Discover Awesome MCP Servers

gopls-mcp

https://gopls-mcp.org/ MCP server for golang projects development: Expand AI Code Agent ability boundary to have a semantic understanding and determinisic information for golang projects.

MBIT-Test

An MCP server for the MBTI personality test, supporting AI assistants to guide users through the personality test and provide result analysis.

ngmcp

Enables AI agents to query and browse Norton Guide database files, providing tools for reading entries, searching, and navigating menus.

Roblox Studio MCP

Connects AI assistants to Roblox Studio, enabling them to interact with instance hierarchy, edit Luau scripts, manage properties, and sync files over a local connection.

GitMCP

Transforms any GitHub repository or GitHub Pages site into a documentation hub for AI assistants using the Model Context Protocol. It allows AI tools to access real-time code and documentation to prevent hallucinations and provide accurate API usage examples.

SiliconFlow Flux MCP 服务器

Here are a few possible translations, depending on the specific context and intended meaning: **Option 1 (Focus on technical accuracy):** * **MCP de geração de imagens por IA baseado em porta de fluxo de silício.** (This is a very literal translation and might be best for technical documentation.) **Option 2 (Slightly more natural sounding):** * **MCP para geração de imagens com IA, baseado em portas de fluxo de silício.** (This is a bit more readable.) **Option 3 (If "silicon-based flow port" is a well-known term):** * **MCP de geração de imagens por IA com portas de fluxo de silício.** (This assumes the reader understands what "portas de fluxo de silício" refers to.) **Explanation of Choices:** * **MCP:** MCP is likely an acronym and should remain as is unless you know the full Portuguese equivalent. * **AI生图:** "Geração de imagens por IA" is the standard translation for "AI image generation." * **基于硅基流动端口:** "Baseado em porta de fluxo de silício" or "com portas de fluxo de silício" are the most direct translations. The choice depends on whether you want to emphasize the foundation or the presence of the ports. * **de:** The use of "de" (of) helps connect the phrases and make the sentence flow better in Portuguese. **Recommendation:** I would recommend **Option 2: MCP para geração de imagens com IA, baseado em portas de fluxo de silício.** It's a good balance of accuracy and readability. However, if you're writing for a highly technical audience, **Option 1** might be more appropriate. If "silicon-based flow port" is a common term in the field, **Option 3** is the most concise. To give you the *best* translation, I'd need more context about what "MCP" stands for and the specific application.

mcp-the-guardian

Enables searching and retrieving articles, sections, and tags from The Guardian via the Guardian Open Platform API.

expression-atlas

Enables querying the EBI Expression Atlas for gene expression data across species and conditions. Part of the Pipeworx gateway, it provides access to baseline and differential expression studies.

GO2 Sport MCP Server

Enables controlling a Unitree GO2 robot's motion (forward, backward, left, right, stop, stand up, and move with custom velocities) via MCP tools, using ROS2 commands.

Gortex

High-performance code graph and code intelligence engine. Index code base into knowledge graph, supports 257 languages and native multi repositories environment

AIE8-MCP Server

An MCP server that provides web search capabilities through the Tavily API and weather data retrieval tools. It demonstrates how to integrate external APIs into AI applications and build agentic workflows with LangGraph.

lore-mcp

Persistent knowledge layer for AI agents. Structured KB with search, investigation threads, multi-session journal, and multi-agent attribution. SQLite or PostgreSQL.

AgenSysAdmin

MCP server for remote Linux server administration via SSH, integrating with Claude Code to manage Ubuntu/Debian servers.

greenroom

An entertainment recommender MCP server that integrates with TMDB to help agents discover films and television shows based on genre, release year, and language. It also includes utilities for comparing multi-agent LLM responses and analyzing entertainment industry data.

Viz MCP Server

Enables AI agents to create data visualizations like bar charts, line charts, pie charts, scatter plots, and histograms, returning inline SVG or PNG files.

MYOB Codex MCP

Codex-safe MCP server for MYOB Business/AccountRight cloud. Provides read-only tools by default and mutating actions that require explicit approval before commit.

fd-mcp

Provides fast file search capabilities using fd (a modern find alternative), enabling AI assistants to efficiently navigate codebases, search file contents with ripgrep, and execute commands on matched files.

teztun-mcp

Manage TezTun tunnels, subdomains, and service tokens from any MCP-compatible AI client. TezTun is a self-hosted ngrok alternative that exposes localhost services through teztun.uz with HTTPS and optional custom domains.

resume-onepage-autofit-mcp

From markdown resume to formatted PDF, a MCP server that generates single-page PDF resumes with smart overflow detection and layered content reduction strategies

mcp-govern

MCP server for investigating public transparency and detecting corruption patterns by cross-referencing open data from Catalan, Barcelona, and Spanish government sources, with 49 tools for contract, subsidy, salary, and lobbying analysis.

keka-mcp-server

MCP server for the Keka HRM API, enabling HR operations like employee management, leave, attendance, payroll, recruitment, and PSA.

Gemini Streamable HTTP MCP

A Docker-based deployment that wraps the Gemini MCP server with supergateway to expose its tool capabilities over Streamable HTTP. It enables users to perform image-editing workflows and interact with the Google Gemini API using a standardized web-accessible endpoint.

ragx

RAGX MCP Server enables retrieval-augmented generation with document ingestion, hybrid search, and agentic answering using Claude, exposing tools for querying, searching, and managing documents.

SwipeBuilder MCP Server

Enables programmatic access to your SwipeBuilder ad swipe library to retrieve saved ads and manage collections across various social media platforms. It allows for filtering swipes by platform or format and provides tools to monitor API credit usage through natural language.

Berlin Group MCP Server

Provides AI assistants with contextual access to Berlin Group Open Finance API specifications, enabling specification-compliant guidance through semantic search, graph database queries, and document retrieval.

G4 Data Model MCP Server

Enables deployment of a customizable MCP server on Cloudflare Workers without authentication. Allows users to define custom tools and connect to clients like Claude Desktop or Cloudflare AI Playground for remote tool execution.

BarrHawk

Enables automated end-to-end testing and verification of web applications through natural language, with self-healing selectors and dual-mode execution.

Google Analytics MCP Server

Enables LLMs to interact with Google Analytics Admin and Data APIs to retrieve account summaries, property details, and custom metrics. It allows users to run core and real-time reports to analyze website performance and configuration via natural language.

Cubiczan MCP Server

Connects Off Grid mobile app to Cubiczan's multi-agent intelligence, exposing agent orchestration as an OpenAI-compatible API endpoint.