Discover Awesome MCP Servers

AkShare MCP Server

Provides access to historical financial data for US, Hong Kong, and A-share markets using the AkShare library. It returns formatted stock market data, including prices and trading volumes, in easy-to-read Markdown tables.

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.

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.

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.

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.

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.

Bible MCP

Enables local-first semantic search and retrieval of Korean Bible verses using FAISS embeddings and full-text indexes. Supports exploration of biblical entities including people, places, and events with Korean-to-English query handling.

sql-mcp

Formats SQL queries with support for 14 dialects, keyword casing, and tab width.

codemem

Persistent memory MCP server that captures coding session context and automatically injects relevant memories into prompts using hybrid search for OpenCode and Claude Code.

imladris

Enables multi-LLM deliberation via a council of panel members, judges responses for consensus and contradictions, and returns analysis to the calling model.

projscan

An MCP server that provides AI coding agents with AST-accurate, context-budget-aware codebase querying, safety gates, and team policy integration via structured tools and a local plugin layer.

MCP Server Kalshi

一个用于与 Kalshi 预测市场交互的 MCP 服务器

spring-nacos-mcp

A project-aware, read-only Nacos MCP server for Spring Cloud repositories.

Youtube-MCP

Production-grade Model Context Protocol server for YouTube intelligence. Extract, analyze, and automate insights from YouTube channels and videos using the official YouTube Data API v3. Built for AI agents, automation pipelines, and content intelligence workflows.

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

基于硅基流动端口的人工智能图像生成微通道板 (Jīyú guī jī liúdòng duānkǒu de réngōng zhìnéng túxiàng shēngchéng wēi tōngdào bǎn) Alternatively, a more concise translation could be: 硅基流动端口AI图像生成MCP (Guī jī liúdòng duānkǒu AI túxiàng shēngchéng MCP)