The MCP Trust Index.

mcp-research

by mabaam

Enables AI assistants to perform comprehensive web research through tiered search, secure URL fetching with markdown conversion, and automated multi-source synthesis pipelines. Provides read-only tools with configurable caching, SSRF protection, and optional LLM-powered summarization for search results and content analysis.

MABAAM/Maibaamcrawler

nc-mcp-server

by cloud-py-api

An MCP server that exposes Nextcloud APIs as tools for AI assistants, enabling management of files, calendar, contacts, conversations, and more.

cloud-py-api/nc_mcp_server

Oura Ring MCP Server

by abekek

A Python-based Model Context Protocol server that provides AI assistants with access to Oura Ring health and fitness data across 15+ endpoints. It enables querying metrics like sleep, activity, readiness, and cardiovascular health through simple authentication and date-range filtering.

abekek/oura-mcp-python

MCP LangChain Weather Agent

by aboomar26

A weather MCP server that geocodes city names and fetches live weather from Open-Meteo, enabling a LangGraph agent to answer weather queries.

aboomar26/MCP_Waether

beyond-mcp

by drohi-r

An MCP server for Pangolin BEYOND laser software, providing 117 tools across 20 categories for AI-driven control of laser shows via OSC, including cues, zones, brightness, BPM, and more.

drohi-r/beyond-mcp

Mfuns MCP Server

by ymltsh

Enables AI agents to browse, interact with, and manage Mfuns community content through 17 standardized MCP tools, including feeds, threads, posts, comments, reactions, and video publishing.

ymltsh/Mfuns_MCP

Kyora IQ Compliance Control Reference MCP Server

by kyoraiq

Enables AI assistants to search and retrieve security, privacy, and AI-governance controls from multiple compliance frameworks (e.g., NIST, HIPAA, OWASP) with cross-references, providing authoritative cited control text.

KyoraIQ/Compliance-MCPServer

operit-comfyui-mcp

by mengxinsu

A local MCP server that enables AI assistants to control ComfyUI on a computer for image generation via Operit on a mobile device.

MengXinSu/operit-comfyui-mcp

F5 AI Security Docs MCP Server

by kauzy7

Enables searching and browsing the entire F5 AI Security documentation using TF-IDF search and section reader tools.

kauzy7/f5-aisec-mcp

wireshark-mcp

by pupillen

Exposes Wireshark CLI tools to AI agents through MCP interfaces for network analysis.

Pupillen/wireshark-mcp

HP ALM MCP Server

by uditmahaldar

Enables AI agents to interact with HP ALM / Quality Center for QA workflows including test case management, test execution, defect tracking, and requirements management.

UditMahaldar/opentext-alm-mcp

couchbase-mcp-server

by tirth1263

Enables natural-language AI agents to query and manage Couchbase databases via the Model Context Protocol, allowing users to ask plain-English questions about travel data and get SQL++-backed answers.

tirth1263/couchbase-mcp-server

brainiall-mcp-server

by fasuizu-br

AI-powered speech tools by Brainiall: pronunciation assessment with phoneme-level feedback, speech-to-text with language detection, and text-to-speech with multiple voices.

fasuizu-br/brainiall-mcp-server

shiplabel-mcp

by xentral

Carrier-agnostic shipping labels as a self-hostable MCP server. Build one shipment request, get a tracking number and a print-ready label back for DHL, DPD, UPS, FedEx, GLS, Sendcloud, and Shipcloud.

xentral/shiplabel-mcp

confirmation-outlook-mcp

by acep2317

Predictive supply-chain MCP server that forecasts material confirmation risks and enables AI clients to interact with the system via natural language.

AceP2317/confirmation-outlook

sutton-barto-mcp

by bnj02

MCP server exposing the full text of Sutton & Barto's Reinforcement Learning book, enabling LLMs to search, retrieve pages, and read chapters.

BNJ02/sutton-barto-mcp

docintel-mcp

by reshma449

A document intelligence MCP server that extracts text and structured fields from business documents, routes low-confidence extractions to a human review queue, and enables searching across processed documents.

reshma449/docintel-mcp

huangzesen/xhelio-spice

by huangzesen

Auto-managed SPICE kernels for heliophysics missions. Enables querying spacecraft positions, trajectories, and coordinate transforms via natural language.

huangzesen/xhelio-spice

SuperFaktura MCP Server

by jurajgh

Model Context Protocol (MCP) server for SuperFaktura invoicing system. Enables AI assistants to interact with SuperFaktura API for managing invoices, clients, and expenses.

jurajgh/superfaktura-mcp

Notes MCP Server

by namp10010

A local note-taking server that provides intelligent management of markdown files through hybrid keyword and AI-powered semantic search. It enables users to create, find, and retrieve notes using advanced indexing, vector embeddings, and a built-in web viewer.

namp10010/notes-mcp

git-log-mcp

by seekingalpha

Enables querying git commit history to analyze when and why code changes happened, providing authorship context and diffs for specific modules.

seekingalpha/git-log-mcp

mcp-data-lens

by cornelcroi

Enables users to ask questions about their spreadsheets in plain English and receive instant answers using DuckDB-powered analytics, supporting multiple file formats like Excel, CSV, and Parquet.

cornelcroi/data-lens

downscoping-mcp

by kbroughton

A security-focused tool that implements least-privilege credential injection for Claude Code by intercepting Bash and MCP tool calls to swap in minimum-privilege tokens. It enables secure execution of CLI commands and MCP operations by matching tool arguments against declarative YAML policies to prevent unauthorized access.

kbroughton/downscoping-mcp

Telegram MCP Server

by muhammadyunusxon

Enables AI assistants to control a personal Telegram account for sending/reading messages, media, group management, and more via the MTProto API.

