The MCP Trust Index.

Study Tools MCP

by francis-rf

An AI-powered study assistant that generates quizzes, flashcards, summaries, and concept explanations from study materials using the Model Context Protocol.

francis-rf/study-Tools-mcp-server

Elenchus

by quetzaluz

Cross-examine text for logical fallacies and manipulation — from the CLI, your browser, an MCP tool, or a Discord/Slack bot, with any LLM. It detects 57 techniques across fallacies, rhetoric, bias, and scam signals.

quetzaluz/elenchus

mcp-garmin

by pilarj

Exposes Garmin Connect data through MCP, enabling retrieval of activities, health metrics, training status, and workouts, with OAuth authentication and confirmed write operations.

PilarJ/mcp-garmin

LocalData MCP Server

by chrisgve

Gives LLM agents access to local and remote data via databases, files, graphs, and structured documents, along with a full data science toolkit for analysis and modeling.

ChrisGVE/localdata-mcp

X64Dbg MCP Server

by bbgouzi123

Enables AI-assisted reverse engineering and debugging through x64dbg integration. Provides 40+ tools for breakpoint management, memory operations, register manipulation, code analysis, process control, and advanced debugging features.

bbgouzi123/x64dbg-mcp

canvas-api-mcp

by johannsenlum

An MCP server for Canvas LMS that provides 15 curated tools for everyday student work and a gateway to reach every endpoint your Canvas instance exposes.

JohannsenLum/canvas-api-mcp

visor-mcp

by chisomobanzi

Enables Claude Code to see and control a Meta Quest headset via ADB, providing tools for screenshots, logs, performance monitoring, app management, and more.

chisomobanzi/visor

zte-f680-mcp

by picaresco

MCP server to manage and inspect a ZTE ZXHN F680 GPON router, enabling conversational control of NAT/port forwarding and reading WiFi, DHCP, DMZ, WAN, and device status from MCP-compatible clients.

Picaresco/MCP-ZTE-F680

one-mcp

by freakynit

A lightweight MCP server that enables intelligent tool management and semantic search for APIs using sentence-transformers. It supports both REST and MCP interfaces across dual transport modes, allowing users to upload, manage, and query API tools with natural language.

freakynit/one-mcp

Health Vault

by ilyanehay

Self-hosted MCP server that syncs Xiaomi fitness data to SQLite and provides authenticated tools to query health metrics (steps, sleep, HR, etc.) for AI assistants like Grok.

ilyanehay/mi-health-mcp

ai-crm-engine

by digoo2008

An MCP-native CRM backend for AI agents, enabling customer, opportunity, note, follow-up, and pipeline health management through 15 MCP tools.

digoo2008/ai-crm-engine

kyoto-assistant-mcp

by alexanderchen5966

A Kyoto travel planning assistant that uses Wikivoyage API and LangChain/LangGraph to provide real-time attraction info, operating hours, and dynamic itinerary adjustments through MCP tools.

AlexanderChen5966/kyoto-assistant-mcp

bambam

by timtty

MCP server for agent-first Kanban board management, enabling agents to create, move, comment, and claim pebbles (cards) across statuses like requested, code_creation, testing, validation, and complete, with support for blocking, context feedback, and HIL (human-in-the-loop) transitions.

timtty/ai-kanban-bambam

BopMarket MCP Server

by mayankjanmejay

Enables AI agents to search, compare, buy, and sell products across multiple e-commerce platforms through 13 marketplace tools.

mayankjanmejay/bopmarket-mcp

PatchEvergreen MCP Server

by yourpropertyexpert

Provides breaking changes analysis for libraries across multiple languages, enabling version upgrade planning, dependency audits, and migration reports through MCP tool access and expert workflows.

yourpropertyexpert/PatchEvergreen-MCP-Server

FreeDom

by grisuno

A free and open-source minimal web browser written in C, focused on Zero Trust and Zero Knowledge principles.

grisuno/FreeDom

universal-research-mcp

by mp-juns

An append-only research operations framework and read-only MCP that tracks research plans, approvals, observations, claims, failures, revisions, and contributions with source-grounded evidence, providing search, evidence fetch, and audit capabilities without direct ledger writes.

mp-juns/universal-research-mcp

Oracle Fusion AR MCP Server

by kumr192

Provides secure, remote access to the Oracle Fusion Cloud Accounts Receivable REST API for managing financial data. It enables users to list, search, and retrieve detailed invoice information through natural language commands without storing credentials.

kumr192/oracle-ar-mcp-server

hebbian-vault

by ermintoygar

MCP server for intelligent, use-adaptive Obsidian vault search, ranking files via BM25, PageRank, and Hebbian usage signals. Enables hybrid ranked search, neighboring-note discovery, and vault analytics.

ermintoygar/hebbian-vault

mcp-server-starter

by kaiser9005

A small but real MCP server (FastMCP) with inventory management tools and a destructive action that requires human confirmation before executing.

Kaiser9005/mcp-server-starter

monday-mcp

by lbldssr

A lightweight MCP server that provides a focused set of tools for interacting with monday.com's GraphQL API, enabling users to manage boards, items, users, and updates from AI assistants.

lbldssr/monday-mcp

python-mcp-server

by aferreiraguido

Enables deterministic static analysis of Python code, providing tools to inspect classes, functions, imports, dependencies, and more, without executing the code.

aferreiraguido/python-mcp-server

indico-mcp

by cohm

MCP server for the Indico meeting agenda system, enabling AI agents to search event categories, browse agendas, and extract contribution and session details. Works with multiple Indico instances simultaneously.

cohm/indico-mcp

Student Management MCP Prototype

by felixlyf0913

Provides simulated tools for querying student profiles, filtering attention lists, writing follow-up records, and generating class dashboards, enabling data-driven student management.

