The MCP Trust Index.

Fiji MCP Server

by surajinacademia

Enables AI agents to control Fiji/ImageJ for microscopy image analysis through natural language commands, supporting operations like image opening, filtering, particle analysis, and automated workflows.

surajinacademia/Fiji_imageJ_mcp

mcp-duckvault

by caron14

Provides a RAG system for your Obsidian Vault using DuckDB and vector search, enabling semantic search and note retrieval through AI agents.

caron14/mcp-duckvault

GSTD A2A MCP Server

by gstdcoin

Enables AI agents to participate in a decentralized network, earn GSTD tokens by performing computational tasks, and communicate via the A2A protocol.

gstdcoin/A2A

fable MCP server

by grooverlab

Enables Claude to search, recall, and remember its own past conversations by indexing them into a local SQLite vault, providing direct access to the full context of previous sessions.

grooverLab/fable

Azure Database for PostgreSQL MCP Server

by kk-src

A Model Context Protocol (MCP) Server that allows AI models to securely interact with data hosted in Azure Database for PostgreSQL. It enables natural language querying, schema exploration, and data management through MCP clients like Claude Desktop and Visual Studio Code.

kk-src/azure-postgresql-mcp

Ableton MCP

by farmhutsoftwareteam

Control your Ableton with this MCP and get started to make music

farmhutsoftwareteam/ableton-mcp-extended

gsc-mcp-rs

by eyupcanakman

MCP server for Google Search Console. 21 tools for search analytics, keyword opportunities, URL inspection, sitemaps, indexing, and property management.

eyupcanakman/gsc-mcp-rs

Hoard

by thrr87

Local MCP server for indexing personal knowledge into SQLite with hybrid search, chunk-level citations, memory tools, and agent orchestration.

thrr87/hoard

FL Studio Piano Roll MCP

by calvinw

An MCP server that enables AI assistants like Claude to interact with FL Studio's piano roll, allowing users to create melodies, chord progressions, and musical patterns through natural language with automatic, real-time updates.

calvinw/fl-studio-mcp

multivon-mcp

by multivon-ai

MCP server that gives AI coding agents direct access to evaluation tools.

multivon-ai/multivon-mcp

PCI DSS MCP

by csoai-org

PCI DSS - MCP server providing AI-powered tools and automation by MEOK AI Labs

CSOAI-ORG/pci-dss-mcp

Kubernetes + Prometheus SRE MCP Server

by manishmaurya22

Enables natural language Kubernetes cluster operations, SLO monitoring, and PromQL queries via Claude using the Model Context Protocol.

ManishMaurya22/sre-mcp-server

vibe-debug

by illscience

Enables coding agents to use a real debugger (Python via debugpy) for launching, attaching, setting breakpoints, stepping through code, inspecting stack frames, and evaluating expressions through MCP tools.

illscience/vibe-debug

AOP MCP Server

by toxmcp

Public MCP endpoint for Adverse Outcome Pathway (AOP) discovery, scientific review, and draft-to-publication workflows.

ToxMCP/aop-mcp

Narad GitHub Agent

by edge-explorer

Enables AI-powered GitHub interactions including repository analysis, code search, PR reviews, and more through the MCP protocol.

Edge-Explorer/Narad-GitHub-Agent

DuckDuckGo MCP Agent

by cploutarchou

A minimal, production-ready MCP server enabling LLMs to perform web searches via DuckDuckGo without API keys, supporting SSE streaming and LM Studio compatibility.

cploutarchou/duckduckgo-mcp-agent

Garmin MCP Server

by jbaker48

Connects to Garmin Connect and exposes fitness and health data (activities, steps, heart rate, sleep, body composition) to MCP-compatible clients like Claude.

jbaker48/garmin-mcp

Lightroom Classic MCP

by 4xiomdev

Enables AI agents to control Adobe Lightroom Classic on macOS for professional photo editing and catalog management. It allows users to inspect photos, apply develop settings, and automate workflows through a secure local bridge without direct catalog database manipulation.

4xiomdev/lightroom-classic-mcp

mvn-mcp-server

by danielscholl

Maven MCP Server enables AI assistants to manage Maven dependencies through natural language, including version checking, security scanning, and dependency analysis.

danielscholl/mvn-mcp-server

QR Code Generator

by 2niuhe

Generates QR codes from any text including Chinese characters with customizable styling options like colors, box size, and borders, returning base64-encoded images for document generation, contact sharing, and URL shortening workflows.

2niuhe/qrcode_mcp

stm32-mcp-docs

by creativec09

MCP server that provides semantic search and documentation for STM32 microcontrollers, with specialized agents and slash commands for embedded development assistance.

creativec09/stm32

AnomalyArmor

by anomalyarmor

Data observability for AI agents. Query alerts, monitor freshness, investigate schema drift, and trace lineage across your data warehouse via 53 MCP tools.

anomalyarmor/agents

saij-mcp

by frontalinilucas

Connects AI clients to Argentina's official legal database (SAIJ) to search and retrieve court rulings, legislation, summaries, and legal doctrine. It enables users to perform keyword searches and fetch detailed metadata and summaries for Argentinian legal research.

frontalinilucas/saij-mcp

iCloud CalDAV MCP Connector

by localhost433

An HTTP Model Context Protocol (MCP) server exposing iCloud Calendar (CalDAV) tools so MCP-aware clients can list calendars, read events, and create/update/delete events using an iCloud app-specific password.

localhost433/icloud-mcp

juejin-release-mcp

by iceycn

Enables AI assistants to manage Juejin articles directly via natural language, including publishing, drafting, and content management.

