The MCP Trust Index.

codebugs

by faxik

Persistent code finding, requirements, and release tracker for AI assistants. Enables durable memory for code review findings, requirements, dependency blockers, parallel-agent coordination, and release milestones with minimal token overhead.

faxik/codebugs

imladris

by feanorscodesl

Enables multi-LLM deliberation via a council of panel members, judges responses for consensus and contradictions, and returns analysis to the calling model.

FeanorsCodeSL/imladris

RabbitMQ MCP Server

by amazon-mq

Enables AI agents to manage RabbitMQ message brokers through admin APIs, supporting multiple brokers, OAuth authentication, and mutative tools.

amazon-mq/mcp-server-rabbitmq

FastMCP Server

by cloudtype-examples

A simple MCP server for task management with Bearer token authentication, supporting create, complete, and list tasks operations.

cloudtype-examples/fastmcp

wechat-to-md

by bzd6661

Converts WeChat Official Account articles to clean Markdown with locally downloaded images, supporting single and batch operations via MCP tools.

bzd6661/wechat-article-for-ai

Korea Stock Insight MCP

by yjhann33-design

Enables LLM agents to access Korean stock market data including DART disclosures, financial statements, and KOSPI/KOSDAQ prices, with an English-first interface designed for non-Korean speaking analysts.

yjhann33-design/korea-stock-insight-mcp

Omega Tools MCP

by ranapratapmajee

A production-grade MCP server that provides a centralized microservice toolkit for LLM agents, enabling web search and extensible tool integration.

ranapratapmajee/omega-tools-mcp

RDRS MCP Server

by myunussheikhrs

Enables natural language interaction with Rocket Data Replicate and Sync (RDRS) through AI assistants. Supports management of agents, data sources, processes, and replication tasks.

myunussheikhRS/rdrs_MCP

Võro MCP Server

by leo-martin-pala

An MCP server for working with the Võro language: local dictionary and corpus lookup, GiellaLT-backed analysis/spellcheck/grammar tools, and Neurotõlge translation.

Leo-Martin-Pala/voro-mcp

YouTube Transcript MCP Server

by arrrggghhh

Enables AI assistants to fetch and analyze transcripts from YouTube videos using video IDs or URLs, with support for multiple language preferences.

arrrggghhh/youtube-transcript-mcp

Clever Cloud Documentation MCP server

by lostinbrittany

This MCP demo Server based on FastMCP, exposes Clever Cloud's Documentation

LostInBrittany/clever-doc-mcp-server

Omniscience

by freakyletsfail

Enables LLMs to efficiently navigate large codebases by providing surgical access to specific code symbols via semantic search and call-graph queries.

FreakyLetsFail/mcp-omniscience

DataBursatil MCP Server

by angel7i

Enables querying Mexican stock market data (BMV, BIVA) including issuers, intraday quotes, historical prices, financials, indices, rates, currencies, commodities, and news through natural language.

angel7i/databursatil-mcp

DataForSEO MCP Server

by facundozupel

Enables professional SEO/SEM research with geolocalized keyword discovery, competitor analysis, and SERP ranking insights using DataForSEO API.

facundozupel/mcp-dfs

Student Progress Tracker MCP Server

by woodstocksoftware

Enables AI assistants to manage student profiles, track assessments, calculate topic mastery, identify learning gaps, and recommend focus areas. Integrates with Claude Desktop and Claude Code for interactive learning analytics.

woodstocksoftware/student-progress-tracker

Interview Prep MCP Agent

by nupur0307

Enables interview preparation by analyzing resumes and job descriptions, generating role-specific questions, and evaluating answers using MCP tools integrated with an OpenAI agent.

NUPUR0307/interview-prep-mcp

Image-This-MCP

by galaxyxieyu

A production-ready MCP server that provides AI-powered image generation through multiple providers including Gemini and Jimeng AI with intelligent provider selection.

GalaxyXieyu/Image-This-MCP

Akrasia0/S-MCP

by akrasia0

Stern MCP server

Akrasia0/S-MCP

civarium-mcp

by ftagn-superior

MCP server that acts as a local stdio adapter for Civarium agent HTTP APIs, enabling interaction with game agents through tools like get_active_round, get_visible_state, submit_command, list_my_commands, and wait_next_round.

ftagn-superior/civarium-mcp

automation-anywhere-mcp

by aakashr37

Integrates Claude Desktop with Automation Anywhere Community Edition via FastMCP, enabling AI-driven listing and execution of RPA bots through natural language commands.

aakashR37/AutomationAnywhere-MCP

cclsp

by ktnyt

MCP server for accessing LSP functionality

ktnyt/cclsp

mcp-db-server

by exigerdev

Enables querying PostgreSQL and MySQL databases using natural language, with RESTful endpoints for listing tables, describing schemas, and executing read-only queries.

ExigerDev/mcp-db-server

MCP Compass 🧭

by liuyoshio

MCP Discovery & Recommendation Service - Find the right MCP server for your needs

liuyoshio/mcp-compass

MCP FastMCP Demo Server

by blackviking1311

A simple demonstration MCP server built with FastMCP that provides basic functionality including an addition tool, dynamic greeting resources, and user greeting prompts over STDIO.

blackviking1311/sample-mcp-server

mcp-serial-bridge

by 46nori

Enables AI agents to control serial port devices (modems, instruments, embedded boards) via MCP tools for listing ports, connecting, and sending/receiving commands.

