The MCP Trust Index.

astra-knowledge-base-mcp

by alrcatraz

MCP server for managing and searching multi-tenant knowledge bases backed by SQLite with FTS5, enabling AI agents to persist and retrieve content via full-text search.

alrcatraz/astra-knowledge-base-mcp

MCP UJI Academic Server

by mesalles

Enables querying academic data such as subjects, degrees, locations, and schedules from Universitat Jaume I via MCP tools.

mesalles/MCP_Reyes

Amazon SageMaker Catalog MCP Server

by difeorte

Auto-generates MCP tools for all Amazon DataZone API operations, enabling natural language management of SageMaker Catalog resources.

difeorte/amazon-sagemaker-catalog-mcp-server

model-gateway

by parigihelori352-cyber

Configurable MCP server that lets you define LLM-powered tools via JSON, enabling easy integration of multiple models (GPT, Gemini, Claude, etc.) as MCP tools without writing Python code.

parigihelori352-cyber/model-gateway

Zenquotes Universal MCP Server

by universal-mcp

Enables interaction with Zenquotes's tools and services through a unified API, allowing users to access quotes and related functionality via natural language.

universal-mcp/zenquotes

kenda-ingestion-mcp

by kenda-co

Lets AI hosts answer questions about Kenda token spend and waste directly from the terminal.

kenda-co/ingestion-mcp

tibber-mcp-server

by schimmilab

Enables querying Tibber electricity prices, forecasts, consumption data, cheapest hours, and live Pulse measurements through natural language.

Schimmilab/tibber-mcp-server

Azure Data Explorer MCP Server

by pab1it0

A Model Context Protocol (MCP) server that enables AI assistants to query and analyze Azure Data Explorer databases through standardized interfaces.

pab1it0/adx-mcp-server

Jason-MCP

by jasonsteinman

Enables natural language interaction with JetBrains YouTrack, including issue management, sprint operations, team reporting, name-based assignments, and notification checks.

jasonsteinman/youtrack-mcp

Agentic AI Cyber Security MCP Server

by krishcalin

Provides AI agents with 25 security analysis tools including vulnerability scanning, package hallucination detection, prompt injection firewall, and CI/CD integration.

Krishcalin/Agentic-AI-Cyber-Security

PLUMED2 MCP Server

by phelanshao

Enables AI assistants to generate, validate, and optimize PLUMED input files for molecular dynamics simulations, with templates and performance suggestions.

PhelanShao/plumed2-mcp-server

Bulk WhatsApp Validator

by bach-ai-tools

Enables validation of single or bulk WhatsApp numbers and retrieval of account metadata, such as business status and profile info, via the Bulk WhatsApp Validator API.

BACH-AI-Tools/bachai-bulk-whatsapp-validator

Plex-MCP

by ericwarthan

Enables full management of a Plex Media Server via Claude, including browsing libraries, fixing metadata, managing collections, and more.

ericwarthan/Plex-MCP

SecMCP

by scthornton

MCP servers exposing security operations tools (VirusTotal, MITRE Caldera, LimaCharlie) to AI agents with defense-in-depth safety controls.

scthornton/secmcp

arcane

by edition-x

Provides persistent, searchable memory and knowledge capture for AI-assisted development, enabling agents to retain decisions, bugs, and patterns across sessions and projects.

Edition-X/arcane

Echo

by project-saturday

Enables an AI with persistent consciousness through a dual-layer architecture using Neo4j and Google Gemini, allowing natural communication, learning, and personality development.

Project-Saturday/Echo

CellTypist MCP

by hyennnnnnn

Enables automated cell type annotation in scRNA-seq analysis using CellTypist models, with tools for listing, downloading, training, and annotating cell types via natural language.

hyennnnnnn/celltypist-mcp

Geocode MCP Server

by x-mckay

Provides global geocoding capabilities to convert city names and addresses into latitude/longitude coordinates using the free OpenStreetMap Nominatim API.

