The MCP Trust Index.

Magnetics SME MCP Server

by jkearney126

Provides specialized tools for electromagnetics and magnetic circuit analysis, including field calculations, material property lookups, and unit conversions. It enables AI agents to perform precise physics computations and reason through complex engineering problems using real-world equations.

jkearney126/maxwell_bot

mcp-clipboardify

by fluffypony

Provides clipboard access tools (get and set) for AI assistants via the Model Context Protocol, enabling seamless clipboard operations across platforms.

fluffypony/mcp-clipboardify

MCP Weather Server

by dilmurodmak

Provides real-time weather information for any location using FastMCP.

DilmurodMak/mcpweather

Crypto MCP Server

by nielsen642

Provides real-time and historical cryptocurrency market data using ccxt, enabling users to fetch live prices, historical candlestick data, and stream real-time ticker updates across multiple exchanges.

Nielsen642/Crypto_MCP_Server

MCP Code Reviewer

by whtan410

An AI-powered server for code analysis, requirements validation, and automated fix proposals with human-in-the-loop confirmation. It supports multiple LLM providers and ensures safe file modifications through automatic backups and path validation.

whtan410/mcp_code_review

LeaveManager

by umamaheswararao04

A Model Context Protocol server that enables users to manage employee leave through natural language. It provides tools to check leave balances, apply for leave, and view leave history via Claude integration.

umamaheswararao04/leavemanager-mcp-server

A11y Expert MCP

by elizabeth1979

An accessibility expert MCP server that provides AI coding assistants with real-time access to WAI-ARIA patterns, code review, contrast checking, and WCAG guidance for writing accessible code from the start.

Elizabeth1979/a11y-expert-mcp

timeweb-mcp

by evgeninho69

Local MCP server for Timeweb Cloud that enables running any twc CLI command and provides shortcuts for managing servers, apps, and account.

evgeninho69/timeweb-mcp

mlctl

by isouravsengupta

Enables natural language management of the full ML lifecycle including experiments, model registration, deployment, and pipeline orchestration through a conversational agent.

isouravsengupta/mlctl

GitHub MCP App Shim

by incognita-labs

A lightweight stdio-to-http relay that enables the GitHub MCP server to authenticate using a GitHub App instead of a Personal Access Token. It automatically manages fine-grained permissions and short-lived tokens for secure, organizational AI agent workflows.

incognita-labs/github-mcp-shim

Graphiti MCP Demo

by kartikk-26

Enables AI agents to build real-time knowledge graphs using Zep's Graphiti memory, persisting context in Neo4j.

Kartikk-26/Graphiti-MCP-Demo

MelviChat MCP Server

by melvi24

Enables AI clients like Cursor and Claude Desktop to interact with the MelviChat platform through the Model Context Protocol. It provides a standardized interface for consuming MelviChat API services within AI development tools.

melvi24/MCP-CHAT-IA

Housecall Pro MCP Servers

by buildwithbeacon

A collection of over 20 specialized MCP servers that enable LLMs to manage customers, jobs, scheduling, invoicing, materials, and more in Housecall Pro's field service management system.

BuildWithBeacon/housecallpro-mcp

ToolBridge

by alexlaguardia

A governed MCP server for integrating AI agents with customer data, featuring role-based access control, field redaction, and human-in-the-loop approval for secure support operations.

AlexlaGuardia/toolbridge-demo

youtube-mcp

by ppiai

MCP server for YouTube Data API v3 enabling video search, channel lookup, trending content, comments, and playlist management.