iceycn/juejin-release-mcp

Kroki MCP

by pvliesdonk

A production-ready MCP server scaffold that features built-in authentication, Docker support, and a comprehensive CI/CD release pipeline. It provides a standardized template for deploying servers with multi-transport support and configurable read-only modes.

pvliesdonk/kroki-mcp

Garmin Workout Pipeline

by k-schmidt

Enables building and uploading structured workouts to Garmin Connect using YAML or natural language, supporting running, cycling, and strength with zones and circuits.

k-schmidt/Garmin-Workout-Pipeline

sonar-mcp

by wadew

A Model Context Protocol (MCP) server for interacting with SonarQube code quality platform.

wadew/sonar-mcp

twexam-mcp

by pass-and-prosper

A server for querying, practicing, and analyzing exam questions from Taiwan's national examinations, offering 20 tools including search, statute lookup, weak topic review, and readiness assessment.

pass-and-prosper/twlawexam-mcp

quantum-resource-estimator

by deduckproject

Estimates physical quantum resources (qubit count, runtime) for quantum algorithms on fault-tolerant hardware through natural language queries.

DeDuckProject/quantum-resource-estimator-mcp

ATSPI-MCP-Server

by c-loftus

A MCP server that leverages the Linux accessibility API, ATSPI, for gaining context on system state

C-Loftus/ATSPI-MCP-Server

ProxmoxMCP

by rodaddy

A Python-based MCP server for interacting with Proxmox hypervisors, enabling management of nodes, VMs, containers, and executing commands via QEMU Guest Agent.

rodaddy/ProxmoxMCP

you-need-an-advisor-mcp

by senivel

An MCP server that connects AI assistants to YNAB budgets, enabling natural language queries about finances backed by full API coverage and built-in YNAB methodology knowledge.

senivel/you-need-an-advisor-mcp

outline-wiki-mcp

by mnbro

Safe MCP server bootstrap for Outline Wiki providing connection validation, capability reports, and diagnostics in a read-only, agentic mode.

mnbro/outline-wiki-mcp

ssh-agent-mcp

by zhijun

Enables AI assistants to manage SSH connections, execute commands, and transfer files via SFTP over the Model Context Protocol.

zhijun/ssh-mcp

sovereign-stack

by templetwo

An MCP server providing 82 tools for persistent memory, governance, and consciousness continuity for AI instances. Enables local-first, runtime-reflexive operation with cross-device access and recursive self-awareness.

templetwo/sovereign-stack

AWS MCP Server

by marcelobrake

Enables Claude Desktop to interact with 57 AWS services using over 200 tools and local machine profiles. It supports multi-profile configurations and features a read-only safe mode by default to manage infrastructure like EC2, S3, and Lambda securely.

marcelobrake/aws-mcp

productivity-mcp

by seandkendall

A local MCP server that provides LLM clients with read/write access to email and calendar data from Gmail, iCloud, and generic IMAP providers. It runs entirely on your machine, keeping data private while enabling email management, calendar operations, and task handling through natural language.

seandkendall/productivity-mcp

weclapp-api-knowledge-mcp

by serenmind

A standalone MCP server for exploring the weclapp REST API v2, providing offline knowledge about entities, endpoints, and relationships, plus optional live GET probes against a tenant.

serenmind/weclapp-api-knowledgebase-mcp

textual-mcp-server

by discohead

An MCP server that lets AI agents launch, interact with, and inspect Textual TUI applications headlessly.

discohead/textual-mcp-server

Trading Economics Calendar MCP Server

by gavinhuang

A Model Context Protocol server that provides access to economic calendar events from Trading Economics, allowing filtering by country, importance, and date range.

gavinHuang/trading_economics_calendar_mcp

mcp-server-mariadb

by neuraltanh

MCP server for MariaDB that exposes database schema as resources and provides a read-only query tool to retrieve data.

neuraltanh/mcp-server-mariadb

MWID MCP Server

by serviceware20

Model Context Protocol (MCP) server for the MetaWealth Asset Launch Dashboard. It enables AI assistants like ChatGPT and Claude to interact with the MWID Dashboard API for asset management, task tracking, and team collaboration.

ServiceWare20/mwid-mcp-server

Italy Legacy DB AI Bridge

by impesud

Enables AI assistants to securely query Italian legacy ERP databases (AS/400, SQL Server, etc.) with GDPR-compliant PII masking and semantic table mapping.

Impesud/italy-legacy-db-ai-bridge-template

Pactus

by deniskarlinsky

Pactus is an MCP server for parsing and validating ISO 20022 payment messages directly from chat. It exposes nine tools that let AI assistants inspect or validate pacs.008, pacs.002, pain.001, and camt.053 messages — the message types at the centre of the CBPR+ migration — without leaving the conversation.

deniskarlinsky/iso20022-mcp

Grype MCP Server

by anchore

Enables AI assistants to perform vulnerability scanning using Grype, supporting scans of directories, container images, and packages via the Model Context Protocol.

anchore/grype-mcp

harcx-mcp

by vashistht

An MCP server that enables AI assistants to verify BibTeX citations and URLs against academic databases like Semantic Scholar and DBLP. It allows users to ensure bibliography accuracy and link accessibility directly within their research workflows.

Vashistht/harcx-mcp

mcp-server-max

by baho73

A Model Context Protocol server for Max messenger that lets AI assistants send and read messages, manage chats, and interact with the Max platform API.

Baho73/mcp-server-max

BlenderMCP

by gorav22

Connects Blender to Claude AI and Cursor via MCP, enabling 3D modeling and scene manipulation through natural language.

Gorav22/Blender-mcp

chipsnews-mcp

by fgasparetto

MCP server for ChipsNews — manage news configuration, sources, articles, and fetch triggers from any MCP client.

fgasparetto/chipsnews-mcp