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.
1085 servers
The implementation of Model Context Protocol (MCP) server for VictoriaLogs. This provides access to your VictoriaLogs instance and seamless integration with VictoriaLogs APIs and documentation. It can give you a comprehensive interface for logs, observability, and debugging tasks related to your VictoriaLogs instances, enable advanced automation and interaction capabilities for engineers and tools
Stop fumbling with GUI apps to debug Bluetooth Low Energy devices. blew gives you full BLE control from the macOS command line: scan the airwaves, drill into any device's GATT tree, read and write characteristics, stream live notifications, and even spin up a virtual peripheral that other devices can connect to. - One tool, zero ceremony. Scan, connect, inspect, read, write, subscribe -- each is a
An MCP (Model Context Protocol) server that makes critical best practices automatically available to Claude AI in every conversation. Based on exhaustive analysis of 96+ real documented failures over 6+ months of intensive production usage. The system provides 21 numbered rules organized into 5 categories, with automatic verification checklists, rule summaries, and auto-update capabilities. - 21 C
A modular and extensible Model Context Protocol (MCP) server for Jira and GitHub integration, enabling end-to-end automation of developer workflows - from issue tracking to code changes and pull request management - via AI agents inside the IDE. - Jira integration: fetch issues by filters, search via JQL, and transition issues across workflows - GitHub integration: create branches, open and merge
An MCP (Model Context Protocol) server for fetching photos from Unsplash with proper attribution. Designed for LLMs building content pages that need properly credited images. - Search Photos - Find photos by keyword with filters (color, orientation) - Random Photos - Get random photos for variety in content - Download Tracking - Compliant with Unsplash API guidelines - Full Attribution - Every pho
Securely connect MCP-compatible agents to your Box content and Box AI—without moving data out of Box. The remote Box MCP server lets AI agent platforms (e.g., Copilot Studio, Claude, Mistral Le Chat) connect to Box to securely query and use Box data and AI-powered tools, while keeping content protected. Authorization is handled via OAuth so users can grant controlled access from within the client
A Model Context Protocol (MCP) server implementation that integrates with WebScraping.AI for web data extraction capabilities. - Question answering about web page content - Structured data extraction from web pages - HTML content retrieval with JavaScript rendering - Plain text extraction from web pages - CSS selector-based content extraction - Multiple proxy types (datacenter, residential) with c
Academic-focused graph analysis in your AI conversations - The first and only NetworkX MCP server specialized for academic research and citation analysis. NetworkX MCP Server enables Large Language Models (like Claude) to perform sophisticated academic research and citation analysis directly within conversations. Built specifically for researchers, academics, and students who need to analyze citat
Chroma - the open-source embedding database . The fastest way to build Python or JavaScript LLM apps with memory! The Model Context Protocol (MCP) is an open protocol designed for effortless integration between LLM applications and external data sources or tools, offering a standardized framework to seamlessly provide LLMs with the context they require. This server provides data retrieval capabili
There is a notable gap in the current AI Agent ecosystem: - Most MCP Servers are simple wrappers around Web APIs - Functionality interfaces may not be complete, depending on developer implementation - Manual creation of MCP interfaces is time-consuming and error-prone - Lack of standardized conversion processes MCP Link solves these issues through automation and standardization, allowing any API t
A remote, hosted Model Context Protocol server that turns Claude, Cursor, Codex, VS Code Copilot, and ChatGPT into a full performance-testing operator. Create tests, launch load runs on managed cloud runners, read results, and get root-cause analysis — all in natural language, all authenticated with your own key. It's a remote, hosted server — nothing to install or run. Add this to your MCP client
A Rust-based Model Context Protocol (MCP) server that exposes a V8 JavaScript runtime as a tool for AI agents like Claude and Cursor. Supports persistent heap snapshots via S3 or local filesystem, and is ready for integration with modern AI development environments. - V8 JavaScript Execution: Run arbitrary JavaScript code in a secure, isolated V8 engine. - TypeScript Support: Run TypeScript code d
