The MCP Trust Index.

remove-background

by adamryczkowski

A Model Context Protocol server for removing backgrounds from images using AI-powered segmentation models.

adamryczkowski/MCP-remove-background

MCP Notes Server

by dekdee

A Model Context Protocol (MCP) server for developer note-taking, allowing users to create, manage, and export development notes with tags, status, and priority.

dekdee/note-taking-mcp

mcp-playwright-weather-israel

by shoshi-raz

MCP server enabling LLMs to fetch Israeli weather forecasts by automating a browser with Playwright to scrape weather2day.co.il.

shoshi-raz/mcp-playwright-weather

Israel Weather MCP Server

by tamar-46

Provides LLMs with real-time weather forecasts for Israeli cities using browser automation with Playwright to scrape live data from a weather website.

Tamar-46/mcp

Yandex AI Studio MCP Server

by rusnetru

MCP server for interacting with Yandex Cloud AI Studio, enabling chat, text generation, image generation, speech recognition/synthesis, embeddings, classification, search indexes, and AI agent creation with function calling.

rusnetru/yandex-ai-studio-mcp-server

cocktail-recipes-mcp

by aephir

A Dockerized Python MCP server that provides tools to manage cocktail recipes, ingredients, and related operations via the Aephir/cocktail-recipes REST API, with dry-run safety defaults and automatic re-authentication.

Aephir/cocktail-recipes-mcp

local-rag-mcp-server

by n-irei

A fully offline local RAG server that utilizes ChromaDB and Ollama to index and query PDF, text, and Markdown documents. It allows users to manage local knowledge bases and perform semantic searches with AI-generated responses.

n-irei/local-rag-mcp-server

API Tester MCP

by kirti676

Enables QA/SDET engineers to test APIs by ingesting Swagger/OpenAPI specs and Postman collections, generating and executing tests in multiple languages and frameworks with real-time progress tracking.

kirti676/api_tester_mcp

AI Square Documentation MCP Server

by omkute101

Enables MCP clients to retrieve authoritative AI Square documentation, API references, SDK examples, guides, and troubleshooting information through citation-safe hybrid search and static resources.

omkute101/AISquare-Docs-MCP

silicon-sampling

by xuanyouliu

MCP server that implements a cognitive survey response framework by storing persona information in a modular database and allowing LLMs to selectively retrieve relevant modules for each survey question.

XuanyouLiu/silicon-sampling-mcp

MCP Integration Test Server

by jerryyangy

Demonstrates integrating Azure AI agents with MCP tools for inventory management and remote documentation queries.

jerryyangy/mcp-integration-test1

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

Snyk MCP Server

by mattjlee

An MCP server that interfaces with the Snyk API to retrieve KPI data for your organization.

mattjlee/snyk-api-mcp

0Latency

by 0latency-ai

Persistent memory layer for AI agents with sub-100ms recall, semantic search, and knowledge graphs.

0latency-ai/0latency

ifc-mcp

by wolfztech

Enables AI agents to load, query, and analyze IFC building model files, including spatial structures, elements, properties, materials, and geometry.

WolfzTech/Ifc-Mcp

Outlook Graph MCP

by lpdigitale

Enables to manage your Outlook mailbox via Microsoft Graph (write access) with delegated permissions, providing MCP tools to create, modify, and send emails, folders, categories, rules, and automatic replies.

LPDigitale/outlook-graph-mcp

Smart Hydroponic MCP Server

by ksm-aiot-upnvj

MCP server for querying hydroponic sensor data stored in PostgreSQL/TimescaleDB. Provides tools to list tables, describe schemas, read recent sensor readings, fetch latest data, and perform time-series aggregations via natural language.

ksm-aiot-upnvj/smart-hydroponic-mcp

Hermes Time MCP

by iaznexai

Provides real-time time awareness to Hermes Agent by exposing date, time, and timezone tools through MCP, enabling on-demand temporal queries.

iaznexai/hermes-clock

Drata MCP Server

by sderosiaux

Connects Claude to Drata compliance platform for SOC2 audit preparation and ongoing monitoring, enabling queries on controls, tests, personnel, and policies.

sderosiaux/drata-mcp

Personal Semantic Search MCP

by ethan2298

Enables semantic search over local notes and documents using natural language queries. Supports multiple file types (Markdown, Python, HTML, JSON, CSV, text) with fast local embeddings and persistent ChromaDB vector storage.

