The MCP Trust Index.

vector-mcp

by knuckles-team

A production-grade MCP server for integrating RAG into AI agents, supporting multiple vector databases with enterprise security and dynamic tool selection.

Knuckles-Team/vector-mcp

llmwiki-serve

by knowledge-bridge-labs

Serves local Markdown wikis as a read-only knowledge source with MCP tools for agent context retrieval.

knowledge-bridge-labs/llmwiki-serve

email-send-mcp

by yuhai0

An MCP server that enables LLMs to compose and send emails with attachments, and search for files in directories by pattern.

YUHAI0/email-send-mcp

wiki-js-mcp

by osianet

An MCP server for Wiki.js that enables AI agents to create, read, update, search, list, and move wiki pages via the GraphQL API. It supports surgical section updates and structured content management through named sections.

osianet/wiki-js-mcp

Context Engine

by melonelish

A task-aware context compression layer for Agent workflows, RAG pipelines, and AI Coding assistants, reducing noisy logs, retrieval chunks, and code context into high-signal LLM inputs via CLI, Python SDK, and MCP.

melonelish/context-engine

macbot-mcp

by anomalous3

Enables AI agents to control macOS applications through the Accessibility API, AppleScript, and CGEvents, providing structured text output of UI elements and actions without needing screenshots.

anomalous3/macbot-mcp

tokencast

by krulewis

Pre-execution cost estimation for LLM agent workflows, providing cost estimates before running tasks and improving accuracy over time through calibration.

krulewis/tokencast

text-image-mcp

by burgessadrien

Enables AI agents to generate stylized images from text and code, with syntax highlighting and markdown formatting support.

burgessadrien/text-image-mcp

web-scrapper-stdio

by justazul

A headless web scraping server that extracts main content from web pages into Markdown, text, or HTML for AI and automation integration. It features per-domain rate limiting and robust error handling using Playwright and BeautifulSoup.

JustAzul/web-scrapper-stdio

Voice MCP

by shreyaskarnik

Enables bidirectional voice interaction for Claude Code using local speech-to-text and text-to-speech models optimized for Apple Silicon. It provides tools to listen to user speech via microphone and speak responses aloud through system speakers.

shreyaskarnik/voice-mcp

Image-Generation-MCP

by purinnyova

Enables text-to-image generation using the api.airforce API, with a generate_image tool and model discovery resource.

PurinNyova/airforce-image-mcp

kfda-mcp

by pianovirus

Enables LLM agents to query Korean drug, DUR safety rules, and health supplement databases via MCP protocol.

pianovirus/kfda-mcp

Clarify MCP Server

by ifmelate

Enables AI agents to ask clarification questions and receive structured user input through a Human-in-the-Loop interface.

ifmelate/clarify-mcp

Lyrion MCP Server

by edk4971

Enables LLMs to control a Lyrion Music Server (LMS/Squeezebox) for playback, search, library browsing, and player management.

edk4971/lyrion-mcp

Cisco NSO MCP Server

by dbono711

Enables AI-powered network automation through natural language interactions with Cisco NSO, providing access to device management, configuration retrieval, sync operations, and service orchestration via the RESTCONF API.

dbono711/cisco-nso-mcp-server

mcp_oi_assistant

by hiturf

A secure MCP server for competitive programming that compiles, runs, and tests C++ code with safety features like directory isolation and resource limits.

hiturf/mcp_oi_assistant

Engram

by bobaba76

Local-first code intelligence server providing semantic code search, dependency analysis, review history tracking, and symbol context for Python and TypeScript repositories.

bobaba76/engram

roshan-harf-mcp

by dwin-gharibi

A self-hostable MCP server for Roshan AI's Persian speech service, Harf, enabling transcription, forced alignment, real-time streaming, and speaker analysis through natural language.

dwin-gharibi/roshan-harf-mcp

Teradata MCP Server

by arturborycki

Enables secure interaction with Teradata databases through SQL queries, schema exploration, and business intelligence analysis with enterprise-grade OAuth 2.1 authentication and workload management capabilities.

arturborycki/mcp-teradata

YFinance-Trader-MCP-ClaudeDesktop

by saintdoresh

An MCP (Model Context Protocol) tool that provides stock market data and trading capabilities using the yfinance library, specifically adapted for Claude Desktop.

SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop

Gemini Omni MCP

by nikships

FastMCP server for Google's gemini-omni-flash-preview video model, enabling text-to-video, image-to-video, and video editing with stateful interactions and batch generation.

nikships/gemini-omni-mcp

fetch

by rmranjit

Fetches web pages and converts them to markdown for LLM consumption, supporting chunked reading and raw content extraction.

RMRanjit/fetch-mcp

Smart File Manager MCP

by hyoseop1231

An AI-powered file management system that integrates with Claude Desktop to provide intelligent file analysis, multimedia processing, and automatic organization.

hyoseop1231/smart-file-manager-mcp

Lunar Calendar MCP Server

by alberthuangksfo

A Model Context Protocol (MCP) server for Chinese traditional calendar functions, including BaZi calculation, calendar conversion, Huangli query, daily fortune, solar terms, and Wu Xing analysis.

