The MCP Trust Index.

RecoSearch

by recohut

A deterministic MCP server that governs read-only queries across multiple data sources, returning answers with full provenance (every row cited) or a typed refusal, ensuring LLM answers are traceable and contract-enforced.

recohut/recosearch

DesktopCommanderPy

by eduardoddddddd

A Python MCP server that provides controlled access to local filesystem, terminal, processes, and SAP HANA Cloud, enabling Claude to interact with your machine and databases securely.

eduardoddddddd/DesktopCommanderPy

Classroom Suite MCP

by anasdevai

Unified MCP server for Google Classroom, Drive, and Docs, enabling AI assistants to manage courses, assignments, files, and documents.

anasdevai/classroom-suite-mcp

Browser & File MCP Server

by powellga

This MCP server enables browser automation (navigation, clicking, screenshots) and file reading (Excel, Word, PowerPoint, CSV, images) for Claude Code and any MCP client.

Powellga/Claude_Browser_MCP_Server

mcp-insee-entreprises

by davidscanu

MCP server to query the INSEE SIRENE API and search for French companies, supporting searches by SIREN, SIRET, and advanced filters like name, location, and activity.

DavidScanu/mcp-insee-entreprises

MCP Shopline

by asgard-ai-platform

An open-source MCP server that wraps the Shopline Open API into 143 AI-callable tools for e-commerce data analysis, enabling AI agents to query orders, products, inventory, customer behavior, and promotions from Shopline stores through natural language.

asgard-ai-platform/mcp-shopline

Business Central MCP Server

by tant

Enables MCP clients to access and manage Microsoft Dynamics 365 Business Central entities, such as creating sales orders, via a modern async MCP server.

tant/mcp-business-central-server

registry-tools

by nimblebraininc

Search and resolve MCP server packages on the mpak registry, enabling agents to discover servers, inspect tools, and check credential requirements before installation.

NimbleBrainInc/mcp-registry-tools

galaxy_classification_mcp

by jyshangguan

Enables classification of galaxy images by Hubble type and answering custom astronomy questions using the Qwen VL vision-language model via DashScope.

jyshangguan/galaxy_classification_mcp

MCP Python Server & Client

by saurabhherwadkar

A comprehensive MCP server and client implementation in Python exposing tools (calculator, string utilities, simulated weather), resources (file reader, system info), and prompts (code review, summarization) with security hardening and full configuration management.

saurabhherwadkar/ai-genai-mcp

chuk-mcp-open-meteo

by ibm

Provides comprehensive weather data (forecasts, historical, air quality, marine) from Open-Meteo through 12 tools, with support for single and batch location queries.

IBM/chuk-mcp-open-meteo

pmb

by oleksiijko

Local-first persistent memory for AI coding agents (Claude Code, Cursor, Codex) over MCP. Decisions, lessons and facts live in one SQLite file on your disk. Offline, multilingual.

oleksiijko/pmb

threadline-core

by richardoros

MCP server providing structured continuity memory for AI coding agents, tracking decisions, open loops, and session state in local SQLite. Enables agents to resume work from verified state across sessions without replaying transcripts.

richardoros/threadline-core

documentation-assistant

by lubaina1904

Automatically analyzes Python codebases and generates professional documentation including README, API docs, and setup guides.

lubaina1904/documentation-assistant

worldbank-documents-reports-mcp

by namiraprita

Enables searching, retrieving, and exploring World Bank documents and reports through natural language queries with advanced filtering options.

namiraprita/document-reports-mcp

Node Api

by eianray

Machine-native GIS processing for AI agents. Convert, reproject, validate, repair, buffer, dissolve, clip, merge, spatial join, and tile vector geodata. 25 operations. Pay-per-use USDC on Solana ($0.01/op). No API key required.

eianray/node-api

PubMed MCP

by bach-ai-tools

Enables searching and fetching articles from PubMed, a database of biomedical literature.