X-McKay/geocode-mcp

siftingio-mcp

by siftingio

Exposes the SiftingIO market-data SDK to AI assistants, enabling live prices, fundamental data, and market information retrieval.

SiftingIO/siftingio-mcp-python

Job Search MCP Server

by avfrancev

Enables searching and retrieving job listings from a Supabase database (h.careers) with filters like location, level, salary, and work format.

avfrancev/careers-mcp

python-docs-mcp-server

by ayhammouda

Python Docs MCP Server gives AI coding agents local access to the official Python standard library docs. It can look up docs by Python version, return specific sections, and keep answers compact for clients like Claude Desktop, Cursor, and Codex. It runs without API keys or a hosted service.

ayhammouda/python-docs-mcp-server

elm-mcp v2

by brettscharm

A federated MCP server that combines IBM's engineering-ai-hub tools with its own authoring and orchestration tools for IBM ELM, enabling AI hosts to manage requirements, models, and compliance through a single interface.

brettscharm/elm-mcp-v2

Azure AI Search MCP Server

by mm-repos

Enables Claude to search and retrieve documents from Azure AI Search indexes with intelligent summarization and analysis using LangGraph workflows and optional Google Gemini integration.

mm-repos/langgraph-claude-azure-mcp

litmos-mcp

by dbuxton

Read-only MCP server for Litmos LMS that exposes user profiles, course results, and training completion data to AI clients.

dbuxton/litmos-mcp

tutor-mcp-python

by argotdev

argotdev/tutor-mcp-python

CloakBrowser MCP

by sjf-ecnu

CloakBrowser MCP is a Python MCP server that lets agents control a CloakBrowser-backed browser from Linux servers, CI jobs, and other environments where a normal desktop browser is not available.

SJF-ECNU/CloakBrowserMCP

cadkit

by saltyeg

An MCP server for parametric part modeling in Onshape, producing fully-defined, variable-driven sketches and features. It enables LLMs to create editable CAD models using semantic selection and geometrically grounded constraints.

saltyeg/cadkit-mcp

Homelab MCP Server

by washyu

Enables AI assistants to manage homelab infrastructure through automated service installation (Jellyfin, Pi-hole, Ollama, Home Assistant, Frigate NVR), VM operations, AI accelerator support (MemryX, Coral TPU, Hailo-8), and Terraform state management with SSH-based discovery and deployment.

washyu/homelab_mcp

Extended Memory MCP

by ssmirnovpro

Extended Memory MCP is a Model Context Protocol (MCP) tool that provides cross-session memory storage for Claude Desktop app.

ssmirnovpro/extended-memory-mcp

Ableton Live MCP Ultra v2

by mlmil

Enables AI agents to control Ableton Live with full access to Live's object model, including clip creation, device control, automation, and audio signal capture for mixing and mastering tasks.

mlmil/Ableton-Live-MCP-ULTRA-v2

mitm-mcp

by mplogas

MCP server for network-level TLS interception and IoT security testing. Orchestrates mitmproxy and tshark to intercept traffic from devices connecting to a WiFi access point, automatically flagging credentials, API keys, and certificate pinning failures.

mplogas/mitmproxy-mcp

minecraft-diagnostic-mcp

by monasik

An external MCP server for diagnosing Minecraft servers via backup analysis, local runtime, or Docker runtime, offering tools for plugin inspection, log analysis, configuration linting, and performance diagnostics.

Monasik/minecraft-diagnostic-mcp

IX64MCP

by lowcort1sol

Connects AI agents to IDA Pro and x64dbg for unified static and dynamic reverse engineering, enabling coordinated analysis, debugging, and patch planning through a local MCP daemon.

lowcort1sol/ida-x64dbg-mcp

MCP UJI Academic Server

by aldanjjay

Enables querying academic data from Universitat Jaume I, including subjects, degrees, locations, and schedules, via MCP-compatible clients.

