The MCP Trust Index.

windows-rs-mcp

by preludeorg

Enables searching and retrieving documentation for the Rust windows crate API through an MCP server.

preludeorg/windows-rs-mcp

docstats

by ghchinoy

MCP server that calculates readability metrics for text, web pages, and PDFs, providing scores like Flesch Reading Ease and grade levels.

ghchinoy/docstats

AI-PR-Review-MCP

by ashishchandpa

An MCP server that automates pull request reviews using multiple LLM providers (OpenAI, Claude, Gemini, Groq, Perplexity) and supports GitHub and Bitbucket with real-time webhook integration and interactive AI assistant commands.

AshishChandpa/AI-PR-Review-MCP

Linux MCP Server

by ahmedadan

A read-only MCP server for Linux and macOS system administration, diagnostics, and troubleshooting, supporting remote SSH execution and multi-host management.

ahmedadan/unix-mcp-server

PyVista MCP Server

by pyvista

PyVista-based MCP (Model Context Protocol) server

pyvista/pyvista-mcp-server

Piper TTS MCP Server

by trulander

Enables AI models to generate high-quality voice messages from text using the Piper TTS engine, with automatic model management and audio streaming.

trulander/piper-tts-mcp

MCP Eleven

by ivan-escribano

An open-source MCP server that turns any AI assistant into a football data analytics and scouting platform, enabling natural language queries over 40+ stats, 20+ leagues, and 10,000+ players.

ivan-escribano/mcp-football-eleven

Unreal_mcp

by chir24

A comprehensive Model Context Protocol (MCP) server that enables AI assistants to control Unreal Engine through the native C++ Automation Bridge plugin. Built with TypeScript and C++.

ChiR24/Unreal_mcp

Local Financial MCP Mock Server

by beprith

A lightweight MCP server that simulates financial data interactions with dummy authentication and static JSON datasets for testing financial applications.

beprith/Finance-personal-assistant

Dev Blog MCP Server

by anuragck

Enables AI assistants to publish blog posts directly to Dev.to via the Model Context Protocol.

Anuragck/dev-blog-mcp-server

DingusMail

by totally-harmless

MCP server for parsing .eml email files, extracting metadata, content, and attachments with smart organization into folders. Enables AI to read and handle email files offline without triggering trackers.

Totally-Harmless/DingusMail

JVLink MCP Server

by miyamamoto

Enables natural language queries and analysis of Japanese horse racing data from JRA-VAN without writing SQL. Supports analyzing race results, jockey performance, breeding trends, and track conditions through conversation with Claude.

miyamamoto/jvlink-mcp-server

VecGrep

by vecgrep

Semantic code search MCP server that reduces token usage by ~95% by returning top relevant code chunks instead of full files.

VecGrep/vecgrep

AIops-tools/Network-AIops

by aiops-tools

Provides MCP tools for governed multi-vendor network device operations, including configuration management (backup, diff, merge, replace, rollback) and read-only queries (facts, interfaces, BGP, LLDP, ARP) via NAPALM, with optional NetBox source-of-truth integration.

AIops-tools/Network-AIops

PrintVaultMCP

by brandondoster

Enables AI assistants to manage 3D printing inventory, filament spools, printers, projects, and print trackers through a self-hosted Print Vault instance.

BrandonDoster/PrintVault_MCP

Vault MCP Server

by gzlance

Built on Obsidian Vault, this MCP server integrates with Claude Code to provide personal knowledge management including note saving, full-text search, code graph extraction, and context resumption.

gzlance/vault-mcp-server

anki-mcp

by chaosisnotrandomitisrhythmic

MCP server for Anki via AnkiConnect, enabling creation, search, and management of flashcards directly from Claude Code or any MCP client.

chaosisnotrandomitisrhythmic/anki-mcp

AWS Athena Cost MCP Server

by igalem

Analyzes AWS Athena query costs by comparing baseline vs spike periods, querying PostgreSQL, and extracting patterns from expensive queries.

Igalem/mcp-aws-cost

ApplicationController

by masternathobi

Exposes GUI automation tools to control mouse, keyboard, and screen of the local machine via PyAutoGUI.

MasterNathobi/ApplicationController

OpenAPI MCP Server

by lotusbaba

Dynamically exposes any OpenAPI/Swagger API as tools for AI assistants, automatically generating MCP tools from OpenAPI specs with authentication support.

lotusbaba/openapi-mcp-server

Logseq

by apw124

Enables AI interaction with Logseq knowledge graphs for capturing notes, organizing information, and retrieving knowledge from personal databases

apw124/logseq-mcp

MemoryMCP

by solidlime

A persistent memory MCP server specialized for Japanese, featuring hybrid search, Ebbinghaus forgetting curve, entity knowledge graphs, and a web dashboard for memory visualization.

solidlime/Nous

fastmcp-trello

by jimdrews

A Trello MCP server that enables AI assistants to manage boards, cards, and lists via the Model Context Protocol.

Jimdrews/fastmcp-trello

Java Boilerplate Generator MCP

by flydut

Enables automatic generation of explicit boilerplate methods (getter/setter/equals/hashCode/toString/constructors) for Java entity classes, replacing Lombok dependencies with visible, reviewable code.

FlyDut/java-boilerplate-mcp

TorBox MCP Server

by skibidihorneti1345

Connects AI agents to Prowlarr and TorBox for autonomous torrent searching, downloading, and media extraction via MCP.