AlbertHuangKSFO/lunar_mcp_server

preflight402

by duskwire

MCP server that preflights endpoints before agent payments, returning a trust verdict with proceed/caution/avoid recommendation.

duskwire/preflight402

mcp-db-explorer

by arman1o1

A Model Context Protocol (MCP) server that exposes tools for exploring and querying SQLite and PostgreSQL databases. It allows Large Language Models (LLMs) to inspect table structures, perform statistical profiling, generate entity-relationship diagrams, and execute queries safely.

arman1o1/mcp-db-explorer

remotive-mcp-server

by hyperplayer7

MCP server that provides tools to search and retrieve remote jobs from Remotive's public job board, with no API key required.

hyperplayer7/remotive-mcp-server

sqlserver-semantic-mcp

by lukestacklab

Provides a semantic intelligence layer for SQL Server databases, enabling AI agents to understand schema structure, relationships, and safely interact through policy-gated tools.

LukeStackLab/sqlserver-semantic-mcp

Oraclarr

by bdog720

A locally-run, read-only MCP server that lets an LLM client diagnose a self-hosted *arr media stack by aggregating across Sonarr, Radarr, Prowlarr, qBittorrent, Tdarr, and Profilarr.

bdog720/oraclarr

KQL MCP Server

by rod-trent

Enables AI assistants to query and analyze data in Azure Data Explorer, Log Analytics, and Microsoft Sentinel using Kusto Query Language (KQL) through tools, resources, and prompts.

rod-trent/KQL-MCP

short-video-mcp

by mataladar

Generates TikTok-style short videos narrated by Peter and Stewie Griffin from any content, using ElevenLabs for voice and FFmpeg for video assembly.

mataladar/short-video-mcp

lucidity-mcp

by hyperb1iss

AI-powered code quality analysis using MCP to help AI assistants review code more effectively. Analyze git changes for complexity, security issues, and more through structured prompts.

hyperb1iss/lucidity-mcp

pinkbee-mcp

by laurensdegraaff

A read-only MCP server for Pinkbee that lets an AI assistant answer questions about rosters, shifts, and groups without making any changes.

LaurensdeGraaff/pinkbee-mcp

imgw-mcp

by bartosz-kuc

Provides real-time access to Polish meteorological and hydrological data from IMGW-PIB, including weather observations, river levels, and weather warnings, without requiring an API key.

bartosz-kuc/imgw-mcp

notebook-tools-mcp

by tony-zhelonkin

MCP server for Jupyter notebook navigation and editing. Reads .ipynb files directly as JSON, providing efficient tools for reading, searching, and modifying cells without needing a Jupyter server.

tony-zhelonkin/notebook-tools-mcp

velociraptor

by shwilliamson

shwilliamson/velociraptor

mcp-server-deerflow-kinthai

by kinthaiofficial

Exposes DeerFlow's multi-agent capabilities (deep research, data analysis, chart visualization, PPT/image generation, consulting) via the Model Context Protocol, enabling any MCP client to invoke these skills through a thin server wrapper.

kinthaiofficial/mcp-server-deerflow-kinthai

mcp-cybersec-server

by camr8989

MCP server that supports cybersecurity operations by providing CVE lookup, risk summarization, and playbook resources through CIRCL Vulnerability-Lookup API.

camr8989/mcp-cybersec-server

research-mcp

by burton-david

A citation-finding research assistant for scientists, exposed as an MCP server that extracts claims from draft paragraphs, searches multiple academic sources, scores paper quality, and explains recommendations.

Burton-David/ResearchAssistantMCP

AI Diagram Prototype Generator

by simonutd

Integrates with multiple AI providers (ZhipuAI, OpenAI, Gemini) to automatically generate architecture diagrams, flowcharts, and mobile app prototypes using specialized prompt templates for system architecture, Apple mobile prototypes, WeChat mini-apps, and common UI prototypes.

simonutd/ai-diagram-prototype-generator-mcp-server-

Cairntir

by pnmcguire480

A local-first, open-source memory system for Claude Code that eliminates cross-chat AI amnesia by storing decisions and facts verbatim in a SQLite database and retrieving them via MCP tools for persistent, context-aware conversations.

pnmcguire480/cairntir

shuck-convert

by shan-zhu

An MCP server for converting between document formats (DOCX/PDF to Markdown and Markdown to DOCX) with academic styling support.

Shan-Zhu/shuck-convert

Youtube-MCP

by ia-programming

YouTube MCP Server is an AI-powered solution designed to revolutionize your YouTube experience. It empowers users to search for YouTube videos, retrieve detailed transcripts, and perform semantic searches over video content—all without relying on the official API. By integrating with a vector database, this server streamlines content discovery.

IA-Programming/Youtube-MCP

voice-bridge

by tomorrow-you

Multi-engine text-to-speech for AI coding assistants. Speaks responses aloud from Claude Code, Cursor, or VS Code via a Claude Code plugin, MCP server, or CLI pipe.

Tomorrow-You/voice-bridge

mcp-gotify

by fastmcp-me

MCP server for sending Gotify push notifications to your devices.

fastmcp-me/mcp-gotify

Verified Wages MCP

by jfortier93

Provides current, source-cited US minimum wage, tipped wage, and FLSA overtime data for AI agents, with tools to query rates, verify wage floors, and list scheduled changes. It refreshes state-level wage information from DOL sources and refuses to guess when data is unavailable.

jfortier93/verified-wages-mcp

Katana MCP Server

by ngothienan

Integrates ProjectDiscovery's Katana web crawler with Claude Desktop, enabling users to crawl websites, discover endpoints and hidden resources, extract JavaScript files, and perform reconnaissance with customizable depth, scope, and filtering options.

ngothienan/katana-mcp-server