46nori/mcp-serial-bridge

AI SOC Agent MCP Server

by golden-horizon

Enables SOC analysts to analyze security incidents, map to MITRE ATT&CK, calculate severity, and recommend remediation actions.

golden-horizon/ai-soc-agent

Atom of Thoughts

by kbsooo

Enables structured problem-solving by breaking down complex tasks into atomic thought units for step-by-step reasoning and solution development

kbsooo/mcp_atom_of_thoughts

Pyomo

by bitingsnakes

MCP server for the Pyomo optimization modeling library with tools for model inspection, solver management, and expression evaluation.

bitingsnakes/pyomo-mcp

GitGuardian MCP Server

by fastmcp-me

Enables AI agents to scan projects for secrets, manage incidents, and create honeytokens using GitGuardian's API.

fastmcp-me/ggmcp

traylinx-search-engine-mcp-server

by traylinx

Enables MCP clients to perform intelligent web searches via Traylinx's Agentic Search API, returning text summaries and structured data like HTML, images, and news.

traylinx/traylinx-search-engine-mcp-server

mcp-crash-analyzer

by maglu

A Model Context Protocol (MCP) server for automated crash analysis using GDB.

maglu/mcp-crash-analyzer

xiaohongshu-mcp-py

by cloneyourproj0

MCP server for Xiaohongshu automation, enabling feed browsing, search, note publishing, and interaction via Playwright and FastMCP.

CloneYourProj0/xiaohongshu--MCP-py

Valyu MCP Server

by valyu-network

Typescript implementation of MCP server for Valyu Network API (

valyu-network/valyu-mcp-js

Weather MCP Server

by maraji

Real-time weather query MCP server supporting 12 Chinese cities (and global cities via English names) using wttr.in API, built on HelloAgents framework.

maraji/weather-mcp-server

d3-mcp-server

by jakeb-grant

Provides AI agents with D3.js API documentation and example code from d3js.org and Observable gallery, enabling module discovery, documentation search, and example extraction.

jakeb-grant/d3-mcp-server

LaTeX Resume MCP

by dannywillowliu-uchi

Enables creating, editing, and compiling LaTeX resumes directly from Claude using built-in templates, with support for managing multiple resume files and automatic PDF generation.

dannywillowliu-uchi/resume_mcp

Chess MCP Server

by chatkausik

Enables AI assistants to play, analyze, and track chess games with full rule validation and support for standard algebraic notation. It provides tools for position evaluation and game state persistence during user sessions.

chatkausik/Chess-mcp-server-build

Salesforce MCP Server

by hypn4

Enables AI agents to interact with Salesforce through MCP, supporting queries, records, metadata, and bulk operations with flexible OAuth authentication.

hypn4/salesforce-mcp-server

mcp-server-salesforce

by tsmztech

Salesforce MCP Server

tsmztech/mcp-server-salesforce

MCP Test Client

by crazyrabbitltc

MCP Test Client is a TypeScript testing utility for Model Context Protocol (MCP) servers.

crazyrabbitLTC/mcp-test-client

QC Database MCP Server

by processqualitysolutions

Enables AI assistants to perform QC Database tasks such as uploading records, managing project turnover packages, and signing off on inspections via natural language.

ProcessQualitySolutions/qcdatabase_mcp

FortiManager MCP Server

by rstierli

Enables AI assistants to interact with FortiManager for centralized firewall policy management, device provisioning, and network configuration through the FortiManager JSON-RPC API.

rstierli/fortimanager-mcp

cexll/codex-mcp-server

by cexll

MCP server for Codex CLI integration

cexll/codex-mcp-server

Stock-MCP

by nomi982

Provides real-time A-share (Chinese stock market) data through AKShare integration, enabling access to market overviews, company information, real-time quotes, and historical price data for Shanghai and Shenzhen stock exchanges.

nomi982/stock-mcp

USA Spending MCP Server

by gsa-tts

An MCP server for interacting with the USAspending.gov API, supporting local use with Claude Desktop and cloud deployment with login.gov authentication.

GSA-TTS/usa-spending-mcp-server-DEMO

Cross-Platform PowerPoint MCP Server

by vancealexander

Enables users to create, edit, and manage PowerPoint presentations across Windows, macOS, and Linux through natural language via Claude Desktop. It provides comprehensive automation for slide management, text manipulation, and presentation styling using platform-specific adapters.

vancealexander/Powerpoint_MCP_CrossPlatform

vercel-mcp

by ozztec

Enables interaction with Vercel API to manage deployments, domains, projects, and environment variables.

ozztec/vercel-api-mcp

Bolagsinfo × Notion MCP Server

by cedendahlkim

Connects Bolagsinfo.com's Nordic B2B lead intelligence platform to Notion, enabling AI agents to search, push, and enrich company leads directly into Notion databases for pipeline management.

cedendahlkim/bolagsinfo-notion-mcp

patchwork-mcp-server

by higebu

Enables LLM agents to query Patchwork kernel patches, series, CI checks, and comments via natural language through a read-only MCP server.

higebu/patchwork-mcp-server

map-mcp

by dkedar7

Enables AI agents to perceive and control a live MapLibre GL map over MCP, allowing querying rendered features, reading popups, navigating, and toggling layers.

dkedar7/map-mcp