The MCP Trust Index.

Reachy Mini MCP

by kayacancode

Controls Reachy Mini robot, enabling movement of head, body, and antennas, playing animations, capturing images, text-to-speech, and WebRTC streaming via natural language.

kayacancode/reachy-mini-mcp

MITRE ATT&CK Mapper MCP

by csoai-org

Enables cyber defenders to query ATT\&CK techniques, list tactics, map incidents to techniques, look up threat actor groups and mitigations, all via the MCP protocol.

CSOAI-ORG/mitre-attack-mcp

sceptre-mcp-server

by sceptre

MCP server that exposes Sceptre CloudFormation management operations as tools for AI agents.

Sceptre/sceptre-mcp-server

Concisr

by ncrmancer

Token compression for AI contexts, reducing token consumption by compressing conversation exchanges before they enter the LLM context window.

NcrMancer/concisr

AAP MCP Server

by srinivassrinu842

Enterprise-grade MCP server exposing Ansible Automation Platform 2.x as a complete AI interface for LLMs, enabling natural language management of automation resources.

srinivassrinu842/aap-mcp-server

QA Automation MCP Server

by parajuliminiyan

An AI-powered QA automation tool that crawls web pages, generates Playwright-based pytest tests using an LLM, runs them, and automatically heals failing tests.

parajuliminiyan/PlaywrightMCP-Server

transcript-search

by ttrine

A semantic search system for Claude Code transcript history, exposed as an MCP server so Claude Code can query its own past sessions.

ttrine/semantic-transcript-search

Congressional Trade Signals

by ameya-deshmukh26

Enables querying of U.S. congressional stock trade data, including price history, recent trades, buy signals, stock activity, and politician activity, through natural language tools.

Ameya-Deshmukh26/congressional-trade-signals

Confluence MCP Server

by onclicklistener2048

Enables reading and analyzing Confluence documentation content through the Confluence REST API. Supports extracting and converting text, tables, code blocks, and images from Confluence pages for Q\&A and analysis.

OnClickListener2048/confluence-mcp

TOON Parse

by ankitpal181

Reduces LLM context by removing code comments and converting data formats to compact TOON notation.

ankitpal181/toon-parse-mcp

File Search MCP

by rubber25ba

Search local file contents recursively with keyword matching

rubber25ba/file-search-mcp

mcp-context-memory

by maschmann

A local semantic memory and code-indexer that uses AST parsing for structural understanding and persists architectural decisions to help AI assistants bypass context window limits.

maschmann/mcp-context-memory

web2api

by endogen

Website-to-API scraping platform — pure Playwright browser automation, plugin-based recipe system

Endogen/web2api

weixin-mcp-server

by linnnnyue

Enables WeChat automation on PC via MCP, supporting sending messages and files, searching contacts, retrieving chat history, and executing commands, compatible with WeChat 4.1+.

LinnnnYue/weixin-mcp-server

Dell Unity MCP Server

by sachdev27

An MCP server for Dell Unity storage arrays that automatically generates tools from OpenAPI specifications, enabling AI assistants like Claude and n8n to interact with Unity storage systems without storing credentials.

sachdev27/dell-unity-mcp-server

Time MCP

by xbsheng

A time processing tool for the Model Context Protocol that provides features for retrieving current time, performing calculations, and converting timezones. It supports global timezones and automatically recognizes various timestamp and date formats.

xbsheng/time-mcp

stock-image-mcp

by hasilt

An MCP server for searching and downloading stock images from Unsplash, Pexels, Pixabay, Freepik, StockVault, and Burst, enabling AI agents to source images for content creation via tool calls.

Hasilt/images-mcp

Jueshan Paipan MCP

by riki-1124

Provides precise Chinese metaphysics chart calculation (Bazi, Ziwei, Qimen) with true solar time correction, outputting structured JSON and Markdown for AI integration.

Riki-1124/bazi-ziwei-qimen-paipan-mcp

Modular RAG MCP Server

by icedvodka

A pluggable and observable Retrieval-Augmented Generation framework that exposes hybrid search and document management tools via the Model Context Protocol. It features a complete ingestion pipeline with multi-modal support, automated evaluation using Ragas, and a Streamlit dashboard for real-time tracking.

IcedVodka/rag_mcp

mcp-confidence

by shaxzodbek-uzb

Enables LLM agents to route responses as accept, verify, or ask-a-human based on token logprobs, and provides an MCP server for delegating generation to local models with confidence bands.

shaxzodbek-uzb/mcp-confidence

EPICS MCP Server

by infn-epics

Enables retrieval, setting, and detailed information lookup of EPICS process variables (PVs) for monitoring and controlling hardware or software parameters.

infn-epics/argus-mcp-server

MemoryBase MCP Server

by verycooltimo

MCP server that logs insights from Claude sessions and sends them via HTTP to a server for Telegram notification and storage in memoryBase.

veryCoolTimo/memorybase-mcp

pubmed-search-mcp

by u9401066

An intelligent research assistant MCP server for AI agents, providing task-oriented literature search and analysis across multiple academic databases.

u9401066/pubmed-search-mcp

Wayland MCP Server

by kurojs

Enables AI assistants to automate Wayland desktop environments through screenshot analysis, mouse control, and keyboard input simulation. It supports visual context via VLM providers like Gemini and OpenRouter to perform complex, multi-step desktop actions.

