The MCP Trust Index.

Crestron Home MCP Server

by desluca

Enables LLMs to discover and control Crestron Home automation systems through natural language, including lights, shades, scenes, thermostats, and sensors with multi-language support and fuzzy device name matching.

Desluca/crestron-mcp

python-mcp-server

by potato-29

A simple note-taking MCP server that allows adding notes and summarizing them via a prompt.

Potato-29/python-mcp-server

ofshore-mcp

by szachmacik

Provides Claude Desktop and Cursor with full access to the ofshore.dev ecosystem, including system health, AI research, build pipelines, knowledge bus, Telegram messaging, and SQL queries.

szachmacik/ofshore-mcp

subway-congestion-mcp

by jinjukimink

Provides real-time and predicted congestion data, route optimization, and train arrival information for Seoul subway lines 1-8, helping users choose the best travel times.

jinjukimink/subway-congestion-mcp

Modular RAG MCP Server

by nhuajia

Exposes RAG-related tools (query_knowledge_hub, list_collections, get_document_summary) via the Model Context Protocol, enabling AI assistants to perform hybrid search, document ingestion, and evaluation on knowledge bases.

Nhuajia/RAG_MCP

Wealthfolio MCP Server

by datamoc

Enables AI-powered portfolio analysis for Wealthfolio, allowing Claude to query and analyze investment holdings, asset allocation, real estate properties, and execute transactions through natural language.

datamoc/WFmcp

FastAPI Apcore MCP Server

by aiperceivable

Exposes FastAPI routes as MCP tools with auto-discovery, Pydantic schema extraction, and built-in observability.

aiperceivable/fastapi-apcore

WordPress MCP Python

by tan-interspace

A lightweight MCP server that connects to WordPress via REST API, enabling content management (posts, pages, categories, etc.) and site configuration through natural language commands.

tan-interspace/wordpress-mcp-python

Data Recon MCP Server

by hindocharaj1997

An MCP server for data reconciliation between MySQL and Snowflake, enabling LLM agents to validate data integrity during migrations and ETL processes.

hindocharaj1997/data-recon-mcp

Odoo Accounting MCP Server

by jeevanism

Enables querying and analyzing Odoo account journal entries for audit purposes via XML-RPC integration. It allows Claude Desktop to securely interact with Odoo accounting data to facilitate financial data retrieval and analysis.

jeevanism/odoo-accounting-mcp

task-queue-mcp

by tadmstr

Exposes an agent orchestration task queue as an MCP tool interface, allowing agents to submit, list, get, and update tasks with typed validation.

TadMSTR/task-queue-mcp

Education AI MCP

by csoai-org

Provides AI-powered educational tools for teachers including lesson planning, quiz creation, student progress analysis, learning path recommendations, and rubric generation. Enables educators to automate administrative tasks and personalize learning experiences through natural language interactions.

CSOAI-ORG/education-ai-mcp

Hardcover

by alexsowt

Query books, book series, and user information from Hardcover.app

alexsowt/hardcover-mcp

constraint-mcp-server

by superinstance

Enables AI tools to interact with constraint theory tools for pitch snapping, music generation, diagnostic analysis, and audio rendering through the Model Context Protocol.

SuperInstance/constraint-mcp-server

nightscout-mcp

by vgmakeev

Enables AI assistants to access and analyze Continuous Glucose Monitor (CGM) data from Nightscout, providing real-time readings, history, and analytics.

vgmakeev/nightscout-mcp

Agent Commerce Protocol

by csoai-org

Bridges Stripe ACP, Google AP2, and Coinbase x402 payment protocols for agent-to-agent commerce.

csoai-org/agent-commerce-protocol-mcp

Weather MCP Server

by abhigit-trimble

Provides access to real-time weather data, 5-day forecasts, air quality information, and weather comparisons across multiple cities using the free OpenWeatherMap API.

AbhiGit-Trimble/weather-mcp-server

dialog-reddit-tools

by king-of-the-grackles

Dialog MCP Server enables AI assistants to conduct Reddit research through semantic search across 20,000+ indexed subreddits, fetching posts and comments with full citations and URLs. It provides a three-layer architecture (discover → schema → execute) for market research, competitive analysis, a

king-of-the-grackles/reddit-research-mcp

Customer Service Data Analyst MCP Server

by carmithaas

Exposes five tools for querying and analyzing a customer-support dataset, including listing categories/intents, filtering, counting, and summarizing records.

CarmitHaas/customer-service-agent-carmit-haas

Google Sheets MCP Server

by prajapdh

Provides comprehensive Google Sheets integration for creating, reading, updating, and managing spreadsheets programmatically via tools like batch updates and range operations. It enables automated workflows for data analysis, project management, and synchronization within the Model Context Protocol.

Prajapdh/sheets-mcp-server

DaVinci Resolve

by barckley75

Control DaVinci Resolve Studio via natural language with 48 tools covering timelines, color grading, AI features, and rendering.

barckley75/resolve-mcp

financial-agent

by albeorla

Enables AI agents to manage personal finances with deterministic, grounded tools for cash-flow projection, drift detection, reconciliation, and Todoist integration. All figures trace back to a local SQLite database.

albeorla/personal-finance-agent

Cortex

by larkooo

MCP server that lets AI agents monitor and tune neural network training in real time, with anomaly detection and guarded interventions.

