Discover Awesome MCP Servers

qa-ai-mcp-server-gits

MCP server for end-to-end QA automation: generates test scenarios, discovers Playwright locators, creates TypeScript test code, executes tests, and creates GitHub issues for failures.

Snowflake MCP Server

Enables AI assistants to securely connect to Snowflake data warehouses and execute SQL queries through natural language interactions. Supports multiple authentication methods and provides formatted query results with built-in security controls.

CME Prediction Markets MCP Server

Enables verification of natural language claims against CME prediction market data, with tools to query historical trading data, get contract information, and automatically verify claims using NLP-powered parsing.

Local Lens

A 100% local development monitoring tool that captures browser console logs, network requests, and backend server output for analysis by AI assistants via MCP. It enables LLMs to debug applications by providing structured, real-time access to full-stack log data and persistent local storage.

kubernetes-runbooks-mcp-server

Provides access to Kubernetes troubleshooting runbooks, enabling search, discovery, and retrieval of guides for common issues like pod crashes, node problems, and network failures.

Moodle-MCP

一个模型上下文协议 (MCP) 服务器实现，提供与 Moodle LMS 交互的能力。 (Or, a slightly more formal translation:) 一个模型上下文协议 (MCP) 服务器的实现，该实现提供与 Moodle LMS 交互的功能。

automatelab-ai-seo

Vendor-agnostic MCP server that audits, scores, and rewrites web pages for AI-citation eligibility. No API keys. No registration. Works in Claude Desktop, Cursor, Cline, Windsurf, VS Code (Copilot / Continue), and any client that speaks the Model Context Protocol.

MCP Memento

A persistent long-term memory server for AI assistants that enables storing and recalling solutions, facts, and decisions with intelligent confidence tracking and relationship mapping. It allows developers to build a cross-platform knowledge base that integrates seamlessly with IDEs and CLI agents.

Meta Kaggle MCP Server

Searches and retrieves information from Meta Kaggle dataset, including competitions, discussions, users, and forums, enabling data exploration and analysis through natural language queries.

NDI-MCP-Server

Built an MCP server that connects Claude Desktop, Cursor, or any MCP client to Northeast Deal Intel's CRE database. 8 tools: • search_deals — filter 14K+ active listings by state, type, score, cap rate • search_comps — 100K+ closed transactions for comp benchmarking • score_deal — submit any property for AI scoring against real comp data • find_1031_candidates — exchange-ready deal filter (price

MCP Midtrans Documentation Server

Enables AI agents to integrate Midtrans payments by providing comprehensive documentation, API references, and code examples for 15+ payment methods across 5 languages. Includes tools for generating charge requests, webhook handlers, and searching documentation without requiring API keys.

fec-mcp-server

Query FEC campaign finance data — search candidates, track donations, analyze spending, and monitor Super PAC activity via the OpenFEC API.

mcp-server-coordinate

Extracts structured commitments (who promised what, by when, under conditions) from text transcripts, emails, Slack logs, etc. using Anthropic API.

PromptForge MCP Server

Intelligently optimizes and enhances user prompts before execution using pattern matching, domain-specific enhancements, and analytics tracking for consistent AI outputs across marketing, data analysis, tax/accounting, and code generation domains.

Email MCP Server

Enables Claude Desktop to send emails through Mailjet's API using the Model Context Protocol over Server-Sent Events. Provides secure email sending capabilities with API token authentication and user-provided credentials.

LinkedIn Agent MCP

Enables AI assistants to connect to LinkedIn, accessing profiles and companies, searching for jobs and people, managing saved jobs, updating job-search profile settings, and inspecting analytics.

NoteBook MCP

Enables AI agents to query personal Google NotebookLM notebooks using a persistent browser session for instant queries without an official API.

Odybook MCP Server

Enables AI assistants to search tours, check availability, and manage bookings via Odybook's experience management platform.

MCP Git Commit Generator

Analyzes Git repository changes and generates conventional, context-aware commit messages using the Model Context Protocol.

Markdown3D MCP Server

Transforms markdown documents into immersive 3D visualizations using semantic analysis and spatial layout, enabling navigable knowledge structures.

telegram-mcp-server

Enables Claude to interact with Telegram, including listing chats, reading messages, sending messages, searching, and managing contacts.

