The MCP Trust Index.

agent-runtime-mcp

Enables persistent task and goal management with AI-powered decomposition, cross-session continuity, and fault-tolerant multi-agent pipelines.

marc-shade/agent-runtime-mcp

MCP Host Client Server SSE

手搓MCP样例，使用SSE模式，访问本地数据。从Hosts到server全部代码演示。

HanShan006/MCP_Host_Client_Server_SSE

technical-impact-analyst

Analyzes GitHub contributions and maps them to the Karpathy Skills framework, providing metrics, alignment scores, and executive summaries.

Gaells/mcp-github-performance-review

HackBridge

An MCP server that connects AI clients to a Linux terminal for real-time automated penetration testing and CTF challenge solving. It enables AI models to execute terminal commands and interact with offensive security tools like Nmap, SQLMap, and Gobuster.

Dhineshkumar272005/HackBridge

clova-speech-lecture-mcp

Enables speech-to-text transcription and summarization of lecture audio using Naver CLOVA APIs. Provides MCP tools for short and long audio processing with summarization.

hwyang2003/clova-mcp

SQL Server by bulentkeskin

Enables AI assistants to search tables, execute read-only queries, and retrieve metadata from SQL Server databases.

bulentkeskin-tk/sql-mcp-server

Nonpayment Health MCP Server

Enables querying and analyzing non-reimbursable medical treatment costs in South Korea using the Health Insurance Review & Assessment Service API. Supports searching treatment codes, comparing hospital prices, regional statistics analysis, and finding cost-effective healthcare options.

chweyun/mcp-nonpayment-health

Tracker MCP Server

Enables LLM clients to interact with a local tracker-server for checking schedule, retrieving statistics, registering tasks, and managing timers.

egormak/tracker-mcp

ChatSQL MCP Server

Enables natural language queries to PostgreSQL by converting questions to SQL using Google Gemini and executing via FastMCP.

thomasjerard/ChatSQL

Equinox MCP Server

An MCP server that provides LLMs with access to Equinox documentation and tools to validate Equinox module code. It supports both online documentation fetching from GitHub and offline access through local files.

s27183/equinox-mcp

AliceBlue

Manage your AliceBlue portfolio, orders, and funds from one place. View holdings, positions, margins, and real-time market data, and place, modify, or cancel orders with ease. Track order and trade history, convert or square off positions, and automate entries with GTT orders.

dashayus/aliceblue-mcp-server

Pipefy MCP Server

Enables LLMs to interact with the Pipefy GraphQL API to manage pipes, cards, database tables, and records through natural language. It provides tools for searching, creating, and retrieving detailed information about Pipefy workflows and database entities.

AngeelVallem/pipefy-mcp

Webscraper MCP

MCP server that transcribes webpages for LLMs to use by providing the url to the LLM.

saishridhar/webscraper

MCP Context Server

A secure multi-tenant server that provides real-time context to LLMs via REST API, using JWT authentication and PostgreSQL row-level security for tenant isolation.

dotteduniverse/Model-Context-Protocol-Server

LightRAG MCP

Enables querying an internal LightRAG knowledge base to retrieve technical documentation and structured information using hybrid search modes. It facilitates the integration of raw text or HTML results from a LightRAG server into LLM workflows.

jeffreychuuu/lightrag_mcp

code-sandbox-mcp

MCP server for E2B code sandbox, enabling creation, management, and execution of code in secure sandboxes using Python and shell commands.

feifeigood/code-sandbox-mcp

radio-browser-mcp

MCP server that enables natural language control of internet radio from Claude Code, with access to 30,000+ global stations, auto-playback via mpv, and a real-time status line with audio spectrum visualization.

cococolanosugar/radio-browser-mcp

Claude Memory MCP

A lightweight MCP server that provides Claude Desktop with persistent memory across conversations by storing, summarizing, and retrieving conversation history.

adeeljames/claude-memory-mcp

mcp_autogen_sse_stdio

This repository demonstrates how to use AutoGen to integrate local and remote MCP (Model Context Protocol) servers. It showcases a local math tool (math_server.py) using Stdio and a remote Apify tool (RAG Web Browser Actor) via SSE for tasks like arithmetic and web browsing.

SaM-92/mcp_autogen_sse_stdio

Server MCP

Provides math and weather tools accessible via LangGraph agent using MCP protocol with stdio and streamable HTTP transports.

SeydinaBANE/Server_mcp

Digital Guitar Archive MCP Server

Enables AI assistants to search and retrieve records from the Digital Guitar Archive database using full-text search and field-specific filters. It provides tools for fetching detailed record information and listing historical source libraries.

rcoldwell/mcp

OpenLandMap MCP Server

Provides access to the OpenLandMap STAC catalog, offering over 100 global environmental datasets including soil, climate, and vegetation data. It enables AI agents to discover, search, and retrieve Cloud-Optimized GeoTIFFs for global geospatial analysis.

tharlestsa/openlandmap_mcp

Pi-hole MCP Server

Enables control of Pi-hole v6 ad blocking, allowing users to toggle DNS blocking status and retrieve real-time statistics like query counts and blocked domains. It provides a structured interface for monitoring and managing network-level ad filtering through the Pi-hole REST API.

sebszczec/pihole-mcp

Excel MCP Server

Enables reading and writing Excel files (text, formulas, and images on Windows) via MCP tools with pagination support.

fbeelm/excel-mcp-server

search_docs_mcp

This MCP (Model Context Protocol) tool is your secret weapon against outdated knowledge. It enables semantic search across multiple AI library documentations, ensuring your coding companion stays up-to-date with the latest tech. No more "I'm sorry, I don't have information about that" moments!

