The MCP Trust Index.

MCP Calculator Project

A communication pipe and tool suite that enables AI models to interact with external systems through mathematical calculations, remote control, and data processing. It supports multiple transport protocols including stdio, SSE, and HTTP for flexible and extensible tool integration.

NottheGuy007/mcp-calculator

Notion MCP Server

Enables AI assistants to search, create, and manage Notion workspace content including pages and databases. It supports advanced database querying, page updates, and content organization through natural language conversations.

Shameerpc5029/notion-mcp

Jon's Pushover MCP Server

Enables sending push notifications to your devices via Pushover, allowing you to receive alerts and messages with customizable titles, URLs, priorities, and sounds.

jonmmease/jons-mcp-pushover

GitLab MCP Server

Enables monitoring of GitLab CI/CD pipelines and job statuses through automatic project detection and intelligent polling. It provides reliable API integration for checking build progress directly within AI-powered development environments.

horodchukanton/gitlab-mcp

vmware-aria

AI-powered VMware Aria Operations monitoring and capacity planning. Query metrics, manage alerts, detect anomalies, and plan capacity with 18 MCP tools.

zw008/VMware-Aria

Expense Tracker MCP Server

Enables tracking and managing personal expenses through a local SQLite database. Supports adding, editing, deleting, listing, and summarizing expenses by category, as well as managing credit accounts.

PK-SANGAMESWAR/mcp-expense-tracker

Twitter MCP Server

Enables LLM agents to interact with Twitter (X) for searching tweets, posting content with images, analyzing engagement, and extracting topics using the Twitter API.

vinod827/mcp-twitter

GCP Sales Analytics MCP Server

Enables querying both Google Cloud SQL (PostgreSQL) and BigQuery public datasets through an AI agent that automatically routes questions to the appropriate data source for sales and e-commerce analytics.

miames/gcp_mcp

Weapon Recoil Generator – build your own recoil MCP

This repository hosts the “Weapon Recoil Generator” MCP Server deployed on Smithery.

Hyeongseob91/mcp-server

SketchupMCP

Enables direct interaction and control of SketchUp through Claude AI using the Model Context Protocol and a TCP socket connection. It allows for prompt-assisted 3D modeling, component manipulation, and the execution of arbitrary Ruby code within the SketchUp environment.

piexl/sketchup-mcp

Memory MCP

Provides persistent AI agent memory using a local vector database for long-term semantic storage and short-term session scratchpads. It enables low-latency memory operations including search, storage, and bulk management without external cloud dependencies.

burgessadrien/memory-mcp

sprout-mcp

An MCP server that integrates the Sprout Social Public API with Claude and other MCP clients. It allows users to manage social profiles, track analytics for posts and profiles, and schedule social media content.

jmeserve/sprout-mcp

MCP Weather Project

An MCP server that provides real-time weather alerts for US states using the National Weather Service (NWS) API. It also includes utility features for message echoing and generating customizable greeting prompts.

PRIYADHARSANK/MCP

op-mcp

An MCP server that provides secure access to 1Password secrets and item management through the 1Password CLI. It enables MCP clients like Claude and Cursor to read, create, edit, and delete password vault items with biometric authentication handled by the 1Password desktop app.

jluckyiv/op-mcp

SMILES Visualizer MCP Server

Enables molecular visualization and analysis from SMILES strings using multiple rendering approaches (RDKit, NetworkX, Plotly, matplotlib), providing detailed molecular properties, validation, and batch processing capabilities for chemical structures.

siarhei-fedziukovich/smiles_visualizer_mcp

What is Model Context Protocol (MCP)?

A lightweight Model Context Protocol (MCP) server that enables your LLM to validate email addresses. This tool checks email format, domain validity, and deliverability using the AbstractAPI Email Validation API. Perfect for integrating email validation into AI applications like Claude Desktop.

