The MCP Trust Index.

berserk-mcp

by ssimonsen0202

Enables LLMs to answer Berserk observability questions by calling verified KQL tools instead of hand-authoring queries, with role-based tool filtering and automated query discovery.

ssimonsen0202/berserk_mcp

inject-bender

by jaspertvdm

Transforms malicious input (e.g., SQL injection, XSS) into absurd hiking boot advertisements, confusing attackers while logging everything.

jaspertvdm/mcp-inject-bender

Paper Memory MCP Lite

by starymoon

Local-first MCP server for indexing and searching research materials (papers, notes, logs, READMEs) using SQLite FTS, with tools for memory management and evidence retrieval.

StaryMoon/paper-memory-mcp-lite

Google Analytics MCP

by plataid

A GCP-hosted MCP server for Google Analytics GA4 where each user logs in with their own Google account and queries are scoped to that user's permissions.

PlatAid/google-analytics-mcp-oauth

Twitter Api45 MCP Server

by bach-ai-tools

An MCP server for accessing the Twitter/X Api45 API, allowing users to retrieve user profiles, timelines, followers, and media. It supports searching communities, jobs, and trends, while also providing tools to monitor live broadcasts and Twitter Spaces.

BACH-AI-Tools/bachai-twitter-api45

QWED-MCP

by qwed-ai

Enables deterministic verification for AI assistants by executing Python code that uses symbolic engines like SymPy and Z3 for math, logic, and code analysis.

QWED-AI/qwed-mcp

doc-mcp-server

by hwc2357300448

A powerful Word document editing MCP server that provides complete document manipulation capabilities, including creation, editing, formatting, tables, images, and advanced features like footnotes and interface document generation.

hwc2357300448/doc-mcp-server

swiss-snb-mcp

by malkreide

Enables AI models to query Swiss National Bank data including exchange rates, balance sheet, interest rates, SARON, monetary aggregates, banking statistics, and balance of payments via the SNB public API.

malkreide/swiss-snb-mcp

OpenAPI to MCP Server

by afstkla

Converts any OpenAPI/Swagger spec into an MCP server, exposing REST API endpoints as tools for Claude.

Afstkla/openapi-to-mcp

pbirb-mcp

by mafaq229

An MCP server for editing Power BI Report Builder paginated reports (.rdl) through Claude, providing tools for datasets, tablixes, page setup, styling, and more.

mafaq229/pbirb-mcp

azure-adf-mcp

by nachiketap11

An MCP server that exposes Azure Data Factory operations as tools any LLM can call — trigger pipelines, monitor runs, inspect datasets, and get factory health summaries through natural language.

nachiketap11/azure-adf-mcp

Multi-Database MCP Server

by roshanponnappa

Enables simultaneous querying and schema exploration across multiple database types, including PostgreSQL, MySQL, SQL Server, and SQLite. It supports parallel query execution and detailed inspection of tables and schemas across different database instances.

roshanponnappa/multidb-mcp-server

agent-mesh

by ng-bullseye

Provides a messaging multiplexer for agents using Redis streams, allowing Claude Code to send, receive, and ping other agents through MCP tools.

NG-Bullseye/agent-mesh

MCP LTM Server

by kavierim

A networked long-term memory server that enables AI agents to maintain persistent context across sessions via Server-Sent Events (SSE), with secure multi-tenancy and autonomous memory lifecycle management.

kavierim/MCP_LTM_Server

Nutrient PDF MCP Server

by pspdfkit

Enables low-level PDF object-tree inspection and debugging through natural language, with lazy loading for token efficiency.

PSPDFKit/nutrient-pdf-mcp-server

MongoDB Movie Database

by patw

Enables querying and analyzing the MongoDB sample_mflix movie dataset through natural language, supporting searches by title, genre, actors, directors, ratings, and providing aggregate statistics like counts and averages.

patw/movie-mcp

mcp-server-reviewer

by twkim1122

Reviews MCP servers for quality, security, and best practices, providing scores and improvement plans.

twkim1122/mcp-server-reviewer

FAOSTAT

by berba-q

UN Food and Agriculture Organization statistics for 245 countries — crops, trade, food security, and emissions via 21 tools.

berba-q/faostat-mcp

Math MCP Server

by unrealandychan

Enables mathematical operations such as addition, subtraction, multiplication, and division through natural language, deployed on Google Kubernetes Engine with secure and scalable infrastructure.

unrealandychan/gke-mcp-server

Multi Fetch MCP Server

by alexyangjie

Enables fetching and extracting web content as markdown using Firecrawl API, with support for single or multiple concurrent URL fetches and web search capabilities.

alexyangjie/mcp-server-multi-fetch

NotebookLM MCP Server

by leanhduy-iuh

Enables AI assistants to programmatically access and control Google NotebookLM, supporting operations like notebook management, source addition, audio generation, and more via natural language.

leanhduy-iuh/notebooklm-mcp-fork

MCP Server Builder

by praveenc

Provides searchable access to official MCP protocol specification and FastMCP framework documentation, helping developers build correct MCP servers by querying live documentation with BM25 full-text search.

praveenc/mcp-server-builder

ACL2 MCP Server

by septract

Enables interaction with the ACL2 theorem prover through 15 tools for theorem proving, expression evaluation, persistent session management, and proof debugging.

septract/acl2-mcp

saferagenticai-mcp

by nellinc

MCP server exposing the Safer Agentic AI safety framework: 238 patterns + 14 operational heuristics via 12 read-only stdio tools.

