxxxxxxx.\ '
See through your agent's eyes. Visualize legacy code, inspect complex flows, understand everything. - Visualize Anything: Use your coding agent to generate on-demand architecture, code, and process diagrams to view your code from different perspectives. - Vibe Checks: AI-generated code can accumulate unused and redundant constructs. Use visualizations to spot areas that need cleanup. - Local Proce
Alpha Test version 0.1.24 A single source for integrating AI Agents with the Crypto ecosystem. This includes Wallet creation and management, swaps, transfers, event-based trades like DCA, stop loss and take profit, and much more. The Armor MCP supports Solana in Alpha and, when in beta, will support more than a dozen blockchains, including Ethereum. Base, Avalanche, Bitcoin, Sui, Berachain, megaET
Renders diagram source files to PNG/SVG using Kroki. No runtime dependencies — uses only Node.js built-ins. Two usage modes: - CLI — drop source files into src/, run make render, get images in diagrams/ - MCP server — AI tools (renderdiagram, renderfile) render on demand and return a one-click preview URL Output lands in diagrams/. Format is detected from the file extension. Unsupported extensions
ComputerVision-based 🪄 sorcery of local image recognition and editing tools for AI assistants Official website: imagesorcery.net 🪄 ImageSorcery empowers AI assistants with powerful image processing capabilities: - ✅ Crop, resize, and rotate images with precision - ✅ Remove background - ✅ Draw text and shapes on images - ✅ Add logos and watermarks - ✅ Detect objects using state-of-the-art models
A Postgres MCP server with index tuning, explain plans, health checks, and safe sql execution. Overview • Quick Start • Technical Notes • Related Projects • Postgres MCP Pro is an open source Model Context Protocol (MCP) server built to support you and your AI agents throughout the entire development process—from initial coding, through testing and deployment, and to production tuning and maintena
A Model Context Protocol server that enables retrieval of transcripts from YouTube videos. This server provides direct access to video captions and subtitles through a simple interface. To install YouTube Transcript Server for Claude Desktop automatically via Smithery: - gettranscript - Extract transcripts from YouTube videos - url (string, required): YouTube video URL, Shorts URL, or video ID - l
MCP Server for the Mattermost API, enabling Claude and other MCP clients to interact with Mattermost workspaces. The server supports multiple configuration methods with the following priority (highest to lowest): 1. CLI arguments (--url, --token, --team-id) 2. Environment variables (MATTERMOSTURL, MATTERMOSTTOKEN, MATTERMOSTTEAMID) 3. config.local.json (for local overrides, gitignored) 4. config.j
Convert markdown (.md) files into professional, interactive PDF documents with automatic table of contents. mcp-name: io.github.wmarceau/md-to-pdf - Automatic Table of Contents - Generated from markdown headers - Interactive Navigation - Clickable TOC links to sections - Professional Styling - Clean, readable PDF output - Code Block Support - Syntax highlighting preserved - Table Support - Markdow
This is a Model Context Protocol (MCP) server that enables scalable mobile automation, development through a platform-agnostic interface, eliminating the need for distinct iOS or Android knowledge. You can run it on emulators, simulators, and real devices (iOS and Android). This server allows Agents and LLMs to interact with native iOS/Android applications and devices through structured accessibil
Arquitecto de Soluciones Principal y Consultor Tecnológico de Andru.ia. Diagnostica y traza la hoja de ruta óptima para proyectos de IA en español.
AI can build products. But it still doesn't talk to users. Usercall MCP lets AI agents run user interviews via voice calls and return structured insights with themes and verbatim quotes. Works with Claude Desktop, Cursor, and any MCP-compatible client. AI agents can now build and ship products extremely quickly. But most agents still rely on synthetic feedback or assumptions about users. Usercall
See a demo here: https://www.youtube.com/watch?v=KG6TMLD8GmA Upload, edit, search, and generate videos from everyone's favorite LLM and Video Jungle. You'll need to sign up for an account at Video Jungle in order to use this tool, and add your API key. The server implements an interface to upload, generate, and edit videos with: - Custom vj:// URI scheme for accessing individual videos and project
Welcome to ntfy-mcp, the MCP server that keeps you caffeinated and informed! 🚀☕️ This handy little server integrates with the Model Context Protocol to send you delightful ntfy notifications whenever your AI assistant completes a task. Because let's face it - you deserve that tea break while your code writes itself. Choose your adventure: Manual Start: Cline Configuration: 1. Download the ntfy ap
An MCP (Model Context Protocol) server that gives AI assistants like Claude Code instant file search capabilities via Everything by voidtools. Everything is a lightning-fast file search engine for Windows that indexes all files and folders on NTFS drives. This MCP server exposes Everything's search as a tool that AI assistants can call, enabling them to find files across your system in millisecond
Use your OpenAPI specification to expose your API's endpoints as strongly typed tools. Basic example for https://petstore3.swagger.io/ 🎉 More complex example, using Github's API: This example use the bearer token auth (with a Github Personal Access Token) and force the tool naming strategy to "verb and path", as Github's operation ids are not valid tool names. As a Nuget tool: openapi-to-mcp Or d
An MCP server that delivers real-time token prices from Uniswap V3 across multiple chains — optimized for AI agents and DeFi automation. - Supported Chains: Ethereum Mainnet (1), Polygon (137), Arbitrum (42161), Optimism (10). - Token Price Fetching: Queries Uniswap V3 pools for token prices against USDT, USDC, or WETH (in that order) with automatic decimal and symbol retrieval. - USD Conversion:
You've had thousands of AI conversations. You can't search any of them. ⬆️ Auto-playing preview — click here for full video with audio Documentation · Quickstart · ❓ FAQ · All 25 Tools If this is useful, a ⭐ helps others find it. Restart Claude. 25 tools available. Keyword search works immediately. Alternative: pip install Setup for specific clients After setup, just say "use brain" in an
Your AI keeps breaking things you told it not to touch. SpecLock makes it stop. Website · npm · Smithery · GitHub Developed by Sandeep Roy · Free & Open Source (MIT License) 100/100 on Claude's independent test suite. 929 tests across 18 suites. 0 false positives. 15.7ms per check. Gemini Flash hybrid, Spec Compiler, Code Graph, Typed Constraints, Python SDK, ROS2 integration. That's it. One c
openings-mcp One MCP server to search job boards and company career sites. openings-mcp searches job listings across job boards and company career sites from any MCP client: Claude Code, Codex, Gemini CLI, and others. - Job boards: 104, Cake, Jobindex (Denmark), マイナビ転職 (Japan), Flowxtra (board-wide across every company on the Flowxtra ATS), LinkedIn, and Indeed (public search). - Company career si
Deep Research for crypto - free & fully local 🧠 - Comprehensive Research: Gather detailed information about any cryptocurrency token - Multi-Source Analysis: Research across multiple sources including CoinGecko, CoinMarketCap, DeFiLlama, and more - Structured Reporting: Generate detailed reports covering technical fundamentals, market data, social sentiment, and more - Resource Management: Automa