The MCP Trust Index.

AIE7-hw13-mcp

by kvaliotti

MCP server using Tavily API for web search, enabling web search queries via stdio transport.

kvaliotti/AIE7-hw13-mcp

mcp-async-repl

by jnotsknab

Async Python REPL + Shell execution for MCP. Provides persistent state, background jobs, interactive input() bridging, and crash isolation in a single server.

jnotsknab/mcp-async-repl

forsale-mcp

by isaamthalhath07

Exposes Kuwait's 4Sale marketplace to LLM agents through 62 tools for searching listings, evaluating prices, detecting scams, and more, enabling live-data-driven answers.

isaamthalhath07/4sale-mcp

FastMCP Novel Processing Tool

by imohuan

An MCP server for intelligent novel processing that enables precise token-based text segmentation and management of bulk rewriting tasks. It integrates with the Cursor editor to facilitate automated content transformation workflows and prompt management.

imohuan/novel-segmentation-mcp

Browser-Debugger

by selvadinesh-giga

Enables AI agents to automate and debug real Chromium browsers with capabilities like screenshots, video recording, performance analysis, visual regression testing, and OCR text extraction.

Selvadinesh-giga/MCP-based-Browser-Debug-Server

data-marketplace-mcp-server

by frothkoetter

Enables discovery, governance, access, and publishing of data products in an internal data marketplace, with integration for Cloudera AI Workbench and Apache Atlas.

frothkoetter/data-marketplace-mcp-server

cpt-analysis-mcp-server

by ishaan24687

Connects Claude Desktop to a healthcare claims database for natural-language analysis of CPT codes, reimbursement rates, payer performance, and denial patterns.

Ishaan24687/cpt-analysis-mcp-server

upnote-mcp

by bug-breeder

Enables AI agents to read and write UpNote notes locally via SQLite and URL schemes, supporting search, creation, editing, and organization.

bug-breeder/upnote-mcp

lindas-mcp

by malkreide

MCP server for LINDAS, the linked-data knowledge graph of the Swiss administration, enabling querying of Swiss public data cubes via guarded SPARQL tools.

malkreide/lindas-mcp

uc-remote-mcp

by msvinth

Enables reading and configuring an Unfolded Circle Remote Two or Remote 3 through the official Core REST API, exposing activities, touchscreen pages, profiles, integration entities, and physical-button mappings to MCP clients.

msvinth/uc-remote-mcp

AWS Documentation MCP Server

by joseph19820124

Enables access to AWS documentation through natural language by fetching and converting documentation pages to markdown, searching AWS docs, and getting content recommendations for AWS service documentation.

Joseph19820124/aws-doc-sse

ypotheto-compchem-mcp

by ypotheto

Enables natural language interaction with computational chemistry tools including molecule building, electronic structure calculations, geometry optimization, vibrational spectroscopy, and molecular dynamics, powered by RDKit, PySCF, and ASE.

ypotheto/compchem-mcp

naver-land-mcp

by kimduksoo

Enables querying and searching for real estate listings, complexes, prices, and school information from Naver Land (Korean real estate platform) through a set of MCP tools. Supports region hierarchy navigation, coordinate-based search, and various trade types like sale, jeonse, and monthly rent.

kimduksoo/naver-land-mcp

information-mcp-server

by handaas

HandaaS的MCP服务器，提供全域资讯搜索、企业新闻、行业资讯、主题跟踪和企业动态监控能力，帮助用户开展行业研究和舆情分析。

handaas/information-mcp-server

mcp-especialista-esocial

by joaoramos-dev

MCP server providing deep knowledge of Brazilian eSocial S-1.3, including validation rules, XSD fields, and official documentation, enabling AI agents to answer questions about eSocial events and compliance.

joaoramos-dev/mcp-especialista-esocial

jira-mcp

by rifujin123

Bridges AI assistants with Jira Cloud for issue management, search, comments, workflows, and more via natural language.

rifujin123/jira-mcp

Chronicle

by the-sequence

A local-first personal archive with a read-only MCP gateway that preserves files and AI conversations, derives evidence-linked memory candidates using local models, and enables bounded context retrieval for questions.

The-Sequence/chronicle

Notes MCP Server

by oleksiimikotkin

A minimal MCP server for persistent note-taking, enabling create, update, delete, and search of notes with tags, plus resource-based retrieval of all notes or by title.

OleksiiMikotkin/lesson16

korea-ecommerce-integrated-channel-mcp

by minwoo19930301

Enables AI agents to manage products across multiple Korean e-commerce platforms (Naver SmartStore, Coupang, 11st, Gmarket) including listing, updating, and suspending, with preview and approval before execution.

minwoo19930301/korea-ecommerce-integrated-channel-mcp

mammothsdk

by edgemetric

Python SDK + CLI for the Mammoth Analytics platform. Install: uv tool install mammoth-cli

EdgeMetric/mammothsdk

proton-mcp-server

by qinzinn

Provides read-only access to Proton Mail via MCP, enabling AI agents to list accounts/folders, search messages, and read emails using Proton Mail Bridge's local IMAP server.

QinZinn/proton-mcp-server

fispro-mcp

by kofi04

MCP server for FisPro fuzzy inference systems, enabling reading .fis files, running inferences, and explaining rule firings in natural language.