Awesome MCP Security

Okay, here's a translation of "Security Threats related with MCP (Model Context Protocol), MCP Servers and more" into Chinese, along with some expanded explanations of the potential security threats to help you understand the context better: **Translation:** **中文 (Chinese):** 与 MCP (模型上下文协议)、MCP 服务器及相关内容相关的安全威胁 **Explanation of Potential Security Threats (to help with understanding and context):** To fully understand the security threats, it's important to consider what MCP is and how it's used. Since "Model Context Protocol" isn't a widely known or standardized term, I'll assume it refers to a protocol used to share context or data related to machine learning models. Based on that assumption, here are some potential security threats: * **Data Poisoning:** * **中文 (Chinese):** 数据投毒 (Shùjù tóudú) * **Explanation:** If an attacker can inject malicious data into the MCP server or the data used to train or evaluate the models, they can corrupt the models' behavior. This could lead to the model making incorrect predictions or decisions, potentially causing harm. * **Model Inversion Attacks:** * **中文 (Chinese):** 模型反演攻击 (Móxíng fǎnyǎn gōngjí) * **Explanation:** An attacker might try to reconstruct sensitive training data by querying the model through the MCP server. If the model reveals too much information about the training data, it could compromise privacy. * **Model Extraction Attacks:** * **中文 (Chinese):** 模型提取攻击 (Móxíng tíqǔ gōngjí) * **Explanation:** An attacker could try to create a copy of the model by observing its behavior through the MCP server. This is especially concerning if the model is proprietary or contains valuable intellectual property. * **Denial of Service (DoS) Attacks:** * **中文 (Chinese):** 拒绝服务攻击 (Jùjué fúwù gōngjí) * **Explanation:** An attacker could flood the MCP server with requests, making it unavailable to legitimate users. * **Unauthorized Access:** * **中文 (Chinese):** 未授权访问 (Wèi shòuquán fǎngwèn) * **Explanation:** If the MCP server is not properly secured, unauthorized users could gain access to sensitive data or models. This could involve exploiting vulnerabilities in the server software or using stolen credentials. * **Man-in-the-Middle (MitM) Attacks:** * **中文 (Chinese):** 中间人攻击 (Zhōngjiān rén gōngjí) * **Explanation:** An attacker could intercept communication between clients and the MCP server, potentially eavesdropping on sensitive data or modifying requests and responses. * **Vulnerabilities in MCP Server Software:** * **中文 (Chinese):** MCP 服务器软件中的漏洞 (MCP fúwùqì ruǎnjiàn zhōng de lòudòng) * **Explanation:** The MCP server software itself might contain security vulnerabilities that attackers could exploit to gain control of the server or access sensitive data. * **Injection Attacks (e.g., SQL Injection, Command Injection):** * **中文 (Chinese):** 注入攻击 (Zhùrù gōngjí) (例如，SQL 注入，命令注入) * **Explanation:** If the MCP server uses user-supplied input without proper sanitization, attackers could inject malicious code into the server's database queries or operating system commands. * **Authentication and Authorization Issues:** * **中文 (Chinese):** 身份验证和授权问题 (Shēnfèn yànzhèng hé shòuquán wèntí) * **Explanation:** Weak authentication mechanisms or flawed authorization policies could allow unauthorized users to access or modify data and models. **In summary, the security threats related to MCP, MCP servers, and related content are diverse and depend heavily on the specific implementation and use case. It's crucial to implement robust security measures to protect against these threats.** If you can provide more details about the specific context of MCP in your situation, I can provide a more tailored and accurate translation and explanation.

audio-mastering-mcp

An MCP server that masters audio with a professional signal chain using ffmpeg, enabling loudness analysis, vocal-over-beat mixing, full mastering to target LUFS, and Dolby codec export.

baseline-mcp

Enables read-only interaction with Baseline irrigation controllers, including status, alarms, and historical reporting.

Skillz MCP Server

Enables LLMs to dynamically discover and execute tools through a structured skills system. Serves as a documentation hub where skills are defined in directories, allowing progressive loading and interpretation of capabilities.

EurostatAPI MCP

EU economic statistics — GDP, inflation, unemployment, trade, population

gsc-agent-cli

Enables querying Google Search Console data, Core Web Vitals, and PageSpeed insights from the terminal or via MCP tools.

sonos-ts-mcp

Enables AI assistants to control Sonos audio devices over a local network using UPnP/SOAP protocols, supporting playback, volume, queue management, zone grouping, and music library browsing.

theo-van-gogh-mcp

MCP server that lets AI assistants manage an art catalogue — find paintings, post to social media, upload to galleries, schedule posts, and update metadata.

architecture-contract

An agnostic MCP server that reads arc.yaml from the workspace, exposing tools to map layers, trace slices, generate scaffolding, and validate architectural rules.