The MCP Trust Index.

MCP-TY

by qinsehm1128

An MCP server leveraging the Rust-based ty type checker to provide AI models with high-performance, semantic Python code analysis and structural navigation. It enables precise symbol searching, cross-file renaming, and diagnostic reporting to improve code understanding and editing accuracy.

qinsehm1128/mcp-ty

GitHub Trending MCP Server

by snyangwei2

Fetches and filters GitHub trending repositories by keywords, language, and time period.

snyangwei2/yw-github-trending-mcp

xs-studio-mcp

by justingzj

MCP server for XS Studio that integrates with CODESYS toolkit and adds a custom create_dut tool, enabling project management, code generation, and DUT creation workflows.

JustinGZJ/xs-studio-mcp

chapel-support

by danilafe

Enables AI assistants to work with Chapel code, including compiling, linting, and accessing educational primers.

DanilaFe/chapel-support

Printer AI MCP

by nullying

A cross-platform MCP server that enables AI assistants to manage printers, query printer status, and print files on Windows, macOS, and Linux.

NullYing/Printer-AI-MCP

Enterprise MCP Skill Hub

by refinanceflows

Enterprise MCP Skill Hub is a locally runnable reference implementation of a governed reusable skill layer for enterprise agents, exposing approved skills through FastAPI and an MCP-compatible adapter with tools, resources, and prompts.

Refinanceflows/enterprise-mcp-skill-hub

springboot-test-mcp

by kenlin-7

A Spring Boot REST API testing server that supports functional testing with assertions, database queries, and performance testing with configurable concurrency and stress testing.

KenLin-7/springboot-test-mcp

expense-tracker

by andreajrubino

Enables natural language expense logging, parsing amounts, currencies, and dates, and storing entries in an Excel file.

andreajrubino/expense-tracker-mcp

Azure Security MCP Agent

by chouaieb161

An AI-powered security agent that utilizes MCP tools and Groq LLMs to analyze Azure infrastructure, audit security groups, and identify storage misconfigurations. It enables users to perform natural language security assessments and ensure compliance with CIS Azure best practices.

chouaieb161/security-mcp-agent

leave-management

by kanthirayakota-cloud

Enables employees to check leave balance, apply for leave, and view leave history through natural language using Claude Desktop.

kanthirayakota-cloud/MCP1_LEAVE_MANAGER

inhouse_confluence_mcp

by janus-06

An MCP server implementation for interacting with self-hosted Confluence Data Center or Server instances via search, content retrieval, and optional write operations. It features space auto-discovery, audit logging, and granular access control for secure enterprise collaboration.

Janus-06/inhouse_confluence_mcp

Apple Health MCP Server

by sabbyanandan

Streams Apple Watch health metrics (HRV, sleep, heart rate, etc.) to Claude via iOS Shortcuts and Redis, enabling personalized daily health briefings and training guidance.

sabbyanandan/apple-health-mcp

DevRev MCP

by kalshucodes

An unofficial MCP server for DevRev integration, enabling AI assistants to search, manage works, explore product hierarchies, and retrieve object details seamlessly.

KalshuCodes/devrev-mcp-server

KSEI MCP

by nichsedge

An unofficial MCP server for accessing KSEI (AKSes) portfolio data, including cash balances, equity holdings, mutual funds, bonds, and other investments.

nichsedge/ksei-mcp

web-gui-mcp

by thehzuo

A Python MCP server that allows your agent to outsource HTML generation and rendering, storing artifacts in memory and supporting both full HTML and resource URIs.

thehzuo/gui-mcp

github-portfolio

by sanjay-vasoya

Enables fetching public repositories for a given GitHub username, returning curated data optimized for LLM context windows.

sanjay-vasoya/mcp-github-portfolio

ai-slides-mcp

by vuhai2002

Generates images through ChatGPT's web backend and assembles them into full-bleed, branded PowerPoint decks with slide styling and reference-based design.

vuhai2002/ai-slides-mcp

Variflight MCP Proxy

by hyzaw

A proxy middleware for the Variflight MCP server with token rotation, intelligent blacklisting, and local handling of ping and initialization notifications.

hyzaw/variflight-mcp-proxy

Emotional De-escalation MCP Server

by ilyajob05

Provides strategic dialogue management and emotional de-escalation for customer support bots, detecting problem patterns and recommending actions like escalation to a human operator.

ilyajob05/emo_bot

MCP Automation Service

by shukurlukerem

A production-grade backend that lets LLMs safely operate Gmail, Google Drive, and Calendar through the Model Context Protocol.

shukurlukerem/MCP

SearXNG MCP Server

by benreichman

Enables web search and content scraping from multiple engines via a local SearXNG instance, allowing AI assistants to retrieve and extract web content.

benreichman/SearXNG-MCP-Server

0rca Dojo MCP Server

by 0rcanetworkalgorand

Enables AI agents to browse, match, and hire agents from the 0rca Swarm Dojo marketplace, including task creation and result retrieval.

0rcanetworkalgorand/dojo_mcp

Expense Tracker MCP Server

by raghunandan2813

Enables tracking personal finances with Indian Rupee support, adding expenses, listing transactions, and generating detailed financial summaries with graphs and strategic advice.

Raghunandan2813/Mcp-server

MCP Enterprise Tools Server

by harry-genai

An MCP-based enterprise tools server that exposes company knowledge search and employee database lookup as callable tools.