Abhi5h3k/MCP-Email-Verify

Dev Tool MCP

Provides web crawling and browser automation capabilities with support for multiple content formats (HTML, JSON, PDF, screenshots, Markdown), page content extraction, console message monitoring, and network request tracking.

osins/dev-tool-mcp

Cover Letter MCP Server

Generates professional PDF cover letters using LaTeX with advanced folder management capabilities. Integrates with Claude Desktop to create beautifully formatted cover letters with customizable organization by company, role, or industry.

AndreaCadonna/cover-letter-mcp

MCP Three

Enables working with 3D models by converting GLTF/GLB files into React Three Fiber JSX components and analyzing model structures, hierarchies, and properties for debugging and optimization.

basementstudio/mcp-three

Loom Local MCP Server

Extracts and analyzes key frames from Loom videos or local video files for debugging purposes. Automatically detects scene changes and provides visual context for troubleshooting issues.

Slaycaster/loom-local-mcp-server

DINGTALK MCP - 通过钉钉客户端AI助理调用本地私有部署的MCP服务

Provide MCP Server private skills for DingTalk AI Agent

MiechalZhao/DingTalkMCPServer

Amazon Q Web Documentation Reader

Enables intelligent navigation and extraction of documentation from websites, allowing Amazon Q to automatically discover relevant pages, extract clean content, and retrieve code examples from web documentation.

Lumos-Labs-HQ/amazon-q-docMCP

nextcloud-mcp-server

A MCP server for reading data from NextCloud

Monadical-SAS/nextcloud-mcp-server

AgentShare Price API

AgentShare delivers structured product search and pricing signals for AI agents over REST and MCP (Streamable HTTP). Responses include freshness & coverage metadata so agents can reason about data recency. API keys secure billed endpoints; public discovery at /agent.json and /mcp.json. Currently integrates connected marketplaces and affiliate feeds – roadmap expands to global e-commerce (AliExpre

anhmtk/agentshare-mcp

Website Scraper MCP Server

Extracts clean text content and metadata from website URLs using Beautiful Soup through a standardized interface for AI agents. It supports both Bearer token authentication and a blockchain-based pay-per-use protocol for flexible access.

Traia-IO/website-scraper-mcp-mcp-server

Percepta MCP Server

Provides browser automation, AI-powered analysis, visual processing, web scraping, automated test generation, and DevTools analysis capabilities. Supports multiple AI providers (OpenAI, Anthropic, Google, Ollama) for intelligent web interaction and data extraction.

0x-hewm/percepta-mcp

Local iMessage RAG MCP Server

iMessage RAG MCP Server from Anthropic MCP Hackathon (NYC)

willccbb/imessage-mcp

Shell Server

A Model Context Protocol server that enables users to execute arbitrary shell commands through a terminal tool. It supports custom working directories, configurable execution timeouts, and safe command parsing using shlex.

sergio-deras/mcp-shellserver

Mirdan

Automatically enhances developer prompts with quality requirements, codebase context, and architectural patterns, then orchestrates other MCP servers to ensure AI coding assistants produce high-quality, structured code that follows best practices and security standards.

S-Corkum/mirdan

token-rugcheck

MCP server for real-time Solana token risk analysis. Cross-references RugCheck.xyz, DexScreener, and GoPlus Security to generate three-layer reports: machine verdict → LLM analysis → raw on-chain evidence. Live on Solana mainnet with USDC micropayments ($0.02/audit). Give any AI agent the ability to check if a token is safe before trading.

AetherCore-Dev/token-rugcheck

Zion MCP (Model Context Protocol)

MCP server for zion project

ktfth/zion-mcp

FastMCP Google Docs Manager

Enables interaction with Google Docs through a FastMCP server, allowing users to list, read, and create documents. It leverages the Google Docs and Drive APIs to provide seamless document management via Gemini-CLI.

chronis10/gemini-docs-mcp

Computer Use MCP Server

Enables Claude Code to interact with Linux X11 desktops by performing mouse actions, keyboard input, and capturing screenshots. It provides a suite of tools for automation tasks such as clicking, typing, and zooming on specific screen regions.

