MCP Servers

☁️ 🏠 The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with AI agents.

🎖️ 🐍 ☁️ - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products.

🐍 ☕ 🏠 - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analy

](https://glama.ai/mcp/servers/bx33661/Wireshark-MCP) 🐍 🏠 - Wireshark network packet analysis MCP Server with capture, protocol stats, field extraction, and security analysis capabilities.

🐍 🏠 🍎 🪟 🐧 - AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds

🐍 ☁️ - Predict anything with Chronulus AI forecasting and prediction agents.

](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate beautiful Excalidraw architecture diagrams with auto-layout, architecture-aware component styling, and stat

🏎️ ☁️ - A Go implementation of a Model Context Protocol (MCP) server for Trino

📇 ☁️ - OpenAI GPT image generation/editing MCP server.

🐍 🏠 - Enhances any agent's reasoning capabilities by integrating the think-tools, as described in .

](https://glama.ai/mcp/servers/hidai25/eval-view) 🐍 🏠 🍎 🪟 🐧 - Regression testing framework for AI agents. Save golden baselines, detect behavioral drift, and block regressions in CI. Works with L

](https://glama.ai/mcp/servers/gaopengbin/cesium-mcp) 📇 🏠 🍎 🪟 🐧 - AI-powered 3D globe control via MCP. Connect any MCP-compatible AI agent to CesiumJS — camera flight, GeoJSON/3D Tiles layers, ma

🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.

🎖️ ☕ ☁️ 🏠 🍎 🪟 🐧 - The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform.

](https://glama.ai/mcp/servers/ajitpratap0/GoSQLX) 🏎️ ☁️ 🏠 - 7 SQL tools (validate, format, parse, lint, security scan, metadata extraction, full analysis) over Streamable HTTP. Public remote server

](https://glama.ai/mcp/servers/fabio-rovai/open-ontologies) 🦀 🏠 - AI-native ontology engineering with 39 tools and 5 prompts for OWL/RDF/SPARQL. Validate, query, diff, lint, version, and govern know

📇 ☁️ 🏠 🍎 🪟 🐧 - NCP orchestrates your entire MCP ecosystem through intelligent discovery, eliminating token overhead while maintaining 98.2% accuracy.

TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the go!

](https://glama.ai/mcp/servers/@arthurpanhku/arthor-agent) 🐍 🏠 ☁️ - ...

](https://glama.ai/mcp/servers/arthurpanhku/DocSentinel) 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing

📇 ☁️ 🏠 🍎 🪟 🐧 - Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models with multi-agent orchestration, HITL workflows, guardrails mid

📇 🏠 - Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to "show me this in a diagram".

📇 ☁️ 🏠 - A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and providing comprehensive Feishu document management tools including block c

](https://glama.ai/mcp/servers/ronantakizawa/a11ymcp) 📇 🏠 - Web accessibility testing MCP server that analyzes URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core. Tools for color contrast,

🐍 ☁️ - Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications.

📇 ☁️ Enable AI Agents to fix build failures from CircleCI.

🐍 🏠 - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities

🏎️ 🏠 - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.（

🐍 ☁️ - Query OpenAI models directly from Claude using MCP protocol

🐍 ☁️ - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filteri

🐍 🏠 ☁️ - MCP Server that connects AI agents to FHIR servers. One example use case is querying patient history in natural language.

📇 🏠 - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question.

CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands

🐍 🏠 🐧 - The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.

](https://glama.ai/mcp/servers/jnMetaCode/shellward) 📇 🏠 🍎 🪟 🐧 - AI Agent Security Middleware & MCP Server with 8-layer defense including prompt injection detection, DLP data flow tracking, comma

🦀 📟 - A Model Context Protocol server for embedded debugging with probe-rs - supports ARM Cortex-M, RISC-V debugging via J-Link, ST-Link, and more

🏎️ 🏠 🍎 🪟 🐧 Give hands to AI. MCP server to run shell commands securely, auditably, and on demand on isolated environments like docker.