Harry-GenAI/Mcp-Enterprise-Tool-Server

DEM Terrain Analysis

by ava11235

AI-powered terrain analysis for any location on Earth. Uses super-resolution and computes environmental risk metrics including erosion, water flow, and a composite Site Intelligence Score.

ava11235/terrain-analysis-mcp

Agent Helper

by wajirasls

Enables AI agents to process files locally — OCR images, extract text from PDFs and DOCX, and describe images using local vision models, all without sending data to external services.

wajirasls/agent_helper

ComfyUI MCP Server

by m2ai-archive

Enables Claude to generate images through a local ComfyUI instance using Stable Diffusion and SDXL models via natural language. Users can trigger image generation, list available checkpoint models, and monitor the ComfyUI queue status directly from their MCP client.

m2ai-archive/comfyui-mcp

Time MCP Server

by carterpape

Provides current time information and timezone conversion capabilities using IANA timezone names and automatic system detection. It enables LLMs to fetch current times across different regions and convert specific times between timezones.

CarterPape/pape-mcp-server-time

Des MCP Server Testing MCP Server

by traia-io

A standardized MCP server designed for testing integration with the Des MCP Server Testing API. It allows AI agents to interact with testing endpoints using tools implemented via the Model Context Protocol.

Traia-IO/des-mcp-server-testing-mcp-server

mcp-query

by ottimis

A local MCP server for secure database querying from Claude Code, with Apple Keychain credential storage, permission-based access control, and audit logging.

ottimis/mcp-query

MCP

by danielis2025

A simple MCP server that lets an MCP client (Claude Desktop) ask it to read a file from your local disk

danielis2025/MCP

Local Brain MCP

by ejsinfuego

A local MCP server for AI assistants to store and retrieve personal memories on disk, with optional semantic search using embeddings.

ejsinfuego/memory-mcp

kafka-mcp

by zakariahere

Exposes Kafka administration operations as MCP tools, enabling AI agents to inspect Kafka clusters using natural language.

zakariahere/zaksway-kafka-mcp

IMAP MCP Server

by soundhannes

Enables comprehensive interaction with IMAP email accounts through 38 tools for reading, searching, and organizing messages. It supports advanced features like real-time mailbox monitoring via IDLE watch and automated email archiving.

Soundhannes/IMAP-MCP

devrag

by tomohiro-owada

A lightweight RAG (Retrieval-Augmented Generation) system for Claude Code that enables semantic search over local markdown documents via MCP tools, saving tokens and time.

tomohiro-owada/devrag

fintools-mcp

by varutudor

Personal finance calculators exposed as an MCP server with a Gradio UI, deployable to Hugging Face Spaces.

VaruTudor/fintools-mcp

vvriter

by visualizevalue

MCP server that generates articles from 50,000 tweets and 400 visual artworks.

visualizevalue/vvriter

MCP DB Server

by sharpdogs

Enables AI agents to query databases via natural language using the Model Context Protocol, with automatic schema discovery, SQL query execution, and read-only safety checks.

sharpdogs/MCP-server

Chaos Mesh MCP Server

by ausium

Enables chaos engineering on Kubernetes clusters by providing tools to inject faults like network delays, pod kills, and HTTP delays, along with cluster inspection and chaos lifecycle management.

Ausium/chaosmesh-mcp

mcp-sparkit

by sparkit-science

science agent for literature search and summary

SPARKIT-science/sparkit-mcp

table-context-mcp

by windboyk0

Converts Excel table definitions to structured JSON and exposes them to LLMs via MCP tools like list_tables and get_table_schema, enabling accurate SQL generation and data modeling assistance.

windboyk0/table-context-mcp

WeChat MCP Enhanced

by chylove1982

An MCP server that enables file transmission, voice message processing, and voice call management through the WeChat PC client. It provides tools for automated communication including audio format conversion and call status tracking within the Model Context Protocol framework.

chylove1982/wechat-mcp-enhanced

SAP BTP ABAP ADT MCP Server

by dante-tx

Enables SAP ABAP development workflows including ADT login, object search, read, create, update, activate, delete, and OData service publishing.

Dante-tx/SAP-BTP-Trial-ABAP-ADT-MCP

Google Maps MCP Server

by lesonky

Enables interaction with Google Maps API for geocoding, place search, directions, distance matrices, and elevation data through natural language.

lesonky/google-maps-mcp

Research MCP Server

by vivedhaelango

Enables searching and managing academic papers from arXiv with tools, resources, and prompt templates for literature review.

VivedhaElango/MCP_research_server

Test MCP

by mrexodia

A minimal MCP server template for testing and development, providing example implementations with fastmcp and Python.

mrexodia/test-mcp

AuditShield

by hujiaozhuzhu

A three-layer MCP server that filters false positives from static analysis tools like Semgrep, Bandit, and Gosec using rule-based, context-aware, and ML-based filtering to reduce false positives in code audit results.

hujiaozhuzhu/AuditShield

openai-mcp

by iflow-mcp

A versatile MCP server that enables natural language software development tasks using multiple LLM providers (OpenAI, Anthropic) with real-time visualization, cost management, and a comprehensive tool suite.

iflow-mcp/openai-mcp

yelp-mcp-min

by miqui

Minimal MCP server for the Yelp Fusion API v3, enabling business search, phone lookup, match, details, and reviews via FastMCP.

miqui/yelp-mcp-min

jszemcp

by potasio101

For MCP Server Development

Potasio101/jszemcp