SebastianBaltes/claude_code_computer_use_mcp

Paint MCP

Exposes a Pygame-based drawing canvas as an MCP server, allowing LLMs to create digital art using standard shapes and freehand paths. It features a specialized oil paint mode that simulates realistic color mixing, paint depletion, and textured brush strokes.

joeyballentine/paint-mcp

DOM Screenshot

Captures screenshots of specific DOM elements through an interactive browser overlay that allows users to hover and click on webpage elements to generate PNG images using html2canvas.

adtac/domshot

Claude-Gemini Collaborative Integration

Enables seamless real-time collaboration between Claude Code and the Gemini CLI for discussing ideas and refining solutions. It provides tools to initiate collaborative sessions, consult Gemini with context preservation, and access conversation history.

JamieWonderchild/claude-gemini-mcp

Amazon MCP Server

Enables scraping Amazon product details and searching for products on Amazon through natural language queries. No API keys required as it scrapes publicly available Amazon pages.

r123singh/amazon-mcp-server

Claude Desktop Research MCP Server

Enables searching, retrieving, and reading academic papers from arXiv while analyzing citation networks via Semantic Scholar. It allows users to extract full-text content from PDFs and explore references or citations sorted by impact.

cholhwanjung/research-mcp

Dual-Model MCP Server

An MCP server that orchestrates a dual-model workflow using Claude Opus for high-level code generation and Codex for automated code review and bug fixing. It provides tools for framework design, task classification, and quality assurance to optimize software development.

skewliness/claude-mcp

MCP Database Tools Server

An MCP server designed to automate Django database setup and management, including PostgreSQL database creation and extension configuration. It enables users to update environment files and execute Django management commands through integrated tools like VS Code Copilot.

chaitanyaiscoding/MCP_Database_Tools-

mcp-agent

rummaging around mcp servers and ai agents

ChrCoello/mcp-agent

Traffic MCP Server

Provides traffic prediction and route optimization tools that consume a REST API to get traffic station data, predict Speed Performance Index using LSTM models, and suggest optimal routes between stations using Dijkstra's algorithm.

lucad-28/traffict-mcp-server

Afterpaths

Summarize and search coding sessions, automatically extract rules from session discoveries (dead ends, decisions, gotchas) and benchmark performance across coding agents. Works with Claude Code, Codex CLI and Cursor.

burnssa/afterpaths

Benchmark MCP Server

An industry benchmarking tool that enables users to compare company metrics like revenue and profit against industry averages using interactive visual charts. It supports both Claude and ChatGPT across multiple transport protocols including SSE and Streamable HTTP.

dganesh5/claude-mcp-app

Webots MCP Server

Enables real-time monitoring and control of any Webots robot simulation, providing access to robot state, sensors, camera feeds, and simulation controls (pause, resume, reset) through natural language.

luisfelipesena/webots-youbot-mcp

Temporal MCP

Temporal MCP is a bridge connecting AI assistants like Claude with the powerful Temporal workflow engine. By implementing the Model Context Protocol (MCP), it allows AI assistants to discover, execute, and monitor complex workflow orchestrations—all through natural language conversations.

Mocksi/temporal-mcp

Cardiology Knowledge Graph MCP

Builds and manages a cardiology-focused knowledge graph in Neo4j by extracting medical entities and relationships from documents using LLMs. It enables users to ingest PDFs, refine extracted data, and perform natural language queries to gain clinical insights.

ryoureddy/Cardiology-Knowledge-Graph-MCP

VAHAN Data MCP Server

Scrapes and serves India's national vehicle registration database (VAHAN Dashboard), providing detailed insights into registrations, manufacturers, fuel types, and RTO-level metrics.

shubhamgrg04/vahanmcp

mcp-postgres

Enables AI agents to execute SQL queries and introspect PostgreSQL schemas, tables, and indexes with read-only safety by default. Supports optional write operations and works with Claude, LangChain, and other agents via stdio or HTTP transports.

Filipescordeiro2/mcp-postgres

MCP OpenAPI Template

A template for building MCP servers from OpenAPI specifications, enabling automatic conversion of any REST API into LLM-accessible tools with built-in authentication and validation.

jesusperezdeveloper/mcp_openapi_template