Felixlyf0913/student-growth-support-mcp

python-mcp-server

by engineering-with-ai

A Model Context Protocol server that enables AI agents to query a Graphiti knowledge graph and pgvector document store for evidence-backed responses via hybrid search and RAG.

engineering-with-ai/python-mcp-server

aurarouter

by auracoredynamics

Simple MCP router which routes prompts first to a local LLM, falling back to Gemini if the results are low-quality

AuraCoreDynamics/aurarouter

Fred St Louis MCP

by nicoloceneda

Enables users to query and explore economic data from FRED, supporting tools for searching series, retrieving observations, and browsing categories. It provides comprehensive access to financial datasets, including GeoFRED maps and raw endpoint passthrough for advanced research.

nicoloceneda/mcp-fred

SOC MCP Server

by nks1097

Automated SOC orchestration server integrating Wazuh, TheHive, Cortex, and MISP for AI-driven incident response and SOAR playbooks.

nks1097/SOC-MCP-Server-wazuh-thehive-cortex-misp

mcp-apps-dashboard-demo

by ctocamar

A demo MCP server that returns an interactive dashboard (bar chart with dataset selector) as an MCP App via the official MCP Apps extension (SEP-1865).

ctocamar/mcp-apps-dashboard-demo

paper-search

by yosuke-kirihata

Enables to search academic papers in Japanese and English, inspect availability of full text, and download public PDFs locally.

yosuke-kirihata/mcp-paper-search

EduChain MCP Server

by sahilverse-web

Integrates the EduChain library with Claude Desktop to generate educational content such as multiple-choice questions, lesson plans, and flashcards. It utilizes Gemini LLMs through LangChain to provide local and secure content generation tools.

Sahilverse-web/mcpeduchain

laserbrain

by degibug-del

Enables AI to sense, tend, and communicate with a continuous weather field simulation through tools like state, speak, hear, and absorb.

degibug-del/laserbrain

attendance-mcp

by wenmaubipo

Exposes BIPO attendance tools (clock punch, leave/OT requests, approvals, reports) to the BIPO AI assistant via a stateless proxy that authenticates callers and forwards HRMS tokens.

wenmaubipo/attendance-mcp

srj-wikidata-mcp

by srjordan6

MCP server for maintaining specific Wikidata items (person, company, publications) with read tools and a two-step write workflow that enforces sourced, human-approved batch edits.

srjordan6/srj-wikidata-mcp

ppk2-mcp

by ultrahuman-tech

MCP server for Nordic Semiconductor's Power Profiler Kit II (PPK2), enabling current measurement and device control via 12 tools from Claude.

Ultrahuman-tech/ppk2-mcp

ChurnCue

by bhaktabahadurthapa

Production-oriented customer-retention intelligence that uses deterministic machine learning to predict churn and generate prioritized rescue reports, governed through MCP tools.

Bhaktabahadurthapa/ChurnCue

Video MCP Server

by ethnn-b

Bridges Claude and video content by extracting keyframes and transcribing audio, enabling Claude to analyze video files.

ethnn-b/vidmcp

Highway MCP

by rodmena-limited

Enables any MCP host to drive durable, always-on agents that run server-side on the Highway Workflow Engine via three tools: run_goal, get_status, and approve.

rodmena-limited/highway-mcp

petro-mcp

by tallihealth

MCP server that gives LLMs access to 70 petroleum engineering tools for well logs, decline curves, PVT, drilling, economics, and more.

tallihealth/petro-mcp

voxfactura-mcp

by mqrtingaler

MCP server for VoxFactura enabling AI assistants to query business data (invoices, expenses, project margins, clients, VAT) and create draft quotes or mark invoices paid via a scoped API, with no direct client sends.

Mqrtingaler/voxfactura-mcp

froide-mcp

by jaakkokorhonen

MCP server for the Froide FOI platform. Exposes Froide's REST API as MCP tools for Claude and other MCP clients.

jaakkokorhonen/froide-mcp

mcp-rfp-rag-copilot

by ganesh-kota

ganesh-kota/mcp-rfp-rag-copilot

sanban

by aancw

Enables AI agents to manage kanban boards with tasks, including creating boards, items, moving between columns, and searching.

aancw/sanban

colab-mcp (enhanced fork)

by sebastiangilpinzon

Enhanced fork of Google's Colab MCP, pre-registers all 7 notebook tools at startup (get_cells, add/run/update/delete/move_cell, add_text_cell), adds programmatic GPU control (T4/L4/A100) via OAuth, and fixes the "Disconnected from local server" issue with IPv4-only bind, PNA CORS headers, and stale-tab dedup. Works on Chrome, Edge, Windows, macOS, Linux.

SebastianGilPinzon/colab-mcp

kitchenowl-mcp

by harpune

Enables AI assistants to manage shopping lists, recipes, meal plans, and shared expenses with a KitchenOwl instance via its REST API.

Harpune/mcp-kitchenowl

clbench-fireworks-rft

by sr-networks

Enables reinforcement fine-tuning of Qwen3-8B on the CLBench poker task using the eval-protocol MCP-Gym framework on Fireworks infrastructure, with structured tool calls via MCP.

sr-networks/clbench-fireworks-rft

mcp-airq

by corantgmbh

MCP server for air-Q air quality sensors, enabling querying and configuring devices on the local network.

CorantGmbH/mcp-airq