The MCP Trust Index.

mcp-kraken

by xavierbeheydt

An MCP server that exposes the Kraken cryptocurrency exchange Spot REST API over HTTP with bearer token authentication, enabling account management, trading, and market data queries through natural language.

XavierBeheydt/mcp-kraken

Graphiti FastMCP Server

by donbr

A temporally-aware knowledge graph MCP server for AI agents, enabling episodic ingestion, entity management, and semantic search with support for multiple LLM and embedding providers.

donbr/graphiti-fastmcp

Upstash MCP Server

by upstash

Upstash Model Context Server

upstash/mcp-server-upstash

dispatch-mcp

by kooshapari

MCP server for tier-based dispatch delegation via OmniRoute, enabling message dispatching to various AI model tiers and health monitoring.

KooshaPari/dispatch-mcp

FastMCP Demo Server

by rprashar21

A demonstration server showcasing MCP capabilities with basic tools including addition calculations and weather API integration for fetching city weather data.

rprashar21/mcp

Digikala MCP Server

by rezashahnazar

Enables intelligent product discovery on Digikala (Iran's largest e-commerce platform) with bilingual search, query optimization, price filtering in Toomans, product details, recommendations, and AI-powered semantic search for clothing and accessories.

rezashahnazar/digikala-mcp-server

mcp-keycloak

by xuancanhit99

A Model Context Protocol (MCP) server that provides a natural language interface for managing Keycloak identity and access management through its REST API.

xuancanhit99/mcp-keycloak

dependency-health

by ny5184

An MCP server that performs comprehensive health checks on project dependencies for JavaScript and Python projects, detecting outdated packages and fetching changelogs.

NY5184/mcp-dependency-health

rce-cho-mcp

by jolietjakeblues

Enables querying the Dutch RCE Cultural Heritage Objects linked data endpoint via SPARQL, with ontology guidance and query validation for safe, accurate results.

jolietjakeblues/rce-cho-mcp

Agent Memory MCP Server

by aiagentkarl

Provides persistent key-value storage with full-text search, tags, and namespaces for AI agents to maintain context across sessions.

AiAgentKarl/agent-memory-mcp-server

MCP Playwright Browser

by mhrnqaruni

Exposes Playwright-powered automation tools to AI assistants for navigating web pages, interacting with elements, and extracting structured data. It features specialized scrapers for Indeed and Google Search, along with stealth mode to bypass bot detection.

Mhrnqaruni/mcp-playwright-browser

Claude-NWS Protocol Bridge

by shreyyzsh

Integrates the US National Weather Service API with Claude Desktop to provide real-time weather conditions, forecasts, and detailed weather metrics for any US location through natural language queries.

shreyyzsh/nws-claude-mcp

immo-mcp

by wardenpro

Analyzes French real-estate market using open data sources like DVF transactions, DPE certificates, and risk data.

WardenPro/immo-mcp

agent-cost-mcp

by vanthienha199

Tracks AI agent token usage and spending in real time, with budget alerts, per-task cost breakdown, and a visual dashboard.

vanthienha199/agent-cost-mcp

obsidian-mcp

by sub-lime-time

A Python MCP server for accessing and managing Obsidian vaults, providing tools for reading, writing, searching, and organizing notes across multiple vaults.

Sub-lime-time/mcp-obsidian

IcebergMCP

by fastmcp-me

Enables natural language interaction with Apache Iceberg Lakehouse tables through MCP, supporting read-only operations like listing namespaces, tables, schemas, and partitions.

fastmcp-me/iceberg-mcp

MCP PostgreSQL Server

by shubham-mishra-remotedesk

Enables user name resolution and team management with PostgreSQL backend, providing fuzzy user lookup, batch operations, team hierarchy navigation, and calendar insights through natural language queries.

shubham-mishra-remotedesk/mcp-personal-efforti

Model Safety MCP

by itsalissonsilva

ModelSafetyMCP is an MCP server for scanning machine learning model artifacts for unsafe serialization, malicious model patterns, risky packaging, URL-based artifact scanning, and directory-level triage.

itsalissonsilva/ModelSafetyMCP

android-emulator-mcp

by janjetze

An MCP server for managing local Android Virtual Devices (AVDs) and their lifecycles using Android SDK tools. It enables users to create, start, and stop emulators, while providing control over virtual sensors like the accelerometer and gyroscope.