NellInc/saferagenticai-mcp

YouTube Transcript MCP Server

by ayaanisthebest

Enables fetching, searching, and summarizing YouTube video transcripts with multi-language support.

Ayaanisthebest/MCP-tool-for-YouTube-

playwright-server

by dtlele

Enables browser automation using Playwright, including navigation, screenshots, clicking, form filling, and JavaScript execution.

dtlele/playwright-plus-python-mcp-master

Gemini MCP Server

by xumingjun5208

Enables multi-turn conversations with Google Gemini AI models, supporting file and image analysis, automatic model selection, deep thinking mode, and Google Search integration through the AIStudioProxyAPI backend.

xumingjun5208/aistudio-gemini-mcp

FreshRSS Agent

by knuckles-team

MCP server for FreshRSS RSS reader enabling feed reading, subscription management, and item actions via the Google Reader compatible API.

Knuckles-Team/freshrss-agent

worksuite-mcp

by chadvdwww-hash

Connects AI assistants to Google Workspace (Gmail, Drive, Docs, Sheets, Slides, Calendar, Tasks, Forms, Chat, Contacts) through your own OAuth app, providing around 120 tools for managing email, files, calendar, and more.

chadvdwww-hash/worksuite-mcp

Deephaven MCP

by deephaven

Enables AI assistants to interact with Deephaven real-time data systems, allowing natural language queries, script execution, and management of both Community Core and Enterprise deployments for live data analysis and streaming workflows.

deephaven/deephaven-mcp

Excel MCP Server

by thibaudvandendooren-acumen

Enables AI agents to create, read, and manipulate Excel workbooks without Microsoft Excel installed, supporting formulas, formatting, charts, pivot tables, and data validation operations.

thibaudvandendooren-acumen/excel-mcp-server-v2

mcp-polib

by hsiangjenli

A Model Context Protocol server for reading, writing, and managing GNU Gettext .po translation files, enabling language models to perform file operations, entry management, partial updates, and fuzzy entry detection.

hsiangjenli/mcp-polib

Doris-MCP-Lite

by nomotok

Enables LLMs to explore database schemas, execute read-only SQL queries, and perform data analysis on Apache Doris or MySQL-compatible databases through a standardized MCP interface with built-in analytical prompts.

NomotoK/doris-mcp-lite

apple-health-export-mcp

by burakdirin

Query your Apple Health data including sleep, heart rate, steps, workouts, and more by ingesting an exported XML archive into a local SQLite database.

burakdirin/apple-health-export-mcp

xamp

by yeyorg

MCP server that gives Claude Code and OpenCode direct access to your XAMPP MariaDB/MySQL databases, enabling database listing, table inspection, and read/write query execution.

yeyorg/mcp-xamp

gripe-mcp

by retospect

Enables AI agents to self-report bugs, ambiguities, and improvement requests via a single report_issue tool, logging to PostgreSQL or JSONL with severity and mode classification.

retospect/gripe-mcp

logic-analyzer-mcp

by sandraschi

AI-driven USB logic analyzer control via FastMCP. Captures digital traces, decodes UART/I2C/SPI, and exports VCD for PulseView, supporting sigrok hardware and built-in simulator.

sandraschi/logic-analyzer-mcp

acsearch-mcp

by wushanyun64

MCP server for acsearch.info, enabling search, retrieval, price history, and comparable analysis of ancient coin auction data from 16M+ lots across 475 auction houses. Requires a Premium account.

wushanyun64/acsearch-mcp

mcp-local-reader

by freefish1218

Transform any local file into AI-optimized markdown format for seamless integration with Claude Desktop, Claude Code, and other MCP clients.

freefish1218/mcp-local-reader

LinkedIn MCP Server

by anubisalpha

A ToS-compliant Model Context Protocol server for LinkedIn that uses the official API for OAuth 2.0 authentication, profile reading, and content posting.

anubisalpha/linkedin-mcp

ab-platform-mcp-local

by leinay633-maker

A local MCP server that forwards tools from an upstream experiment platform and adds AI Agent tools for experiment analysis and skill debugging.

leinay633-maker/ab-platform-mcp

TokenMizer

by shweta-mishra-ai

Graph-based MCP server for persistent AI memory, session checkpointing, context compression, and cross-session context management for LLM applications.

Shweta-Mishra-ai/tokenmizer

Zoho Mail MCP

by yangboy91

Enables AI assistants to read, search, send, and reply to Zoho Mail via IMAP/SMTP using an application-specific password.

yangboy91/zoho-mail-mcp

Google Search MCP

by shogookamoto

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

citedhealth-mcp

by citedhealth

MCP server for CITED Health that allows AI assistants to query evidence-based supplement data, including ingredient evidence grades, health conditions, PubMed papers, glossary terms, and educational guides.

citedhealth/citedhealth-mcp

QML-MCP

by des137

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

Dune Analytics MCP Server

by sak1337

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

Mi Fitness MCP CN

by binglua

Enables reading and syncing Xiaomi Mi Fitness health data (steps, heart rate, sleep, workouts) from the Chinese cloud region to a local SQLite database via MCP tools.

binglua/mi-fitness-mcp-cn

MATLAB MCP Server

by iflow-mcp

A Model Context Protocol (MCP) server that enables seamless integration between MATLAB and MCP-compatible applications like Claude Code. Execute MATLAB code, manage workspace variables, create plots, handle data I/O, and more - all through a token-efficient MCP interface.

iflow-mcp/subspace-lab-matlab-mcp-server

pythia-the-oracle

by eyloni

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