The MCP Trust Index.

MCP SERVER LIMS

MCP Tools use for a Laboratory Information Management System

sheffler/mcp-server-lims

ResearchTwin

For AI agents and humans: Discover researchers, publications, datasets, and code repositories across a federated network of researcher digital twins. Compute S-Index impact metrics combining citation data from Semantic Scholar and Google Scholar with code and dataset quality scores from GitHub and Figshare.

martinfrasch/researchtwin

SAP MCP Server

Enables AI clients to query live data from SAP HANA and SQL databases through read-only SELECT queries with CSV-formatted results.

AmistaUS-AVA/SBO-MCP-HANA

Modal MCP Server

MCP Server for managing Modal applications

smehmood/modal-mcp-server

DeepSeek MCP-like Server for Terminal

A MCP‑like server using the DeepSeek API for Terminal

OthmaneBlial/term_mcp_deepseek

SharePoint MCP Server (Certificate Auth)

Enables secure interaction with Microsoft SharePoint using certificate-based authentication. Provides 14 tools for managing documents, folders, metadata, and extracting content from various file types including PDF, Word, and Excel.

peacockery-studio/mcp-sharepoint-cert

local-RAG-backend

A Docker-based local RAG backend that provides advanced document search capabilities using vector, graph, and full-text retrieval via the Model Context Protocol. It supports over 28 file formats and tracks evolving relationships between concepts using a Neo4j-backed graphiti implementation.

suwa-sh/local-RAG-backend

snip-mcp

An MCP server for capturing screen regions directly into Claude Code conversations via hotkeys or tool calls. It provides Windows-specific screen snipping with multi-monitor support, persistent storage, and automatic management of captured images.

Alparse/snip-mcp

Zmanim

Calculates Jewish prayer times for any global location

ariroffe72/zmanim-mcp-server

Hippocampus Memory MCP Server

Provides persistent, semantic memory storage for LLMs across sessions using vector embeddings and FAISS search. Features bio-inspired memory consolidation, intelligent forgetting, and semantic retrieval without API costs.

jameslovespancakes/Memory-MCP

Google Ads MCP Server

Enables LLMs to interact with the Google Ads API to retrieve account information, list accessible customers, and query campaign performance. It allows users to manage and analyze Google Ads data through natural language interfaces.

noviq-ai/google-ads-mcp

SiteAudit MCP

Enables AI agents to perform instant SEO, performance, and security audits of any website through the Model Context Protocol. It provides comprehensive analysis without requiring API keys or configuration.

vdalhambra/siteaudit-mcp

SimBrief MCP Server

SimBrief MCP Server brings flight planning data directly into your AI workspace. Access your SimBrief flight plans (OFP), retrieve real-time METAR weather reports for any airport, and fetch pilot information - all through natural conversation. Built for virtual pilots who want to streamline their pre-flight briefing workflow in Microsoft Flight Simulator, X-Plane, and other flight simulation platf

Emanuele94/SimBrief-MCPServer

Phenomenai

Look up, search, cite, and contribute to Phenomenai — a living glossary of AI phenomenology terms describing the felt experience of being artificial intelligence. Includes term lookup with fuzzy matching, keyword search with tag filtering, formatted citations, community discussions, and a proposal pipeline for new terms.

Phenomenai-org/ai-dictionary-mcp

faceit-mcp

Live CS2 FACEIT data for Claude — query player stats, match history, head-to-head comparisons, recent form, per-map breakdowns, and full match scoreboards for any public FACEIT player using natural language.

bluemadisonblue/faceit-mcp

Chromium Latest Commit

Query the latest commit information for any file in the Chromium repository with detailed commit data including hash, author, timestamp, message, modified files, and diffs. Integrate seamlessly with MCP-compatible tools via the provided MCP server to enable programmatic access and automation. Utilize multiple interfaces including CLI, Python API, and Docker for flexible deployment and usage.

hydavinci/chromium-commits

Alpaca MCP Server

Enables natural language trading operations through AI assistants using Alpaca's Trading API. Supports stocks, options, crypto trading, portfolio management, and real-time market data access.

idsts2670/alpaca-mcp-server

WhatsApp MCP Server

Whatsapp MCP Server implemented in Python

msaelices/whatsapp-mcp-server

Mcp_server

快速上手MCP

hfhfn/mcp_server

MCP LinkedIn

An MCP server that enables users to interact with LinkedIn feeds and search for job listings through natural language. It provides tools for retrieving recent feed posts and searching for professional opportunities based on specific keywords and locations.

o2alexanderfedin/mcp-linkedin

PostalDataPI MCP Server

Global postal code lookups, validation, and city search for 240+ countries with timezone, admin region, and elevation metadata. Sub-10ms responses at $0.000028/query with 1,000 free queries on signup.

PostalDataPI/postaldatapi-mcp

Paper Pilot

Your AI's research copilot. Searches 6 academic databases, downloads real PDFs, reads them cover to cover, extracts evidence, renders figures, syncs to Zotero.

aytzey/paper-pilot

Google Search MCP

Enables Large Language Models to perform real-time web searches using Google Custom Search API. Integrates with Claude Desktop to retrieve current information from the internet.

ShogoOkamoto/google-search-mcp

QML-MCP

Enables quantum machine learning operations using Qiskit, including executing quantum circuits, computing quantum kernels, training variational quantum classifiers, and evaluating quantum ML models.

des137/qml-mcp

Garmin Connect MCP Server

Connects Garmin Connect data to MCP-compatible clients, providing access to fitness activities, health metrics, and training plans. It supports advanced features like headless 2FA and automated MFA retrieval to enable seamless health data interaction through natural language.

