The MCP Trust Index.

Apolo RAG

RAG server using Qdrant vector database for knowledge retrieval and semantic search.

iamfurukawa/apolo-mcp-server

Trackings MCP Server

Integrates Claude Desktop with trackings.ai to manage projects, configure keyword scans, and trigger run executions. It allows users to retrieve consolidated keyword results and monitor credit balances through natural language commands.

peterw/trackings-mcp

PyAirbyte MCP Server

Generates complete PyAirbyte data pipeline code and setup instructions for moving data between 600+ Airbyte source and destination connectors or to Pandas DataFrames, using AI-powered context-aware guidance based on connector documentation.

quintonwall/airbyte-labs-pyairbyte-mcp

ats-mcp

Test automation across web, mobile, desktop, API, and SAP GUI via ActionTestScript. 30 tools covering the Playwright MCP surface plus native multi-platform reach.

actiontestscript/ats-mcp

GuruWalk Affiliates

GuruWalk affiliate program for AI agents. Free walking tours in 100+ countries. Earn per booking.

guruwalk/affiliates-mcp

Local Stock Analyst MCP

Provides comprehensive stock analysis tools for real-time market data, technical indicators, and portfolio evaluations using Finnhub and Alpha Vantage. It supports both stdio and Render-compatible HTTP transport modes for flexible integration across environments.

Sauravmehto/mcplocalstockrenderlivetested

Agent Data Bridge

An MCP server that provides data bridging from Spring Boot interfaces and a lightweight Python sandbox for script execution. It enables agents to fetch data as Markdown or Parquet files and perform automated data analysis within a controlled environment.

AriaScarlet132/sandbox_mcp

Doit

Work planner and issue tracker for AI agents with CLI and hierarchical task management.

actual-outcomes/doit

networklytics-mcp

YouTube comment social network analysis (SNA): influencer centrality ranking, community detection (Louvain algorithm), sentiment analysis, and AI-generated insights via public JSON API.

Leekangbum/networklytics-mcp

SNOTEL MCP Server

Provides access to real-time and historical snow conditions, weather data, and snowpack analysis from over 800 SNOTEL stations across the western United States through the USDA Air and Water Database API.

jymmyt/snotel-mcp-server

Book4Time MCP Server

Enables interaction with the Book4Time API through an Azure Function-hosted server. It allows users to query product information and manage bookings using MCP-compatible clients like Claude Desktop.

Vikaskkg/MCP

SEO Analytics MCP

An MCP server that integrates Google Search Console and Google Analytics 4 to provide unified SEO and web traffic analysis. It allows users to fetch search performance data, merge page metrics, and generate automated trend reports or actionable insights through tool calls.

jafforgehq/google-analytics-mcp

Python Memory MCP Server

A Python-based server providing persistent memory management for AI models with SQLite and Markdown dual backend storage. It features full-text search, RAG-enhanced querying, and cross-project knowledge sharing for integration with Claude, Cursor, and Rovo Dev.

wty0512/memory-mcp-server

Weather Mcp

MCP server for weather forecasts and alerts

ruankie/weather-mcp

fizzy-mcp

MCP server for Fizzy kanban task management with tools for boards, cards, comments, and checklists.

davegomez/fizzy-mcp

UE-MCP

Enables AI assistants to interact with Unreal Editor 5 through the Python remote execution protocol. It allows for managing the editor lifecycle, configuring project settings, and executing Python scripts directly within the Unreal Engine environment.

chengdagong/ue-mcp

Frasurbane MCP Server

Provides tools for analyzing and generating content in the Frasurbane aesthetic through a structured taxonomy of typography, color palettes, and photography parameters. It enables users to enhance image-gen prompts and evaluate compositional tension using a specialized 5D coordinate system.

dmarsters/frasurbane-mcp

Atlassian MCP Server

A read-only MCP server that enables querying and searching Atlassian Confluence pages and Jira issues through their REST APIs. Supports retrieving content by ID or URL, searching using CQL/JQL, and listing spaces and projects.

varunkumar/atlassian-mcp

Software Management MCP Server

Enables AI agents to automate local software management workflows including installation, uninstallation, updates, and environment recommendations. It provides a standardized, non-interactive interface for managing system applications and tracking software versions safely.

Bs4876/mcp

AQICN MCP Server

Enables querying real-time air quality index (AQI) data for Chinese cities, including PM2.5, PM10, and other pollutant information with health recommendations from the World Air Quality Index Project API.

8xiang5hao/aqicn-mcp

School MCP

A Model Context Protocol (MCP) server for academic tools, integrating with Canvas and Gradescope platforms.

54yyyu/school-mcp

Obenan MCP Server

A simple note storage and management system that allows users to add, access, and summarize notes through a custom URI scheme. Supports creating summaries with configurable detail levels and provides real-time resource change notifications.

Azhar-obenan/review-analyzer-mcp-server

MCP Riddle Game Server

Provides tools to fetch random or categorized riddles, verify answers, and view riddle statistics. It supports communication via HTTP and SSE for seamless integration with AI agents.

etfromchina/mcp-riddle

Rundeck

Integrates with Rundeck for runbook automation and job scheduling.

asklokesh/rundeck-mcp-server

Reachy Mini MCP Server

Enables natural language control of Reachy Mini robots for tasks like head movement, camera capture, and performing choreographed dances or emotions. It includes local, low-latency text-to-speech capabilities with synchronized head animations for lifelike interaction.