BACH-AI-Tools/bachstudio-pubmedmcp

MCP Gold Price Server

by nhanngo-fastboy

Provides real-time gold prices from Vietnamese and international markets via the vang.today API.

nhanngo-fastboy/mcp-gold-price

Demo MCP Server

by guilleyalo

Minimal FastMCP Python server demonstrating basic MCP functionality with a cowsay tool for generating ASCII art.

guilleyalo/my-mcp-server

WeChat Article MCP Server

by jeweis

Enables saving articles to WeChat Official Account drafts with support for rich text, automatic image upload, and Markdown rendering including Mermaid diagrams.

jeweis/wx-article-mcp

kakaotalk-mcp

by kronenz

Controls KakaoTalk PC via Win32 API, enabling message sending, reading, and chat room management through MCP clients like Claude Desktop.

kronenz/kakaotalk-mcp

PyEye Server

by okeefeco

An extensible MCP server that provides intelligent Python code analysis, navigation, and understanding capabilities for AI assistants like Claude.

okeefeco/pyeye-mcp

MetaTrader5 MCP Server

by edkdev

Enables trading on MetaTrader5 platform via MCP, including account management, order placement, market data, technical indicators, and signal tools.

edkdev/mt5-forex-mcp

proxmox-mcp

by nick-holmquist

MCP server for full Proxmox VE management - VMs, containers, storage, backups, networking.

nick-holmquist/proxmox-mcp

KanbanX MCP Server

by dondmger

Enables users to manage a personal Kanban board with tasks, subtasks, notes, and code clips using natural language via the Model Context Protocol.

DonDmGeR/MCP-KanbanX

reforge-mcp

by codewithaiyan

An MCP server that connects Claude Code to your codebase for automated code cleanup with scanning, planning, atomic fixes, and rollback safety.

Codewithaiyan/reforge-mcp

米家 MCP Server

by javen-yan

Enables natural language control of Xiaomi smart home devices through MCP, focusing on homes, rooms, device names, and scenes without requiring protocol details.

javen-yan/miot-mcp

SRA Simple MCP Server

by yasuoskywalker233

MCP server to control StarRailAssistant (SRA) on Windows. Enables listing task configurations and running SRA tasks with configurable timeout.

yasuoskywalker233/SRA_SimpleMCP

kops

by kaka-milan-22

A read-only kubectl MCP server for AI assistants. The kubectl verb is hardcoded in each tool (get/describe/logs/events) and user input only fills argument values — no mutation path even with malicious input, and Secret/ConfigMap values are never returned (metadata only). Returns structured JSON, plus one-shot k8s_triage (health scan) and k8s_inventory (cluster snapshot).

kaka-milan-22/kops

github-analyzer-mcp

by midhunamohanraj

Enables Claude to analyze GitHub repositories with tools for health scoring, contributor analysis, issue tracking, code search, and more.

MidhunaMohanraj/GitHub-Analyzer-MCP

BeyondTrust EPM MCP Server

by wesharris222

Enables management of BeyondTrust Endpoint Privilege Management (EPM) through natural language, supporting policy, computer, user, group management, file inspection, audit monitoring, and admin access requests.

wesharris222/btepmmcp

py-sandbox

by lostsyscall

Enables AI agents to execute arbitrary Python code securely in a sandboxed environment with resource limits and security constraints via MCP protocol.

LostSyscall/pysandbox

Query | MCP server for Supabase

by alexander-zuev

Query MCP enables end-to-end management of Supabase via chat interface: read & write query executions, management API support, automatic migration versioning, access to logs and much more.

alexander-zuev/supabase-mcp-server

blackmount-nlp-mcp

by blackmount-ai

NLP without the bloat — 45 tools for sentiment, keywords, readability, summarization. Zero heavy dependencies. 42KB wheel.