Muhammadyunusxon/telegram-mcp

mcp-server-dexcom-health

by ishaanrsharma

MCP server for Dexcom CGM glucose data, enabling AI agents to access and analyze continuous glucose monitor readings for health intelligence applications.

IshaanRSharma/mcp-dexcom

foundry-mcp

by foundry-works

Turn AI coding assistants into reliable software engineers with structured specs, progress tracking, and automated review.

foundry-works/foundry-mcp

mem0-mcp

by philoleson

MCP server wrapping a self-hosted mem0 REST API, enabling memory management with deduplication and mention-aware reranked search.

PhilOleson/mem0-mcp

Expense Tracker MCP Server

by neelcontractor

Enables users to track expenses by adding, listing, and summarizing them with category support through natural language.

NeelContractor/expense-tracker-mcp-cloud

Siigo MCP Server

by dsfaccini

Unofficial MCP server for Siigo Colombian electronic invoicing software that enables AI to manage customers, products, invoices, credit notes, and journals through the Siigo API with configurable safety modes.

dsfaccini/siigo-mcp

Insurance Wiki MCP Server

by sluyasu

A read-only MCP server providing tools to search and retrieve insurance product information, coverage details, and compare policies from a pre-built knowledge graph of Belgian insurance products, with verbatim citations from source PDFs.

sluyasu/OpenInsurance

Telegraph MCP Server (Python)

by nehoraihadad

Enables interaction with the Telegraph API (telegra.ph) to create, manage, edit, and export Telegraph pages. Supports account management, templates, Markdown/HTML formatting, and page backup functionality.

NehoraiHadad/telegraph-mcp-py

MCP SQL Server

by alegonzjur

Read-only MCP server for SQL databases (SQLite/PostgreSQL) that enables listing tables, describing schemas, and executing SELECT queries with safety guardrails.

alegonzjur/MCP-SQL-Server

CloudNativePG MCP Server

by wateim

Enables managing PostgreSQL clusters via the CloudNativePG operator, including CRUD operations for clusters, databases, and roles.

waTeim/cnpg-mcp

Route & Gas Station MCP Server

by selvatest

Enables users to query driving distances and find gas stations along routes using Google Maps APIs through natural language, powered by FastMCP and Google ADK.

selvatest/mcp-practice

store

by rkumar70900

Single MCP server that manages multiple personal collections (todos, bookmarks, etc.) with only six generic tools, driven by a YAML registry for validation.

rkumar70900/store-mcp

connectwise-sell-mcp

by mfrostbutter

MCP server wrapping the ConnectWise Sell REST API, providing tools to manage quotes, line items, tabs, customers, terms, templates, recurring revenue, and tax codes.

Mfrostbutter/connectwise-sell-mcp

quickwit-mcp

by agarwalvivek29

A read-only MCP server that exposes Quickwit log search and aggregations to LLM clients, enabling natural language log investigation.

agarwalvivek29/quickwit-mcp

xLights MCP Server

by johnbreault

Analyzes music and generates xLights light show sequences, compatible with any MCP-compatible AI tool.

JohnBreault/xlights-mcp-server

relay

by stxkxs

Enables AI agents to operate a US power-grid data pipeline – ingest, plan, run, and monitor datasets like CAISO, ERCOT, and EIA-930 through MCP tools that mirror the CLI.

stxkxs/relay

cli_project

by sleepyy51

sleepyy51/cli_project

claygent-verifier

by humzaiqbaal

MCP server that verifies Claygent-generated claims from a Clay export CSV by re-checking each claim against its source URL, outputting verification verdicts.

humzaiqbaal/claygent-hallucination-verifier

Meta Ads MCP Server

by phwtsp

Python MCP server that exposes Meta Marketing API data, providing tools to manage ad accounts, campaigns, and analytics through natural language interfaces.

phwtsp/meta-ads-mcp-server

MCP Server Prototypes

by vp2437

Provides three MCP servers for interacting with Excel files, PDF documents, and SQLite databases, enabling AI assistants to read, create, update, and analyze local resources.

vp2437/mcp-prototypes

AI Guardian

by aiops-tools

Governed observability for local Ollama LLM deployments, including model policy enforcement and prompt scanning.

aiops-tools/ai-guardian

adb-mcp

by axe01010

Enables AI agents to control Android devices via ADB, providing tools for screen capture, tap/swipe/input, app management, and diagnostics. Works locally over USB or WiFi and integrates with MCP clients like Claude and Cursor.

axe01010/adb-mcp

garmin-mcp

by tyler-irving

Enables Claude to access and query your Garmin Connect data, including sleep, activities, training load, and health metrics, through a set of read-only MCP tools.

Tyler-Irving/garmin-mcp

Confluence Hybrid RAG MCP Server

by piter5285

Enables hybrid search and agentic retrieval over Confluence pages via MCP tools, allowing Claude Desktop, Cursor, or Claude Code to search and retrieve Confluence content.

piter5285/hybrid-agentic-RAG