PixelML/reachy-mini-mcp

MySQL MCP Server

A lightweight server for executing SQL queries and inspecting schemas across multiple MySQL database connections. It provides tools for managing persistent connection configurations and exploring database structures through natural language.

araxiaonline/mysql-mcp

Git MCP Assistant Tool

Enables AI models to perform comprehensive Git repository management including cloning, file operations, branching, committing, and pushing changes via a secure FastMCP interface. It features built-in workspace isolation and rigorous input validation to ensure production-ready repository control.

kamiwaza-drew/tool-git

Knowledge Assistant MCP Server

Enables Claude Code to interact with Obsidian vaults by providing tools for multi-term searching, reading notes, and exploring tag-based relationships. It allows users to query, analyze, and manage their personal knowledge base directly through natural language.

r2d2helm/knowledge-assistant-mcp

GitHub Search MCP Server

Enables searching and exploring GitHub repositories with tools for cloning repos, searching code with regex, browsing directory structures, reading files, and extracting code outlines.

anirudhadasgupta/GithubMCPServer

MCP Server Template

A production-ready Python scaffold for building Model Context Protocol (MCP) servers using FastMCP. It provides a structured framework for developers and AI agents to rapidly develop, test, and manage custom tools and workflows.

Frankietime/mcp-template

ENTIA Entity Verification

Structured business intelligence for AI agents. 5.5M verified entities across 34 countries, 40.3M BORME mercantile acts, EU VAT validation, GLEIF, healthcare registries. 20 tools.

ENTIA-IA/entia-mcp-server

smithery-ai/smithery-cookbook

A simple MCP server built with FastMCP and python

smithery-ai/smithery-cookbook

OMNI-MQTT-MCP

MQTT MCP Server using FastMCP

sub-arjun/OMNI-MQTT-MCP

Bootstrap python service

Trying to use mcp servers for setting up local rag

styada/local-rag-omscs

MCP Knowledge Vault Search Tool

Enables searching personal knowledge vaults using hybrid semantic and keyword matching through the Fondu Knowledge Vault API. Retrieves and reranks relevant information from personal knowledge bases with flexible authentication options.

fondutech/mcp_tools

Omnispindle - Advanced MCP Todo Management System

Simple MCP server to provide my Local Cursor with access to add items to my MongoDB todo list

MadnessEngineering/Omnispindle

Tableau MCP

Enables integration with Tableau to query data, explore workbook content, and retrieve visualization images through natural language. It provides developer primitives for building AI applications that interact seamlessly with Tableau servers.

CharlieMHJeong/tableau-mcp

Semantic Search MCP Server

Enables AI agents to perform semantic search over codebases by converting natural language queries into efficient search patterns like grep and ripgrep. It utilizes LLMs to verify relevance and find code snippets that traditional keyword-based searches might miss.

mix0z/Semantic-Search-MCP

DICOM API MCP Server

Exposes DICOM operations as tools for AI agents to interact with medical imaging systems and PACS. It enables searching for studies and series, querying instance metadata, and retrieving pixel data from DICOM entities.

aotal/dicom_api_mcp_project

PostgreSQL MCP Server

An MCP server that enables AI assistants to interact with PostgreSQL databases by executing SQL queries and inspecting database schemas. It provides tools for standardized database exploration and management through the Model Context Protocol.

guibracco/postgres-mcp-server

Claude Voice Commands

Enables natural voice interaction with Claude Code through speech-to-text, supporting wake word activation and multiple backends like Whisper and Google. It allows users to execute commands and control their coding environment hands-free via their microphone.

JWitcoff/Claude_Chat

Zeotap CDP MCP Server

Enables Claude to interact with Zeotap's Customer Data Platform through natural language queries, allowing users to fetch audience data, check sync status, and manage destinations without needing API IDs.

megha2432/MCP_Zeotap

API-Central

Enables conversational automation of HPE Aruba Central network operations through Claude Code. Provides 88 tools across monitoring, configuration, and operations domains for device migration, SSID management, switch provisioning, and GreenLake Platform integration.

secure-ssid/centralmcp

Pydantic MCP Agent with Chainlit

This repo makes use of MCP servers to seamlessly integrate multiple tools for the agent.

RyanNg1403/pydantic-ai-mcp-agent-with-chainlit

ruyipage-mcp

An MCP server that exposes Firefox browser automation capabilities through the Model Context Protocol, enabling AI assistants to control web browsers for navigation, interaction, and data collection tasks.

neverl805/ruyipage_mcp

MCP Calculator Server

A minimal Model Context Protocol server that provides basic arithmetic tools and a comprehensive meeting analysis prompt template for processing transcripts. It serves as a clean example for developers to learn how to build, test, and integrate MCP servers with Claude Desktop.

ayyappachinpandi/MCP-Example-ayyappa

CHUK Music MCP Server

Enables AI-assisted music composition through copyable pattern templates, style constraints, and arrangement tools that compile to MIDI files. Provides 30+ tools for managing musical structures, layers, patterns, and styles with deterministic compilation from YAML arrangements.

chrishayuk/chuk-mcp-music

ICON MCP v103

Provides AI agents and LLMs with secure access to the ICON MCP v103 API via Bearer tokens or HTTP 402 payment protocols. It enables standardized interaction with market data and API endpoints through the Model Context Protocol.

Traia-IO/icon-mcp-v103-mcp-server

Academic MCP

Enables AI tools to search and retrieve data from various South Korean and Japanese academic databases, including research journals, historical records, and legislative information.

xinyousuozhi/academic-mcp

MCP Accounting

An API-based accounting analysis tool that identifies financial anomalies like unusually large transactions and duplicate payments from CSV datasets. It allows AI agents to perform automated financial auditing and transaction analysis through structured tool endpoints.

Eduardo-Lucas/mcp-accounting