SkibidiHorneti1345/torbox-mcp

mcp-memory

by onekn8

Provides persistent memory with semantic search for MCP-based AI agents, enabling them to store and recall information across sessions using vector embeddings.

oneKn8/mcp-memory

ReciMCP

by banyango

A lightweight Python-based MCP server for managing recipes and favorite collections. It provides a structured service-style layout to handle recipe business logic, persistence, and external client interactions.

Banyango/ReciMCP

studio-mcp

by rishbjain1

Enables LLM agents to orchestrate a film production pipeline from brief to final cut, including shot planning, rendering, quality control, and assembly, using block-method planning and style-drift QC.

rishbjain1/studio-mcp

K8s_MCP

by dousery

An Model Context Protocol server that lets language models directly manage and visualize Kubernetes clusters through safe, high-level operational tools.

Dousery/K8s_MCP

gnews-agent

by ranahaani

A persistent news intelligence MCP server that enables AI agents to fetch, store, deduplicate, embed, and semantically query news from Google News across 141 countries and 41 languages.

ranahaani/gnews-agent

pcces-mcp-server

by manosaki

Provides AI assistants with access to Taiwan's PCCES database for querying construction project items, standard resource codes, and decoding work item codes.

manosaki/pcces-mcp-server

cc-plugin-mcp

by ppspps824

MCP server for accessing Claude Code plugins. Enables retrieving plugin lists and detailed information via MCP clients like Claude Desktop, Cursor.

ppspps824/cc-plugin-mcp

Annal

by heyhayes

Semantic memory server for AI agent teams. Stores, searches, and retrieves knowledge across sessions using pluggable vector backends with local ONNX embeddings, exposed as an MCP server.

heyhayes/annal

BTSP MCP Server

by rajneesh-rana

Enables managing BTSP tickets, downloading logs, and searching tickets via natural language.

rajneesh-rana/mcp-server

fmp-mcp

by henrysouchien

Enables AI agents to analyze stocks, screen markets, compare peers, read earnings calls, and track sector rotations using live financial data from Financial Modeling Prep.

henrysouchien/fmp-mcp

twilio-mcp

by chenzhaoxuan0

MCP server for Twilio communications, enabling SMS/MMS sending, message listing, outbound calls, and phone number lookup.

chenzhaoxuan0/twilio-mcp

econ-r-mcp

by emmanueltsallis

econ-r-mcp is a local MCP server plus companion skill for reproducible applied econometrics and statistics workflows powered by headless R execution.

emmanueltsallis/econ-r-mcp

evergreen-mcp-server

by evergreen-ci

MCP server for MongoDB's Evergreen CI/CD platform, enabling AI assistants to manage projects, analyze builds, and troubleshoot failures via natural language.

evergreen-ci/evergreen-mcp-server

agent-eval-mcp

by ad-github1

An MCP-style stdio server for evaluating AI agent outputs, enabling CI-friendly quality gates, regression comparisons, and canary promotion decisions.

ad-github1/ENTERPRISE-AI-AGENT-EVALUATION-PLATFORM

TMD Weather MCP Server

by peemwsr

Provides weather data from the Thai Meteorological Department (TMD) with tools for querying stations, weather by province, and summaries, deployable via Docker or remote server.

Peemwsr/tmd-weather-mcp

jupyter-kernel-mcp

by qtalen

An MCP server that connects directly to a Jupyter kernel via ZMQ, enabling AI assistants to read, create, edit, execute, and manage Jupyter Notebooks as MCP tools.

qtalen/jupyter-mcp-kernel

MCP Simple Timeserver

by andybrandt

Simple solution to give Claude ability to check current time via MCP

andybrandt/mcp-simple-timeserver

Flighty MCP

by lukashaas

Enables AI assistants to access and manage your Flighty flight data directly from the local macOS app database, supporting flight lists, status, searches, additions, and more.

LukasHaas/flighty-mcp

SF Symbols MCP

by ygrec-app

MCP server for searching and exporting Apple SF Symbols as true vector SVGs.

ygrec-app/sf-symbols-mcp

memroach_mcp_server

by biplav-crl

Backs your AI coding agent's memories, skills, and settings to CockroachDB with automatic sync, hybrid semantic+keyword search, knowledge graph, smart context priming, and 16 MCP tools for cross-machine memory management.

biplav-crl/memroach

Velociraptor Forensic MCP Server

by hackerobi

This MCP server connects Claude Desktop to a Velociraptor instance and local forensic tools. It enables remote endpoint investigation and local evidence analysis through natural language commands.

Hackerobi/velociraptor-forensic-mcp

solocrawl

by hlavacm

Enables web search, scraping, and live package version lookup for local LLMs, with no API keys required.

hlavacm/solocrawl

T5Chem MCP Server

by bugatti742

Enables chemical reaction predictions (retrosynthesis, product, reagents), molecule validation, and property calculation through the Model Context Protocol, integrating with AI assistants.

bugatti742/t5chem

Action Guard

by anon767

Policy-based tool filtering library for MCP deployments to control and restrict tool execution.

anon767/mcp-action-guard

ByteAsk/ByteAsk-Embedded-MCP

by byteask

Page-cited retrieval for embedded docs, datasheets, MISRA, CMSIS, and RTOS references.

ByteAsk/ByteAsk-Embedded-MCP