PPiai/youtube-mcp

safe-oas2mcp

by noezeke

A safe gateway to convert OpenAPI specs into MCP tools with secure defaults, risk inspection, and confirmation gates.

noezeke/safe-oas2mcp

Jira CLI MCP

by benomahony

A Model Context Protocol (MCP) server that wraps the Jira CLI tool, exposing Jira commands through MCP resources, tools, and prompts for AI assistant integration.

benomahony/jira_cli_mcp

runwayMCP

by satovarb16

runwayMCP enables job seekers to evaluate US job postings by automatically checking a company's H-1B sponsorship history using real USCIS data, helping them avoid wasting time on roles that won't sponsor visas.

satovarb16/runwayMCP

PEP MCP Server

by ribbit-br

Provides tools to search, list, and retrieve Python Enhancement Proposals (PEPs) directly from official sources like peps.python.org. It enables users to query active PEP titles and fetch document content or focused excerpts through natural language.

ribbit-br/mcp-pep-server

GitHubMcpServer

by moksh555

Exposes GitHub REST API operations as AI-ready tools for managing repositories, tracking push history, and updating settings. It enables LLM agents to perform tasks like creating repositories, retrieving metadata, and monitoring branch activity through a standardized interface.

moksh555/GitHubMcpServer

Kylas CRM MCP Server

by akshaykylas94

Enables management of Kylas CRM lead operations, including creating leads, searching and filtering records, and resolving user, product, or pipeline IDs. It provides specialized tools for monitoring idle leads and accessing lead schema instructions through natural language.

akshaykylas94/MCP

GitHub PR Analysis MCP Server

by samarora837

Enables the analysis of GitHub Pull Requests to extract metadata, commits, and code changes for structured AI insights. It also supports the optional creation of Notion pages to store and organize the resulting analysis.

samarora837/MCP-STDIO

LocalDocs MCP

by dylan-gluck

Creates a local database of indexed technical documentation from web crawls and local files, enabling AI agents to efficiently search and retrieve documentation through MCP tools.

dylan-gluck/localdocs-mcp

AI Sales Analytics MCP Server

by abhishek-maheshwari-778

Automates sales data analysis by cleaning CSV, generating AI insights, creating interactive HTML dashboards, exporting PDF reports, and emailing them, all via MCP tools and multi-model AI fallback.

Abhishek-Maheshwari-778/_My_MCP_Server

Movilidad Con Prompts

by joaquinvalentin

Provides real-time and scheduled bus information for Montevideo's public transport system.

joaquinvalentin/movilidad-con-prompts

New Relic NerdGraph MCP Server

by ulucaydin

Enables users to query and manage New Relic account data and features through natural language or specific commands, including NRQL queries, entity search, APM, Synthetics, and alerts management.

ulucaydin/mcp-server-newrelic

OpenShift LightSpeed MCP Server

by thoraxe

Integrates OpenShift LightSpeed with Claude Code to provide AI-powered OpenShift assistance and troubleshooting.

thoraxe/ols-mcp

Block MCP Server

by collindex

Enables AI agents to interact with multiple blockchain networks to check wallet balances, gas prices, and transaction history on the Frax network. It also includes tools for real-time cryptocurrency conversion and sending automated notifications via Telegram.

CollinDex/block-mcp

AXIS MCP Server

by kotyzap

Runs a Model Context Protocol server directly on Axis cameras, enabling any MCP-capable AI to inspect and control the camera without cloud or middleware.

kotyzap/AXIS-MCP-Server

Web Auth MCP Server

by ablagodarenko

Enables executing HTTP requests with automatic browser-based authentication, supporting OAuth, form login, and cookie/session management.

ablagodarenko/web-auth-mcp

thoughtgraph-mcp

by xlisp

Enables AI agents to persist and retrieve structured thinking graphs using SQLite-backed memory with support for CRUD operations, graph search, and path finding.

xlisp/thought-graph

nanomcp

by szfmsmdx

A minimal MCP server demo written without the MCP Python SDK that demonstrates the complete protocol flow. It provides weather, file search, and datetime tools, and includes a CLI client that bridges MCP tools with OpenAI function calling.

szfmsmdx/nanomcp

RobotMCP Server

by robotmcp

A modular MCP server with automatic submodule integration, OAuth 2.1, Supabase user management, and Cloudflare tunnel support, enabling secure and extensible tool connectivity for AI assistants like ChatGPT and Claude.

robotmcp/robotmcp_server

mef_subnational_efficiency_mcp

by jl-valero

Auditoría del gasto público peruano mediante sistemas multi-agente, Claude Code Skills y un servidor MCP local. Procesa datos fiscales del MEF 2025 desde datosabiertos.gob.pe y digitaliza vía OCR un archivo histórico de 1964, exponiendo los resultados en un dashboard Streamlit de 4 pestañas.