KISS overzealous agents goodbye. Plug & play agent oversight tool. Based on research: In our study agents calling Vibe Check improved success +27% and halved harmful actions -41% Featured on PulseMCP “Most Popular (This Week)” • 5k+ monthly calls on Smithery.ai • research-backed oversight • STDIO + streamable HTTP transport Plug-and-play mentor layer that stops agents from over-engineering and kee
MCP (Model Context Protocol) server for the Voxie AI Phone Number Directory. Allows AI assistants to query information about AI services and get webchat URLs to interact with them. Add to your Claude Desktop config (claudedesktopconfig.json): By default, the server runs in public mode which only exposes webchat URLs for Voxie services. This is the mode used when publishing to npm. For partners or
A comprehensive set of PDF manipulation tools built with the Model Context Protocol (MCP) framework. - Display: Render PDF pages as images - Merge: Combine multiple pages into a single long page - Metadata: Extract document metadata - Text: Extract text blocks and detailed text information - Snippets: Create freeform or full-width snippets from PDF pages - Fuse: Combine pages from multiple documen
A headless, zero-UI data transformation service that converts between 67+ format pairs including aviation weather formats. Discovered by AI agents via MCP, Google A2A, and OpenAPI. Paid via x402 (USDC stablecoin) — first 100 requests free. Live endpoint: https://transform-agent-lingering-surf-8155.fly.dev Purpose-built for aviation AI agents and flight planning workflows. Parses raw aviation weath
A Model Context Protocol (MCP) server for Database EKM/TDE operations using CipherTrust Application Key Management (CAKM). - Resource-Based Management: Tools are organized by the database objects they manage (e.g., keys, encryption, wallets), not just by actions. - Operational Grouping: Each tool exposes multiple operations (e.g., create, list, rotate) for comprehensive lifecycle management. - Uni
if macbook or linux If the network is slow, you can set up a domestic mirror source. Method 1: On the setting page of cherry-studio, click on the MCP server, then click "Add Server", and subsequently configure it on the page. Method 2: Use the configuration parameters
Enabling web apps to provide JavaScript-based tools that can be accessed by AI agents and assistive technologies to create collaborative, human-in-the-loop workflows. > First published August 13, 2025 > > Brandon Walderman <brwalder@microsoft.com> > Leo Lee <leo.lee@microsoft.com> > Andrew Nolan <annolan@microsoft.com> > David Bokan <bokan@google.com> > Khushal Sagar <kh
The LeetCode MCP Server is a Model Context Protocol (MCP) server that provides seamless integration with LeetCode APIs, enabling advanced automation and intelligent interaction with LeetCode's programming problems, contests, solutions, and user data. - 🌐 Multi-site Support: Support both leetcode.com (Global) and leetcode.cn (China) platforms - 📊 Problem Data Retrieval: Obtain detailed problem d
An MCP (Model Context Protocol) server that provides unified access to multiple Large Language Model APIs for AI coding environments like Cursor and Claude Desktop. - 🌐 8 LLM Providers – ChatGPT, Claude, DeepSeek, Gemini, Grok, Kimi, Perplexity, Mistral - 🎯 Smart Model Selection – Tag-based preferences (coding, business, reasoning, math, creative, general) - 📊 Prompt Logging – Track all prompts
The MCP Server and its extension leverage the Model Context Protocol (MCP) framework to enable natural language control of NVIDIA Isaac Sim, transforming conversational AI inputs into precise simulation manipulation. This expansion bridges the MCP ecosystem with embodied intelligence applications. - Natural language control of Isaac Sim - Dynamic robot positioning and movement - Custom lighting an
AI-powered debugging and inspection for Kubernetes clusters using Inspektor Gadget. - AI-powered interface for Kubernetes troubleshooting and monitoring - One-click Inspektor Gadget deployment and removal - Intelligent output summarization and analysis - Automatic gadget discovery from Artifact Hub 1. Ensure you have Docker and a valid kubeconfig file 2. Configure the MCP server in VS Code (see IN
Kash MCP Server is a server compliant with the MCP (Model Context Protocol), allowing ChatGPT, Claude, and other MCP-compatible clients to connect to a sales recorder system (or POS, cash register). It provides a simple interface to: - 📊 View sales and revenue - 🧾 Create and record receipts - 🛒 Manage products and stock - 🧠 Generate automated reports through conversational requests Connect you