Larkooo/cortex

Centerfield Visitor MCP

by hmkim

Automates visitor reservations for the Centerfield building by registering guests via natural language, pasted text, or Excel/CSV files, using MCP-compatible AI agents.

hmkim/centerfield-visitor-mcp

Pixabay MCP Server

by hellohupc

Enables AI assistants to search for and retrieve images, illustrations, and videos directly from Pixabay. It provides specialized tools for discovering diverse media content like photos and animations using the Pixabay API.

helloHupc/pixabay_mcp

Kubernetes Read Only MCP Server

by vijaykodam

Enables safe, read-only interaction with Kubernetes clusters, allowing users to list resources and fetch logs without any create/update/delete operations.

vijaykodam/kubernetes-readonly-mcp

rf-log-mcp

by cceniam

An MCP server for analyzing Robot Framework test results. It provides LLMs with tools to parse, summarize, and search through test execution logs from XML or JSON output files.

cceniam/rf_log_mcp

Realm MinistryPlatform MCP

by sanjibani

MCP server for interacting with Realm MinistryPlatform data, enabling queries, record creation, and updates from any MCP client.

sanjibani/realm-mp-mcp

gemini-pr-reviews

by mytsx

Enables fetching and analyzing Gemini Code Assist reviews from GitHub pull requests, with smart defaults and pagination.

mytsx/mcp-gemini-pr-reviews

ENSP-MCP AI

by dawnight0x

Enables AI clients to manage Huawei eNSP simulated network devices, execute CLI commands, apply configurations, and perform network diagnostics through natural language, with topology upload and visualization via a web UI.

dawnight0x/ENSP-MCP

paper-intelligence

by strand-ai

A local MCP server for intelligent PDF management that converts papers to markdown and enables hybrid grep and semantic search, allowing token-efficient exploration of academic documents.

Strand-AI/paper-intelligence

GitHub Repository Manager MCP Server

by amanueltefera843110

Enables AI assistants to create and delete GitHub repositories with customizable settings through the Model Context Protocol, supporting both public and private repositories with secure token-based authentication.

amanueltefera843110/MCP-Repo-Manager-

agent-intern

by sinantufekci

An MCP server that bridges Claude Code with Antigravity CLI using a Swarm Agent architecture to optimize local development workflows and minimize LLM token costs. Includes a web UI for monitoring agent workflows.

SinanTufekci/agent-intern

CourtVision Rules MCP

by whitgai

Turns official pickleball scoring rules into callable tools for LLMs to track live matches accurately.

WhitGai/courtvision-rules-mcp

darshjoshi/pitwall

by darshjoshi

Turn Claude into your F1 race engineer.

darshjoshi/pitwall

Narrator MCP

by 1j6k21

Captures screenshots, analyzes changes with Gemini, generates humorous narrations with sound effects, and plays them as speech via ElevenLabs, optionally integrating with a Minecraft mod for in-game events.

1J6K21/MinecraftNarratorMCP

MCP Database Manager

by meimingqi222

Enables LLM agents to perform CRUD operations across multiple databases including PostgreSQL, MySQL, and SQL Server using SQLAlchemy. It features configurable permission management and secure connection handling with automatic password redaction.

meimingqi222/mcp-database-manager

mcp-repo-graph

by james-chahwan

Structural graph map of any codebase. Scans entities, relationships, and feature flows across 13 languages so LLMs navigate by structure instead of reading everything.

James-Chahwan/repo-graph

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/agentic-ai-security-operations-platform

kingdee-mcp

by kknocookie

MCP server for querying Kingdee Cloud K/3 data including sales orders, manufacturing orders, and material shortages.

kknocookie/kingdee-mcp_ierp

github-repo-summarizer

by rajat1994

An MCP server that turns any public GitHub repository into a PDF report containing a codebase summary, the most recent commits, and suggested improvements — generated locally by an Ollama model.

rajat1994/mcp-server-github-repo-summarizer

mcp-research

by francojc

Enables academic bibliographic search across arXiv, Semantic Scholar, and Google Scholar with advanced search, citation analysis, and Zotero integration for reference management.

francojc/mcp-research

YouTube MCP Server

by orishmila

Integrates with YouTube's Data API to enable video search, detailed video information retrieval, and transcript fetching with multi-language support and async performance.

OriShmila/youtube-mcp-server

Flexible Key-Value Extracting MCP Server

by kunihiros

This MCP server extracts key-value pairs from arbitrary, noisy, or unstructured text using LLMs (GPT-4.1-mini) and pydantic-ai. It keeps type safety and supports multiple output formats (JSON, YAML, TOML). The server is robust to any input and always attempts to structure data as much as possible.

KunihiroS/kv-extractor-mcp-server

ai-log-mcp-server

by jeff-dev-1

Enables querying and managing AI logs through tools like listing logs, retrieving jobs, and performing AI-powered chat queries. Also provides access to gateway security reports and guardrail testing.

jeff-dev-1/ai-log-mcp-server

andy

by timtty-sinch

Enables AI agents to learn from their sessions by inspecting history, proposing rules or skills, and automatically persisting them to configuration files.

timtty-sinch/andy_learn_tool

Cisco SD-WAN MCP Server

by limtsi

Enables natural language automation of Cisco SD-WAN vManage, including device management, template deployment, policy configuration, monitoring, and software upgrades.

limtsi/sdwan_mcp

lazy-mcp-router

by naive000

Safety-first local MCP tool gate with control plane, runtime security, and observability for managing MCP backends.

naive000/lazy-mcp-router

File Analysis MCP Server

by justvarunsai

Provides tools for text file analysis, including metrics like word counts and character frequencies, alongside file reading and directory browsing capabilities. This server enables LLMs to interact with and process local file content securely through the Model Context Protocol.

JustVarunsai/file_analysis_mcp

argus-web-mcp

by gifarikemal

A self-hosted MCP server offering unlimited web search, scraping, and content extraction tools with full-content reads, no truncation, and zero per-request cost.

GifariKemal/argus-web-mcp