JanJetze/android-emulator-mcp

Postgres MCP Pro

by dblinick

An MCP server for PostgreSQL with index tuning, explain plans, health checks, and safe SQL execution.

dblinick/postgres-mcp-pro-streamable

MCP-Airflow-API

by fastmcp-me

Enables natural language management of Apache Airflow workflows, including DAG monitoring, task control, and configuration, via the Model Context Protocol.

fastmcp-me/mcp-airflow-api

MCP Task Queue — EC2 + SSE

by mohamedomar193

Enables Cursor on your laptop to connect to an MCP server on EC2 via SSE/HTTPS to manage a task queue stored in Postgres, supporting task listing, status updates, and work prompt generation.

mohamedomar193/mcp-server-1

igpsport-mcp

by dengxuhui

Analyze iGPSport cycling data with natural language, computing derived training metrics (NP, IF, TSS, CTL, ATL, TSB) locally via MCP.

dengxuhui/igpsport-mcp

Code Generator MCP Server

by remiehneppo

Exposes structured code generation tools via MCP protocol, enabling users to generate production-grade Python functions, refactor buggy code, and create multi-function modules using local or cloud-based OpenAI-compatible APIs.

remiehneppo/code-generator-mcp

📚 arXiv MCP Server

by tejas242

A streamlined Model Context Protocol server that connects AI assistants to arXiv's vast collection of academic papers. Search, analyze, and download research papers directly from your AI workflow.

Tejas242/arxiv-mcp

HRMS MCP

by sookieai

An HRMS assistant for AI tools that enables filing DSRs, checking leave balances, looking up colleagues, and reviewing appraisals through natural language.

SookieAI/hrms-mcp

tablebridge

by michael-whitecapdata

Turns a folder of CSV, Parquet, and JSON files into a single SQL-queryable source for AI agents, supporting JOINs across files with read-only sandboxed access.

Michael-WhiteCapData/tablebridge-mcp

sales-agent-mcp

by smantiv

Enables natural language sales analysis by connecting to a SQLite database, generating charts, and exporting results to CSV/Excel.

smantiv/sales-agent-mcp

antigravity-review-mcp

by enferlain

AI-powered code review using Zhipu GLM. It gathers git diffs and source context to provide focused code reviews.

Enferlain/review-mcp

USDA Nutrition Database MCP Server

by hemantapatil

Provides intelligent access to the USDA nutrition database through AI assistants, enabling users to search foods, compare nutritional content, find foods high in specific nutrients, and query authoritative nutrition data across 7,146+ food items through natural language.

HemantaPatil/mcp_postgres

finance-mcp

by dfrysinger

Local, privacy-first access to bank and credit-card transactions for Copilot, backed by SimpleFIN.

dfrysinger/finance-mcp

ArXiv Research Assistant

by manaswi875

Enables researchers to search ArXiv papers, extract key insights (problems, methods, results) from abstracts, and perform ML-powered analysis including topic modeling, trend visualization, and author collaboration networks.

Manaswi875/arxiv-research-mcp

OPET Fuel Prices MCP Server

by sinanerdinc

Provides access to OPET fuel station prices across Turkish provinces. Enables querying fuel prices by province, listing available provinces, and checking last update timestamps.

sinanerdinc/opet-mcp

github-mcp

by anujsingla

A read-only MCP server that exposes GitHub user profiles, repository info, and search via tools for AI assistants like Claude.

anujsingla/github-mcp

vault-mcp

by korthomasjeong

A remote MCP server that enables language models to search, read, and write notes in an Obsidian vault organized with the PARA method, and save URLs as notes.

KORThomasJeong/vault-mcp

Context DB MCP

by okragrey

Stores and retrieves project context using OpenAI vector stores, enabling AI editors to remember and recall project knowledge across sessions.

OkraGrey/context-db-mcp

Android MCP Server

by minhalvp

An MCP server that provides control over Android devices via adb

minhalvp/android-mcp-server

agent-memory

by bakebakebakebake

MCP server for zero-config, traceable long-term memory using SQLite, enabling agents to store, search, trace, and monitor memory with tools like memory_store, memory_search, and memory_health.

bakebakebakebake/agent-memory

Devin MCP Proxy

by kohzih

A FastMCP-based proxy server that seamlessly integrates any MCP client with the Devin MCP API, enabling AI-powered repository analysis and question answering.

kohzih/devin-mcp-proxy

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

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

uni-mcp-gateway

by dropoutsanta

A unified MCP gateway that aggregates multiple MCP servers and API plugins behind a single endpoint with authentication, rate limiting, audit logging, REST API bridge, and web dashboard.

dropoutsanta/uni-mcp-gateway

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-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