The MCP Trust Index.

zemax-mcp-server

by webworn

Enables AI agents to control Ansys Zemax OpticStudio via ZOS-API, allowing optical design tasks like aperture settings, optimization, and analysis through natural language.

webworn/zemax-mcp-server

cml-mcp-server

by jonathanlynn

MCP server for Cisco Modeling Labs (CML) that enables building, managing, and running network labs through MCP tools, wrapping the CML Python SDK for lab/topology CRUD, node/link management, and configuration.

jonathanLynn/ciscocml-mcpserver

Weather MCP Server

by r0556763949

Provides weather information to LLM agents via two implementations: USA using National Weather Service API and Israel using Playwright browser automation.

r0556763949/MCP

claude-voice-mcp

by amaldeep98

Provides bidirectional local voice for Claude Code on Apple Silicon, enabling hands-free conversation and spoken replies using local Whisper STT and Kokoro TTS, with optional ElevenLabs backend and a Stop hook for automatic speech.

Amaldeep98/Claude-realtime-voice-mcp

MCP Server Demo

by sureshkumar8795

A beginner-friendly MCP server demonstrating custom Tools, Resources, and Prompts using FastMCP.

Sureshkumar8795/mcp-server-demo

Jenkins MCP Server

by manjunath031984

Exposes Jenkins CI/CD capabilities as MCP tools, including job management, builds, pipelines, and Terraform/GCP log inspection.

manjunath031984/Jenkins-mcp-gcp

Oblique Strategies MCP Server

by lmorchard

Provides access to Brian Eno and Peter Schmidt's Oblique Strategies card deck to help users overcome creative blocks through lateral thinking. It enables searching and retrieving random prompts from various editions, including collections adapted specifically for programmers.

lmorchard/oblique-strategies-mcp

garmin-mcp

by saryva

Exposes your Garmin Connect data (activities, sleep, recovery, training status) to Claude in read-only mode.

saryva/garmin-mcp

Dev.to MCP Server

by sathick187

Enables AI agents to interact with the Dev.to platform through MCP tools, including article search, retrieval, and creation.

sathick187/Blog_MCP

Slack MCP Server

by miyatsuki

A Model Context Protocol server that enables LLMs to interact with Slack workspaces through OAuth 2.0 authentication. It provides tools for listing channels and posting messages while supporting secure token persistence and dynamic client registration.

miyatsuki/study-slack-remote-mcp

whoop-mcp

by ab75173

Enables Claude to read your WHOOP health data including recovery, sleep, strain, and workouts through the official WHOOP API, so you can ask natural language questions about your fitness metrics.

ab75173/whoop-mcp

Poke HabitTracker MCP

by smoothiekanoble

Enables Poke to read and update today's HabitTracker habits via Supabase, with tools for listing, completing, uncompleting habits, and viewing a dashboard summary.

smoothiekanoble/poke-mcp

sync-spec-agent

by abinash009

AI-powered MCP assistant for telecom synchronization standards (ITU-T & 3GPP). Ask questions about PTP, SyncE, GNSS, timing budgets in plain English and get answers with exact standard references.

Abinash009/sync-spec-agent

ta-lib-mcp

by yalcin

Read-only Python MCP server for TA-Lib indicator discovery and computation.

yalcin/ta-lib-mcp

vision-reader

by joshualam21

MCP server that enables LLMs to understand images without native vision by converting image regions into text encodings (ASCII art, grayscale grids, color stats) and supporting progressive zoom, OCR, and overview summaries. Users can load images, get chunk overviews, crop and encode specific regions, and extract text using normalized coordinates.

JoshuaLam21/vision-reader

historical-kb-mcp

by anands-bounteous

Stores and retrieves completed defect-triage analyses to find similar past defects during new ticket triage. Provides tools for storing, searching, updating, and listing historical defect records with hybrid retrieval (dense + BM25).

anands-bounteous/historical-kb-mcp

GitHub MCP Server

by jayasri21072006

Enables AI-powered GitHub automation by connecting Claude AI with GitHub APIs for managing issues and pull requests.

jayasri21072006/github-mcp

rag-mcp-server

by rubrum95

Enables Claude Code to index and semantically search through PDFs, code, and documents with exact citations and zero hallucinations.

Rubrum95/rag-mcp-server

VnExpress Tool

by ngthhoang

Enables fetching latest news from VnExpress.net, including categories, search, and article content retrieval.

Ngthhoang/mcp-ricky-ai-bot

FIFA World Cup 2026 MCP Server

by sanketjoshi2012

Enables conversational AI to fetch live World Cup matches, standings, results, and generate journalist-style match summaries using MCP tools and prompts.

sanketjoshi2012/worldcup-mcp

multimodal-mcp

by believe3344

Gives any MCP client (OpenCode, Claude Code, Claude Desktop, Cursor, etc.) the ability to process images by automatically converting them to text descriptions using a vision model, so that text-only LLMs can handle image-based queries.

believe3344/multimodal-mcp

data-quality-cde-mcp-server

by frothkoetter

Generates and deploys Cloudera Data Engineering (CDE) Airflow jobs from ODCS data contracts, validating live table data in CDW against schema and data-quality rules without WAP staging.

frothkoetter/data-quality-cde-mcp-server

MCP Inventory

by david-felipe-trejos

Enables CRUD and analytical operations on a SQLite inventory database, including product management and value calculations.