JL-VALERO/mef_subnational_efficiency_mcp

zepp-mcp

by imastarboy97

Connect your Amazfit / Zepp watch to Claude. Free and open-source.

imastarboy97/zepp-mcp

task-manager-mcp

by dream-star-end

An MCP server that automates project task breakdown, dependency management, and smart task recommendations, integrating with LLMs like Gemini and OpenAI.

dream-star-end/task-manager-mcp

LINE Shopping API MCP

by woraphol-j

MCP Server for the LINE Shopping API, enabling AI agents and tools to interact with LINE Shopping data and operations via the Model Context Protocol.

woraphol-j/lineshopping-api-mcp

MCP Web Scraper Server

by aniruddha1202

An advanced web search and scraping server that enables AI models to perform targeted DuckDuckGo searches and extract clean content, tables, and metadata from webpages. It provides specialized tools for news discovery, link extraction, and comprehensive search-and-scrape workflows.

Aniruddha1202/mcp-web-scraper

McpLLMServer

by lhmpaipublic

A FastAPI-based MCP server that enables LLM agents to interact with Ollama models through standardized MCP tools, with optional MySQL and Redis integration for data persistence and caching.

lhmpaiPublic/McpLLMServer

TShark MCP

by fairyming

An MCP server for analyzing network traffic and pcap files using tshark. It enables users to list TCP streams, extract application-layer payloads, and perform packet analysis with BPF filters.

fairyming/tshark_mcp

code-intelligence-mcp

by raheesahmed

Indexes Python codebases using AST and BM25, providing 8 MCP tools for code exploration and search.

RaheesAhmed/code-intelligence-mcp

Kali Linux MCP Server

by marklechner

Provides Claude Desktop with access to Kali Linux penetration testing tools via a privileged Docker container, enabling network scanning (nmap), web vulnerability scanning (nikto), and custom command execution.

marklechner/kali-mcp-server

ecommerce-mcp-server

by aiagentkarl

Enables AI agents to search products, lookup barcodes, and manage shopping carts and wishlists using free e-commerce APIs.

AiAgentKarl/ecommerce-mcp-server

resumejson-mcp

by gage-russell

An MCP server for managing career experience data using the JSON Resume schema with custom extensions. It enables AI agents to store, update, and retrieve detailed work history, projects, and achievements to facilitate tailored resume generation.

gage-russell/jsonresume-mcp

frida-mcp

by cbxss

An MCP server that enables AI-assisted mobile security testing by exposing Frida functionality for Android application research. It provides tools for hooking Java methods, manipulating memory, managing device processes, and executing custom Frida scripts.

cbxss/frida-mcp

powerBI-mcp

by ramandimbinirina

Automates Power BI dashboard creation by selecting templates, mapping dataset schemas, and injecting data into PBIP files via AI.

ramandimbinirina/powerBI-mcp

Weather MCP Server

by sauravkumar329

Enables secure retrieval of real-time weather data for any location via Open-Meteo using AWS Cognito OAuth 2.1 Bearer token authentication. Implements full MCP Authorization Specification with dynamic client registration and protected resource metadata discovery.

sauravkumar329/weather-mcp

case-chat

by goodolclint

A conversational chat interface that uses RAG over a synthetic test corpus and a domain-knowledge corpus, exposing retrieval via MCP.

GoodOlClint/case-chat

mcp-rag-assistant

by hassan-butt4356

MCP server that provides 8 local RAG tools using LlamaIndex and Ollama, enabling AI-powered document querying, summarization, analysis, and comparison over PDFs, DOCX, XLSX, and CSV files.

Hassan-Butt4356/mcp-rag-assistant

ocr-mcp

by asharca

Enables document OCR processing via OcrPlane APIs, supporting document parsing, asynchronous polling, markdown extraction, and task management.

asharca/ocrplane-cli