Ethan2298/personal-semantic-search-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

ocean-conditions-agent

by etavacoli

Enables checking live tide, swell, and wind data for La Jolla surf spots, with an AI agent that makes judgment calls like a local surfer.

etavacoli/ocean-conditions-agent

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

mtga-mcp

by fkadriver

Enables natural language querying of your Magic: The Gathering Arena collection, including owned cards, missing cards, deck building, and collection analysis via MCP.

fkadriver/mtga-mcp

browser-agent-mcp

by rithikanupam-hub

Production-grade MCP server for autonomous web automation with stealth features, designed for complex booking workflows like tickets, tours, hotels, and transport.

rithikanupam-hub/browser-agent-mcp

garmin-raw-mcp

by asilenin

Provides raw Garmin Connect data access for training analysis, enabling retrieval of activity summaries, lap data, time-series streams, comments with lactate, wellness metrics, and personal records through an MCP interface.

asilenin/Garmin-TN-MCP

mcp-app-harness

by tachyurgy

Exposes a support-desk application through MCP tools and resources with populate/snapshot/restore hooks for reproducible RL training episodes.

tachyurgy/mcp-app-harness

fec-mcp

by bsilha

An MCP server that searches official FEC PDF rulebooks for compliance and contribution limits, and provides real-time lookups against the OpenFEC API for candidates, committees, filings, and financial data.

bsilha/FEC_MCP

Google Calendar MCP Server

by sohamkapileshwar2

Enables natural language interaction with Google Calendar via the Model Context Protocol, allowing LLMs like Claude to read and manage calendar events through the Google Calendar v3 API.

sohamkapileshwar2/google-calendar-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

uam-analyst

by urban-ai-institute

MCP server that exposes the UAM vertiport simulator as tools for AI-assisted analysis, enabling simulations, KPI analysis, and what-if studies via Claude Desktop.

urban-ai-institute/kra33-prismx-uam-vertiport-simulation

WMCA MCP Server

by mydream1208

Enables AI clients like Claude Code to perform stock price queries and trading orders through NH투자증권's WMCA DLL using natural language.

mydream1208/wmca-mcp

ONS Trade Data API MCP Server

by henryjameslau

MCP server that provides access to UK trade data from the ONS Trade Data API, enabling queries for trade statistics, metadata, and raw data.

henryjameslau/ons-trade-data-api-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

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

HWP MCP Server

by mjyoo2

Enables LLMs to read and modify HWP (한글) documents via the HWP COM API, with tools for text, tables, formatting, and file conversion.

mjyoo2/hwp-mcp

ScienceTokyoLMS-mcp

by kaeru333

MCP server for Science Tokyo LMS, enabling course material download, assignment deadline checks, and more via tools like list_courses and get_upcoming_deadlines.

kaeru333/ScienceTokyoLMS-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

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

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

EST Call Agent

by vossy

FastMCP cloud server enabling AI assistants to manage outbound call campaigns, schedule calls, list agents, and access call data via HTTP.

Vossy/python-mcp-est

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-ABAP-ADT-MCP

resolve-mcp

by digitalworkflowcompany

Enables AI-driven DaVinci Resolve 21 automation with 88 tools for project management, timeline editing, color grading, AI analysis, rendering, and dailies creation.

DigitalWorkflowCompany/resolve-mcp

BioMatrixReport MCP Server

by priyankapsi

Exposes BioMatrixReport APIs as MCP tools for querying employee details, sending WFO attendance report emails, and syncing biometric attendance data via natural language.

priyankapsi/test-biometric-mcp

a-stock-data-mcp

by droid-q

MCP server adapter that exposes A-share stock data tools, prompts, and resources via FastMCP, enabling querying of stocks, K-lines, financials, sectors, and market hot spots through natural language.

droid-Q/a-stock-data-mcp