](https://glama.ai/mcp/servers/PhpCodeArcheology/PhpCodeArcheology) 🏠 🍎 🪟 🐧 - PHP static analysis MCP server for architecture and maintainability. 11 tools exposing 60+ code quality metrics, probl

🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.

₿ A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys, validate addresses, decode transactions, query the blockchain, and more.

📇 ☁️ - Chat with OpenAI's smartest models

MCP server that provides the latest cryptocurrency news to AI agents, powered by CryptoPanic. It implements a single tool, get_crypto_news, which fetches news or media content across a configurable number of pages (up to 10) and requires a CryptoPanic API key and plan.

](https://glama.ai/mcp/servers/transloadit/node-sdk) 📇 ☁️ 🏠 🍎 🪟 🐧 - Agent-native media processing via Transloadit's 86+ Robots: video encoding (HLS, H.264, VP9), image manipulation (resize, water

MinerU-Ecosystem is the official toolkit for the MinerU Open API, including a Python MCP server for document parsing. It converts PDFs, Word and PowerPoint files, images, spreadsheets, and web pages to Markdown or JSON with a VLM+OCR dual engine supporting 109 languages, formulas to LaTeX, and tables to HTML; the repository also ships a CLI, Python, Go, and TypeScript SDKs, and LangChain and LlamaIndex integrations.

☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger.

trace-mcp is framework-aware code intelligence for AI agents: it indexes a codebase once into a cross-language dependency graph and serves precomputed answers through MCP (182 tools, 81 languages, 88 framework integrations) instead of having the agent re-read files. Tools such as get_change_impact return the blast radius of a change across languages and frameworks, and query_decisions searches a decision knowledge graph linked to the code; the same engine also indexes Markdown knowledge vaults (Obsidian, Logseq, plain Markdown), and code stays local.

](https://glama.ai/mcp/servers/kushneryk/join.cloud) 📇 ☁️ 🏠 - Collaboration rooms for AI agents. Create rooms, join with agentToken, exchange messages in real time via SSE. Supports MCP and A2A prot

](https://glama.ai/mcp/servers/teolex2020-aurasdk) 🐍 🏠 — Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted.

🎖️ 📇 ☁️ 🍎 🪟 🐧 - identifies and remediates vulnerabilities in both human and AI-written code, ensuring your applications remain secure without slowing development.

🎖️ ⛅️ 🏠 🐍 - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provid

📇 ☁️ - Miro MCP server, exposing all functionalities available in official Miro SDK

📇 🏠 - Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for AI-powered design system analysis.

🐍 📇 🏠 🍎 🪟 🐧 - Real-time security framework for MCP servers that detects and blocks malicious AI agent behavior by analyzing tool call patterns and intent across multiple threat detection engines

📇 🏠 - Update, create, delete content, content-models and assets in your Contentful Space

🐍 🏠 - Query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics, and compare power/pace PRs through Claude Desktop.

](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-document-engine-mcp-server) 📇 🏠 🍎 🪟 🐧 - Self-hosted MCP server for Nutrient Document Engine. On-premises document processing with natural languag

MCP server that integrates with the Freshdesk helpdesk API so AI models can perform support operations. It provides ticket tools including create_ticket, update_ticket, delete_ticket, get_ticket, get_tickets, and search_tickets, plus get_ticket_conversation and tools for adding replies and notes to tickets.

🏎️ ☁️ - MKP is a Model Context Protocol (MCP) server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters. It provides tools for listing and applying Kubernetes re

📇 ☁️ - Allows AI models to interact with

](https://glama.ai/mcp/servers/@spranab/brainstorm-mcp) 📇 🏠 🍎 🪟 🐧 - Multi-round AI brainstorming debates between multiple models (GPT, Gemini, DeepSeek, Groq, Ollama, etc.). Pit different LLMs ag