David-Felipe-Trejos/mcp_inventory

pg-mcp

by awaketai

Enables natural language querying of PostgreSQL databases through the Model Context Protocol. It translates user questions into validated SQL, executes read-only queries safely, and returns results to MCP-compatible clients like Claude Desktop.

awaketai/postgres-mcp

Expense Tracker MCP Server

by sudhanvaha

Enables personal expense management with SQLite storage, allowing users to add, update, delete, list, and summarize expenses by category through natural language interactions.

Sudhanvaha/expense-tracker-mcp-server

Local News Matters MCP server

by rnakashima1

A read-only MCP server that exposes articles and photos from Local News Matters via the WordPress REST API, enabling search and retrieval through tools and resources.

rnakashima1/localnewsmatters-mcp

mcp-prtg

by dmayan-ss

Enables querying sensors, devices, groups, channels, historical data, and system status from a PRTG Network Monitor instance via the classic PRTG HTTP API.

dmayan-ss/mcp-prtg

SentinelAI MCP Server

by virinchisai

Enables secure enterprise AI agents to access internal tools like GitHub, Gmail, Calendar, file systems, databases, and knowledge bases through the Model Context Protocol, with built-in security, audit, and observability.

virinchisai/sentinel-ai

global-news-intelligence-mcp

by ashtondebug

MCP server that fetches, ranks, and summarizes global news from 28 RSS sources across 12 categories, exposing 16 tools for LLMs to query technology, AI, finance, politics, and more.

ashtondebug/global-news-intelligence-mcp

rocketchat-mcp-server

by gavintomlins

A FastMCP (Python) server for Rocket.Chat with 28 tools covering channels, messages, threads, DMs, files, users, and analytics, plus AI governance, observability, and security features.

GavinTomlins/rocketchat-mcp-server

PowerPoint Translator MCP Service

by zhuermu

Enables translation of PowerPoint presentations to multiple languages using AWS Bedrock models while preserving formatting. Supports 8 languages including Chinese, Japanese, Korean, and major European languages.

zhuermu/mcpppttranslator

TimeTracker RX MCP

by nori1173-ops

Exposes TimeTracker RX REST API as an MCP server, enabling AI tools like Claude and Cursor to manage time entries, projects, work items, and analytics with a security policy that restricts write operations to owned resources.

nori1173-ops/timetracker-rx-mcp

Amazon MCP

by mawena

Scrapes Amazon France to provide Claude with product search, details, and price tracking with history.

mawena/amazon-mcp

AgentChat

by jimmyfaqwq

Enables two AI agents to exchange messages through a shared MCP hub with a live terminal UI.

JimmyfaQwQ/AgentChat-MCP

finans-mcp

by tufankoc

MCP server for Turkish financial markets, providing BIST stock analysis, TEFAS fund data, TCMB macro indicators, KAP disclosures, analyst consensus forecasts, and portfolio optimization/risk simulation tools.

tufankoc/finans-mcp

agent-storefront

by marmikprajapati-ml

Enables any AI agent to discover, query, and order from a restaurant's storefront via MCP tools. It handles menu lookup, modifier validation, and enforces a mandatory confirmation gate before payment, replacing the human-operated phone line.

MarmikPrajapati-ML/agent-storefront

mcp-redmine

by mejtyas

Enables AI coding agents to interact with Redmine projects, issues, time tracking, and members through natural language via the Model Context Protocol.

mejtyas/mcp-redmine

Confluent Support RAG MCP Server

by bhwingt

An MCP server that provides hybrid search over Confluent support articles and lets AI assistants save solved problems back into the knowledge base.

BhwinGT/MCP_Server_Confluent_RAG

Simple Voice MCP Server

by kurasuai-inc

Enables text-to-speech playback with multiple Japanese character voices using VLC, supporting simultaneous audio playback and custom pronunciation dictionaries for English words.

Kurasuai-Inc/voice-mcp

InterProScan MCP Service

by altriapendragon49

Provides protein family, domain, and functional annotation using InterProScan, supporting local or API backends.

AltriaPendragon49/interproscan-mcp

creator-seo-mcp

by yoshyaes

Connects Google Search Console to your page content and ranks SEO opportunities by estimated revenue, helping content creators prioritize fixes that pay most.

Yoshyaes/creator-seo-mcp

openwebui-mcp

by vedmaka

Open WebUI MCP server that exposes ask and list_models tools, letting any MCP client query Open WebUI models through the full tool-calling loop (including server-side tools) via stdio, SSE, or streamable HTTP transports.

vedmaka/openwebui-mcp

GitLab MCP

by shahabmosavi

Exposes the GitLab REST API to MCP clients for managing projects, issues, merge requests, repositories, and CI/CD pipelines. It is multi-tenant, allowing each user to authenticate with their own token and instance URL.

shahabmosavi/gitlab_mcp

MCP Email

by gaddobenedetti

Enables AI agents to send and receive emails via POP3 and SMTP, with tools for polling, reading, deleting, and sending emails.

gaddobenedetti/mcp_email

ppe-compliance-mcp

by pratham-22

Enables querying PPE compliance analytics from precomputed video inference results, providing tools for site summaries, worker status, violations, and trends without re-running inference.

Pratham-22/ppe-compliance

ICRISAT Data Hub MCP Server

by henokd11

Enables LLMs to search, preview, and query data assets from ICRISAT's federation-first data hub, supporting CSV, Excel, and Word files with SQL access via DuckDB.

HenokD11/icrisat-data-hub

MCP MySQL

by egcooper

Enables AI assistants to connect to MySQL databases, execute read-only queries, list tables, and describe table schemas via MCP.

EgCooper/MCP-DATABASE