Kofi04/fispro-mcp

ObjectLens MCP Server

by objectlens

Connects LLMs to the ObjectLens REST API, enabling browsing S3-compatible buckets, searching indexed object metadata, and previewing object contents.

objectlens/mcp-server

re-apktool

by heretek-re

MCP server for Android APK triage, providing tools to parse APK headers, list DEX classes, and decode AndroidManifest.xml using apktool or androguard backends.

Heretek-RE/re-apktool

Asana MCP Server

by jiayuuwang

A Type 4 OAuth MCP server for the Asana API, enabling AI assistants to manage workspaces, projects, tasks, comments, users, and teams.

JiayuuWang/asana-mcp

meeting-memory-mcp

by coolsheng

A local-first MCP server that stores meeting transcripts and maintains a searchable markdown wiki of decisions, commitments, and contradictions, enabling Claude to recall context across meetings.

coolsheng/meeting-memory-mcp

MediAssist AI

by malligumma80081-ship-it

An educational healthcare assistant MCP server that provides medication information, interaction checks, symptom guidance, and health topic searches using local data and a local LLM.

malligumma80081-ship-it/use_MCP_Mediassist_AI

YatraSaarthi MCP Server

by ritikajain8818

Provides transit concierge tools for Indian Railways, including live train status, platform numbers, delay alerts, food options, and cab services, with offline fallback support.

RitikaJain8818/YatraSaarthi

Paytm MCP Server

by shivam3-garg

A Python-based MCP server for managing Paytm payment links and transactions. It enables users to create payment links, list created links, and retrieve transaction details for specific payment links.

shivam3-garg/payment-mcp

ucon-mcp

by the-radiativity-company

Verified unit conversion and dimensional analysis for AI agents. 190+ units, 31 domain formulas (clinical, physics, aerospace, SRE), physical constants with uncertainty propagation. Refuses invalid conversions structurally: the tool that won't convert mg to mL and knows the difference between torque and energy.

the-radiativity-company/ucon-tools

docs-search-engine

by wanyingng

Enables searching documentation from GitHub repositories and web pages via MCP tools, with in-memory indexing and caching for fast retrieval.

wanyingng/docs-search-engine

coros-training-mcp

by dholliday3

Running-first MCP server for COROS that allows authoring, editing, and scheduling running workouts, plus accessing sleep, HRV, training load, and activity exports.

dholliday3/coros-training-mcp

openvibe

by vitalops

Modular Auto-GPT Framework

vitalops/openvibe

wikijs-mcp

by andhit-r

MCP server for accessing Wiki.js through its GraphQL API, enabling page management, search, tags, and system info operations.

andhit-r/wikijs-mcp

Civic Data MCP Server

by ericgrill

Provides access to 7 free government and open data APIs including NOAA weather, US Census demographics, NASA imagery, World Bank economics, Data.gov, and EU Open Data through 22 specialized tools, with most requiring no API keys.

EricGrill/mcp-civic-data

Notebook MCP Server

by lucidbard

Enables to create notebooks and notes with tags, and perform full-text search across notes using FTS5 syntax, all stored locally in SQLite.

lucidbard/notebook-mcp-server

Meshwright MCP Server

by seena18

MCP server for Meshwright, enabling agents to create 3D models from text prompts via a LangGraph pipeline. Supports configurable image providers, background removal, and TRELLIS reconstruction backends.

seena18/meshwright

openrct2-mcp

by bendaspur

Bridges a running OpenRCT2 game to AI agents, enabling them to read park state, optimize parks, and build roller coasters.

BenDaSpur/openrct2-mcp

Wave MCP Server

by hvkshetry

MCP server for Wave accounting that provides tools for managing chart of accounts, invoices, customers, vendors, products, and reports via the Wave GraphQL API.

hvkshetry/wave-mcp

PixelPanda MCP Server

by ryankramer

Provides 33 image processing tools ranging from local edits like resizing and cropping to AI-powered features like background removal and upscaling. It also supports advanced professional workflows for generating AI product photography and virtual try-on scenes.

RyanKramer/pixelpanda-mcp

PointCloud MCP

by feelgom

Enables querying 3D point cloud files (PLY/PCD) using natural language. Provides tools for point cloud description, plane detection, and ICP alignment.

feelgom/pointcloud-mcp

MCPTest

by ndodth

An MCP server that provides AI agents with database tools for querying customer profiles and financial audit data, featuring semantic caching and automatic cache invalidation via webhooks to optimize performance and token usage.

ndodth/MCPTest

eeg-mcp

by aimplifier

A Model Context Protocol server that provides AI agents with a unified interface for real-time EEG acquisition, replay, processing, visualization, recording, and stimulation from over 66 BrainFlow boards.

AImplifier/eeg-mcp

MoSPI MCP Server

by mayankthekumawat

MCP server for accessing India's Ministry of Statistics and Programme Implementation (MoSPI) data APIs. Enables natural language queries for economic, demographic, and social indicators via a 4-tool workflow.

mayankthekumawat/mospi-mcp-api

mcp-vue3-python

by gsccoelho

A Python MCP server that generates complete Vue 3 CRUD structures with Composition API, including components, services, stores, and routes.

gsccoelho/mcp-vue3-python

gazebo-mcp

by mergeos-bounties

MCP server for AI agents to drive Gazebo / gz-sim simulation, with offline mock mode for CI/demos.

mergeos-bounties/gazebo-mcp

MCP Simple Server

by oleksandrsirenko

A minimal reference implementation of an MCP server with two basic math tools (add and multiply), designed as a starting point for learning MCP protocol and deploying remote servers to cloud platforms.

oleksandrsirenko/mcp-simple-server