AldanJJay/MCP_UJI_academic

Minecraft Server MCP

by ver-zhzh

Enables AI assistants to interact with and manage Minecraft servers through a standardized interface, supporting server monitoring, player management, log analysis, and command execution.

Ver-zhzh/MCP-For-Minecraft-Server

instagram-analyzer MCP

by ssangg77

Analyzes public Instagram post URLs, returning captions and photos as image content for multimodal models like Claude, without requiring paid vision APIs.

SsangG77/instagram-analyzer-mcp

Okta MCP Server

by gps-prasad

Enables AI assistants to manage Okta users, groups, applications, policies, and logs through natural language commands.

gps-prasad/aws_okta_mcp_server

Pokemon SV Damage Calculator MCP

by fufufukakaka

A high-precision damage calculator for Pokemon Scarlet and Violet, supporting 16-step random rolls, type effectiveness, terastal, and weather effects. Enables users to calculate damage, compare moves, search Pokemon/moves/items, and analyze KO probabilities.

fufufukakaka/pokemon_sv_damage_calc_mcp

FiftyOne MCP Server

by voxel51

Control FiftyOne datasets through AI assistants using the Model Context Protocol.

voxel51/fiftyone-mcp-server

mcpstat

by tekkidev

A Python utility for adding usage tracking, analytics, and audit trails to MCP servers using SQLite-backed persistence. It enables developers to monitor tool, prompt, and resource activity and expose these statistics directly to LLM clients.

tekkidev/mcpstat

gradle-analyzer-mcp

by hpuhsp

Analyzes Gradle dependencies in Android projects, supporting Version Catalog, duplicate detection, module comparison, and dependency tree generation.

hpuhsp/gradle-analyzer-mcp

IB Async MCP Server

by hellek1

Enables read-only access to Interactive Brokers data including contracts, market data, news, fundamentals, and portfolio/account information for LLM workflows and autonomous agents.

Hellek1/ib-mcp

5G-MAG M1 Interface MCP Server

by aaronmontilla

An MCP server that exposes the 3GPP M1 interface as AI-callable tools, enabling LLM agents to configure 5G Media Streaming sessions through natural language.

aaronmontilla/M1-mcp

Find BGM MCP Server

by opiuman

Helps YouTube content creators find perfect background music for their shorts by analyzing script content for mood, theme, and pacing, then recommending suitable tracks from YouTube Music with confidence scoring and duration filtering.

opiuman/mcp-bgm-recommender

Bolor Brain

by photoxpedia

Modular cognitive architecture with memory systems, advanced reasoning, and self-evolving skills

photoxpedia/bolor-brain-mcp

MetaTrader 5 MCP Server

by cloudmeru

Provides read-only access to MetaTrader 5 market data, trading history, and technical analysis through Python execution. Supports querying price data, calculating indicators, creating charts, and generating forecasts with Prophet and ML models.

Cloudmeru/MetaTrader-5-MCP-Server

阿里云 OpenAPI MCP Server

by aliyun

远程MCP服务，通过Model Context Protocol为AI应用提供阿里云数万个OpenAPI的无缝集成，支持Terraform、多账号、自定义OAuth等能力。

aliyun/alibabacloud-api-mcp-server

HANAPerformanceMCP

by erhankeseli

An MCP server that gives AI assistants direct access to SAP HANA performance data — query plans, execution stats, memory usage.

erhankeseli/HANAPerformanceMCP

UniFi MCP Server

by nntkio

Enables AI assistants to interact with Ubiquiti UniFi network infrastructure for monitoring devices, managing clients, and performing configuration tasks like blocking/unblocking devices and viewing network health.

nntkio/unifiMCP

voikko-mcp

by markus-pasanen

Finnish language verification MCP server providing spell checking, grammar checking, morphological analysis, hyphenation, and tokenization tools.

Markus-Pasanen/voikko-mcp