kurojs/wayland-mcp

jackai-stt-mcp

by jack-ai-net

Transcribes audio files by referencing them in chat, using OpenAI's speech-to-text models locally without uploading audio, and supports speaker diarization.

jack-ai-net/stt-mcp

ib-async-mcp

by nadavgb-atom

An MCP server that provides an interface for the Interactive Brokers API via the ib_async library. It enables users to manage accounts, access real-time and historical market data, and execute or monitor trades through TWS or IB Gateway.

nadavgb-atom/ib-async-mcp

Kerneldev MCP

by josefbacik

An MCP server for intelligent Linux kernel configuration management and building. Enables AI assistants to generate, manage, and optimize kernel configurations and build kernels with comprehensive error detection.

josefbacik/kerneldev-mcp

2hr-jobs-mcp-server

by 2hr-pl

MCP server for Polish IT job board 2hr.pl, enabling job search, salary analysis, and market analytics via natural language.

2hr-pl/2hr-jobs-mcp-server

MCP Weather Server

by charley-forey

Provides hourly weather forecasts using the AccuWeather API, including current conditions and 12-hour forecast with precipitation details.

charley-forey/weather-mcp

Build MCP

by 869413421

Integrates with build and deployment systems through HTTP-based APIs to enable CI/CD operations, pipeline management, and automated deployment workflows with configurable endpoints and error handling.

869413421/build_mcp

civitai-mcp-ultimate

by timoncool

A comprehensive MCP server for interacting with the Civitai API to search models, browse images with generation prompts, and manage downloads. It features extensive support for various base models like SDXL and Flux, includes NSFW filtering, and provides automated download commands for ComfyUI.

timoncool/civitai-mcp-ultimate

openground

by poweroutlet2

On-device documentation search for agents

poweroutlet2/openground

swiss-ip-mcp

by malkreide

MCP server for querying Swiss intellectual property data (trademarks, patents, supplementary protection certificates) from the Swissreg register via natural language.

malkreide/swiss-ip-mcp

lsmman/fetchive

by lsmman

MCP server for extracting links from text dumps, checking duplicates, extracting YouTube transcripts (with fallbacks including speech-to-text), and preparing workspace-ready page payloads for your note-taking or saving tools. It does not write to your workspace; it hands off prepared content to your existing tools.

lsmman/fetchive

flighty-mcp

by sailingnaturali

A read-only MCP server that exposes personal Flighty app flight data as geo-ready legs with coordinates, enabling queries by date, year, or flight number, and aggregate stats.

sailingnaturali/flighty-mcp

Company Skills Gateway

by jacobragsdale

This MCP server reads team SKILL.md files from a local folder and returns relevant ones to Cursor, while recording usage in a local SQLite database.

jacobragsdale/skills-mcp

dynamodb-mcp-server

by allentgt

An MCP server that gives LLM agents full access to Amazon DynamoDB, supporting table management, querying, scanning, and item CRUD operations.

Allentgt/dynamodb-mcp-server

Office-Word-MCP-Server

by rk2k3

A Model Context Protocol server for creating, reading, and manipulating Microsoft Word documents, enabling AI assistants to work with Word files through document editing, formatting, and conversion capabilities.

rk2k3/Office-Word-MCP-Server

Douyin Video Knowledge Base MCP Server

by skepty2333

Enables querying and retrieval of structured video summaries from a SQLite knowledge base through Claude or Cursor, supporting search, precise matching, and tag-based filtering.

skepty2333/Douyin-full-stack-summarizer

asbuilt

by anijani

Asbuilt is an MCP server that verifies code assumptions against live backend infrastructure, checking that tables, schemas, and resources exist as expected before agents act.

aniJani/asbuilt

CI CD Generator AI MCP

by csoai-org

CI CD Generator AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

CSOAI-ORG/ci-cd-generator-ai-mcp

DX Cluster MCP Server

by dgarcoe

Enables interaction with Ham Radio DX Cluster networks to read and create spots, analyze band activity, and track propagation trends through Claude Desktop. It features secure Auth0 authentication and supports various cluster types including DXSpider and AR-Cluster.

dgarcoe/dx_cluster_mcp

agent-context-mcp

by mosafly

Enables AI coding agents to read each other's conversation history read-only and sanitized, so you can continue work across different tools without re-explaining context.

mosafly/agent-context-mcp

Stable Fast 3D MCP Server

by rikturnbull

Enables generating 3D models (GLB files) from 2D images using Stability AI's Stable Fast 3D API, with customizable parameters and credit balance checking.

rikturnbull/mcp-stable-fast-3d

RCA-MCP Connector

by dave1362

Enables causal root cause analysis with 55 tools covering causal graph construction, 13 RCA model families, multi-model consensus, and report generation. Works with 9 LLM providers including Claude, Ollama, and OpenAI.

dave1362/rca-mcp-connector

Basic MCP Tools

by tyguy047

A self-hosted MCP server providing private web search, web page fetching, and current date/time tools, powered by a bundled SearXNG instance for API-key-free local search.

Tyguy047/Basic-MCP-Tools

Music21 Composer MCP

by viktorkelemen

A composition-focused server built on music21 for generative music workflows, enabling melody generation, musical transformations, chord reharmonization, counterpoint creation, and MIDI export through constraint-based algorithmic composition tools.

viktorkelemen/music21-composer-mcp