BlackMount-ai/blackmount-nlp-mcp

Gradescope MCP Server

by yuanpeng-li

An MCP server that enables AI assistants to interact with Gradescope for course management, grading workflows, and regrade reviews. It provides instructors and TAs with tools for assignment management, individual or batch grading, and rubric manipulation.

Yuanpeng-Li/gradescope-mcp

Agent Passport

by aeoess

Ed25519 identity, delegation, governance, and commerce infrastructure for autonomous agents.

aeoess/agent-passport-mcp

PPTX MCP Server

by themetralla3000

Generates PowerPoint presentations from templates using AI, injecting text and images based on schema definitions.

Themetralla3000/pptx-mcp-server

TrueNAS Middleware MCP Server

by sonicaj

Provides optimized documentation and API patterns from the TrueNAS middleware repository to help AI assistants understand its codebase structure without context overload. It automatically processes CLAUDE.md files to expose categorized resources including plugin guides, API models, and testing patterns.

sonicaj/tn_mcp

fal

by am0y

A Model Context Protocol (MCP) server for interacting with fal.ai models and services, enabling listing, searching, generating content, managing queues, and uploading files.

am0y/mcp-fal

Weather MCP Server

by abdoukaba

A production-ready MCP server that provides real-time weather information, forecasts, and alerts to LLM clients using the Open-Meteo API, with support for 26+ global cities, dual transport (STDIO/HTTP), and Docker deployment.

abdoukaba/weather-mcp-server

MCP LaTeX Server

by robertodure

Enables AI assistants to create, edit, and validate LaTeX documents through a standardized protocol with support for multiple document classes and package management. It provides tools for document structure analysis and file organization to streamline the generation of professional academic papers.

RobertoDure/mcp-latex-server

google-drive-mcp

by feamster

Enables managing Google Drive files, Docs, and Sheets through natural language via Claude Code, with tools for listing, searching, editing, and formatting documents and spreadsheets.

feamster/google-drive-mcp

mcp-shield

by sanjibani

Drop-in security primitives for MCP servers, addressing isError compliance, audit trails, input validation, output sanitization, and OAuth scoping.

sanjibani/mcp-shield

bedrock-image-mcp-server

by kalleeh

MCP server for generating and editing images using Amazon Nova Canvas, Stable Diffusion 3.5 Large, and Stability AI services through Amazon Bedrock.

kalleeh/bedrock-image-mcp-server

dotnet-decompiler-mcp

by kommisaar

An MCP server that decompiles and inspects .NET assemblies to C# source, wrapping ILSpy. Enables querying .NET DLLs via natural language to decompile types, list members, and search symbols.

Kommisaar/dotnet-decompiler-mcp

Memory Shell Detector MCP

by ruoji6

A tool for detecting and cleaning Java memory shells via local or SSH remote execution. It enables AI agents to scan Java processes, analyze suspicious class code, and safely remove memory shells after user confirmation.

RuoJi6/memory-shell-mcp

Mureka MCP Server

by kritsxxxiva-sudo

Enables interaction with Mureka's AI music generation APIs to create lyrics, songs, and background music through MCP clients like Claude Desktop and OpenAI Agents.

kritsxxxiva-sudo/Mureka-mcp

atlassian-mcp-server

by tingyiy

An open-source Model Context Protocol (MCP) server for Atlassian Jira and Confluence Cloud, enabling LLMs to search, read, write, and manage issues and pages.

tingyiy/atlassian-mcp-server

auto-mcp-server

by dolrea77

Local MCP server for AI agents that enables Jira issue management, Confluence Wiki page creation and editing, Git commit analysis, and diagram generation.

dolrea77/auto-mcp-server

Business Central MCP Workshop Server

by javiarmesto

MCP server that integrates with Microsoft Dynamics 365 Business Central, enabling querying of customers, items, and sales orders through natural language commands in Claude Desktop.

javiarmesto/Workshop-MCP-Server-Directions-Lab