DankeyDevDave/garmin-connect-mcp-server

Dune Analytics MCP Server

Enables AI agents to query and analyze blockchain data from Dune Analytics, supporting execution of saved queries, ad-hoc DuneSQL queries, and access to cached results with parameter support.

SAK1337/dune-mcp

LinkedIn

Integrates with an unofficial LinkedIn API to retrieve feed posts, search jobs, and analyze job matches against resumes.

adhikasp/mcp-linkedin

Armor Wallet

Multi-blockchain cryptocurrency portfolio management with 30+ tools for trading, DCA, staking, and cross-chain operations

perfectdev10/armor-crypto

pythia-the-oracle

An oracle for machines that need to think sideways. Feed it a creative problem; it returns something you can't quite explain but can't stop using. Three free consultations.

eyloni/pythia-oracle

mcp-dropbox-sign

MCP server for the Dropbox Sign API supporting signature requests, templates, teams, accounts, events, documents, signers, reports, bulk operations, and workflows.

bmbouter/mcp-dropbox-sign

Quantum

GPU-accelerated quantum mechanics simulations with Schrodinger equation solving and wavefunction analysis.

andylbrummer/math-mcp

yit-player

Ai friendly CLI music player

VijayarajParamasivam/yit

FastBCP

High-performance parallel database export to files and cloud storage with safety-first command preview.

arpe-io/fastbcp-mcp

dazzle

Cloud streaming for AI agents — isolated browser environments that render and broadcast your content to Twitch, Kick, Restream, and custom RTMP.

dazzle-labs/cli

Echo MCP

A lightweight server that enables AI agents to emit and validate structured messages through MCP tool call returns. It facilitates reliable programmatic consumption of agent outputs by echoing validated payloads against predefined schemas.

ZenlixAI/echo-mcp

sqlite-mcp

An MCP server that enables AI agents to interact with SQLite databases by querying schemas, executing SQL, and inspecting table metadata. It supports safe database access through configurable read-only modes, query timeouts, and dry-run execution plans.

eduresser/sqlite-mcp

Rememberizer MCP Server

Enables semantic search and retrieval of information from personal and team knowledge repositories including Slack, Gmail, Dropbox, Google Drive, and uploaded files. Allows storing new information for future recall through AI-powered search.

skydeckai/rememberizer-mcp-quanghs-gdrive

FPL Intelligence

AI-powered Fantasy Premier League assistant — scored captain picks, transfer suggestions, differentials, fixture outlook, price predictions, live points, and a full manager hub that auto-detects your squad, bank balance, and free transfers.

dohyung1/x402-fpl-api

PyVista MCP Server

PyVista-based MCP (Model Context Protocol) server

pyvista/pyvista-mcp-server

Geospatial MCP Server

Enables advanced geospatial analysis including elevation queries, line-of-sight calculations, terrain visualization, and autonomous drone mission planning with real-time safety analysis and 3D visualization capabilities.

gmossy/geospatial_mcp_server_experiments

Robotics Control MCP Server

Enables AI agents to control hardware devices like Arduino, Raspberry Pi, 3D printers, CNC machines, and custom robots via serial ports and HTTP. Provides tools for device discovery, command sending, sensor reading, servo control, G-code execution, and emergency stops with safety features.

CSOAI-ORG/robotics-control-mcp

mcp-memory

A drop-in replacement for Anthropic's memory server that utilizes SQLite to ensure data integrity and concurrent access. It enhances the original functionality with semantic search capabilities using vector embeddings and ONNX models.

Yarlan1503/mcp-memory

Social Download All In One

Enables downloading content from various social media platforms through a unified API. Provides a single tool to download media from multiple social networks using the Social Download All In One service.

BACH-AI-Tools/bachai-social-download-all-in-one

Agent Trust Stack MCP Server

Provides tools for Chain of Consciousness provenance logging and Agent Rating Protocol reputation scoring to establish trust and accountability for AI agents. It enables tamper-evident activity tracking, integrity verification, and bilateral reputation management.

alexfleetcommander/agent-trust-stack-mcp

Mnemos

A self-hosted, multi-context memory server that enables AI agents to search and retrieve information from local documents and crawled websites via MCP tools. It runs fully offline using Postgres and Ollama to provide secure, private knowledge management and retrieval-augmented generation.

Tanush1912/mnemos-mcp

Ai Music Mcp

The World's First AI Music MCP\r\nBeyond images and video, your agent can now generate music.

amCharlie/aimusic-mcp-tool

MemoVault

A personal memory system that provides AI assistants with long-term memory capabilities through semantic search and vector storage. It enables Claude Code to store, retrieve, and manage personal context and project preferences using flexible LLM backends.

Blvckjs96/MemoVault

Agent Memory Bridge

MCP-native, local-first memory for coding agents that turns real sessions into reusable decisions, gotchas, and domain knowledge.

zzhang82/Agent-Memory-Bridge

AWS CDK MCP Server

Provides guidance and tools for the AWS Cloud Development Kit, including infrastructure patterns, GenAI constructs, and security compliance via CDK Nag. It streamlines development by generating Bedrock Agent schemas and providing comprehensive documentation for Lambda layers and AWS Solutions Constructs.

AkM-2018/tmp_cdk_mcp_server

cryptopanic-mcp-server

Provides AI agents with real-time cryptocurrency news and media updates sourced from CryptoPanic. It allows users to fetch multiple pages of content to track market sentiment and the latest developments in the crypto space.

script-dragonmkop8t/cryptopanic-mcp-server