mostafa-ghaith/search_docs_mcp

Appointment Scheduler MCP Server

A Model Context Protocol (MCP) server that connects to a PostgreSQL database to manage appointment scheduling.

fastmcp-me/backend-mcp

Crypto Indicators MCP Server

Provides real-time cryptocurrency market data and technical indicators (EMA, MACD, RSI, ATR, Bollinger Bands) from Aster DEX with multi-timeframe analysis support for trading pairs like BTC, ETH, and SOL.

accelizero/crypto_mcp

MCP Analyst

MCP Analyst is an MCP server that empowers claude to analyze local CSV or Parquet files.

unravel-team/mcp-analyst

Bring! MCP Server

MCP server for the Bring! shopping list API, enabling management of shopping lists via natural language.

arithmetic-zz/bring-mcp-server

MCP Demo Project

A collection of MCP servers demonstrating math operations, weather data, and LangGraph workflows.

vaibhavGala262/MCP_servers

Arda Vector Database MCP Server

Enables semantic code search across multi-language codebases using natural language queries, integrated with Qdrant vector database for fast, cached retrieval.

ardaglobal/mcp-ardaglobal-code

CI Monitor MCP Server

Monitors Jenkins CI builds in real-time, fetching build status and logs on failure to provide context for AI-assisted code fixes, enhancing developer workflow.

aviral-mishra-1008/CI_McpDev

Gamma MCP Server

Enables generating presentations, creating from templates, and managing Gamma resources via MCP tools.

aykansal/gamma-mcp-server

kookmin-stock

MCP server that provides Korean stock market data including indices, top gainers, stock quotes, news, fundamentals, and buy recommendations. Enables LLMs to access real-time and historical Korean stock information.

JooSeunghyeon/Kookmin-University-MCP

Bigeye MCP Server

Enables interaction with the Bigeye Data Observability platform to query data quality issues, analyze data lineage and dependencies, track AI agent data access patterns, and perform root cause analysis for data issues.

bigeyedata/bigeye-mcp-server

AI Research Assistant MCP Server

An MCP-based AI agent that retrieves and processes documents to answer queries using a RAG pipeline with LangChain and Claude models. It enables document indexing, context-aware retrieval, and multi-tool orchestration for research and knowledgebase applications.

sagarkpoojary/sagar-mcp-project

MCP Server

Integrate your applications with real-world data and tools seamlessly. Access files, databases, and APIs while leveraging the power of language models to enhance your workflows. Simplify complex interactions and automate tasks with a standardized protocol.

ShresthaAnkit/mcpserver

Job Search MCP Server

Enables Claude to search AI/ML jobs across Greenhouse, Lever, and Adzuna, with resume tailoring and referral outreach assistance.

prabhakar1234pr/Applying-Jobs-MCP-server

AI Context Manager

Manages .ai/ workspace folder, syncs assets with a cloud service, and generates environment-specific bootstrap files for AI context management.

dannybombastic/mcp-standard-ai

uk-tides-mcp

MCP server for UK tide times

kaihendry/uk-tides-mcp

Quantum ZX-Calculus MCP Server

Converts quantum circuits into ZX-diagrams using categorical quantum mechanics, enabling circuit visualization, analysis, and optimization through deterministic gate mapping and rewrite rules.

dmarsters/quantum-zx-calculus-mcp

qiskit-sim-mcp

This MCP server enables Claude Desktop to create, visualize, and simulate quantum circuits using Qiskit and Qiskit Aer, with support for preset circuits, custom QASM, and noise modeling.

Narashiman24/qiskit-sim-mcp-demo

mcp-acp

Enables management of Ambient Code Platform (ACP) sessions, including creating, viewing, and deleting sessions, with support for labels and bulk operations.

fastmcp-me/mcp-ambient-code

Trademark Big Data MCP Server

Provides comprehensive trademark information services, including fuzzy company search, detailed trademark status tracking, and statistical analysis. Users can analyze trademark portfolios by tracking application trends, registration data, and category distributions for specific companies.

handaas/trademark-mcp-server

AI HR Leave Management MCP Server

Provides tools for managing human resources tasks such as applying for leave, checking leave balances, and viewing holiday schedules. It enables natural language interaction for employee information and leave history tracking via the Model Context Protocol.

anjalimahapatra2004/mcp_tool

SKILLful MCP Docx Processor

A Word document processing MCP server that exposes a single tool (docx_process) routing to 63 operations covering creation, editing, formatting, and querying, with on-demand skill loading for context efficiency.

Zeke-777/SKILLful-mcp-docx-processor

frida-mcp

Enable AI-driven automated Android dynamic analysis by controlling Frida through the Model Context Protocol for streamlined reverse engineering.

Gindhar2112/frida-mcp

Project Memory

An intelligent personal CRM that processes WhatsApp conversations to build a searchable knowledge base about contacts using diarization, transcription, and PII sanitization. It exposes MCP tools for semantic search, contact summaries, and reminder management within Claude Desktop.

crtormo/project-memory

AOL Mail MCP Server

Enables reading, searching, sending, and managing AOL Mail emails and folders via natural language, compatible with VS Code Copilot and Claude Desktop.

kubegrind/aol-mcp-server

DeviceMCP

Provides cross-platform device information including system specs, battery status, storage, and memory details for Windows, macOS, Linux, and Android through a Model Context Protocol server.

JahidHasanCO/DeviceMCP