The MCP Trust Index.

crawl4ai-mcp

by pazyork

A minimal MCP server for agent-friendly web extraction and search. Offers two tools: fetching real pages with Playwright and Crawl4AI, and searching across 7 engines with automatic fallback.

pazyork/crawl4ai-mcp

Teradata MCP Server

by manzoor-source

Connects AI agents to Teradata databases for querying, analysis, administration, and AI pipelines with enterprise security.

manzoor-source/teradata-mcp-server-stc

bridgemcp-server-weather

by arsie-codes

Provides weather data including current conditions, forecasts, and summaries via Open-Meteo with no API key required, enabling natural language queries through an MCP interface.

Arsie-codes/bridgemcp-server-weather

Codex Memory MCP Server

by alooswr

Local stdio MCP server for long-term engineering memory, enabling Codex to store, search, and manage project facts, progress, interfaces, and troubleshooting cases.

Alooswr/Codex_engineering-memory-mcp

ML Lab MCP

by pushpullcommitpush

Transforms AI assistants into a full ML engineering environment for training and fine-tuning models across multiple backends (local GPU, Mistral, Together AI, OpenAI) and cloud providers (Lambda Labs, RunPod, SSH-accessible VPS), with dataset management, experiment tracking, cost estimation, and deployment to Ollama/Open WebUI.

PushPullCommitPush/ml-mcp

Observium MCP Server

by kdesch5000

Enables natural language queries about device status, network traffic, sensor readings, alerts, and historical trends from Observium CE network monitoring.

kdesch5000/observium-mcp

image-tiler-mcp-server

by keiver

MCP server that gives LLMs full-resolution vision by tiling images and capturing web pages before details are lost.

keiver/image-tiler-mcp-server

MCP-PDF2MD

by zicez

Converts PDF files from local storage or URLs to structured Markdown format using Mistral AI's OCR API, preserving document structure and extracting images.

zicez/mcp-pdf2md

ask-panda

by bnlnpps

MCP server for querying PanDA documentation, analyzing job errors, and retrieving JSON data using multiple AI models.

BNLNPPS/ask-panda

sk-eli-mcp

by matematicsolutions

Enables access to Slovak legislation from the Collection of Laws via static.slov-lex.sk. Supports listing consolidated versions, retrieving act metadata, and fetching full text with verifiable citations.

matematicsolutions/sk-eli-mcp

Smart Clip MCP

by ambrose1

AI-powered video clipping server that analyzes subtitles and audio to detect highlight moments, then generates platform-adapted short clips from long videos.

Ambrose1/Smart-Clip-MCP

doc-index

by mike-anderson

A local-first semantic search server for documents, supporting PDFs, Office files, and text/markdown, enabling natural language search via the Model Context Protocol (MCP).

mike-anderson/doc-index-mcp

Muzaic MCP Server

by muzaic-organization

Enables generating AI-powered soundtracks for videos via Muzaic AI from any MCP client.

MUZAIC-Organization/muzaic-mcp

phone-a-friend-mcp-server

by abhishekbhakat

Enables AI-to-AI consultation for critical thinking and complex reasoning via OpenRouter, allowing one AI to delegate tasks to another AI model.

abhishekbhakat/phone-a-friend-mcp-server

code-review-mcp

by oldjii

Enables AI assistants to review GitHub and GitLab pull requests and merge requests, supporting multiple transports and custom review rules.

OldJii/code-review-mcp

phi-guard-mcp

by charlesree826

MCP server and CLI for detecting, redacting, and auditing PHI in medical text before it reaches AI agents.

charlesree826/phi-guard-mcp

docx-comments

by kosh-jelly

Provides comprehensive read/write access to Word documents, including comments, track changes, and reply threads.

kosh-jelly/docx-comments-mcp

mcp-this

by shane-kercheval

Dynamically exposes CLI/bash commands as MCP tools and creates structured AI prompt templates through simple YAML configuration files, enabling users to transform any command-line tool into an MCP-compatible interface without writing code.

shane-kercheval/mcp-this

chromium-screenshots

by samestrin

Enables AI agents to capture pixel-perfect screenshots with synchronized DOM data and quality metrics, supporting auth injection and MCP integration for vision AI tasks.

samestrin/chromium-screenshots

RAG Regression Gate

by db-inlee

MCP server that diagnoses RAG pipeline regression by detecting which failure modes (e.g., retrieval miss, hallucination) significantly regressed, not just score drops, using statistical methods to avoid false alarms.

db-inlee/rag-regression-gate-mcp

be-eli-mcp

by matematicsolutions

Enables retrieval of Belgian legislation metadata and full text by ELI coordinates from the official gazette (Moniteur Belge), supporting French, Dutch, and German languages.

matematicsolutions/be-eli-mcp

Airflow MCP

by ponderedw

Enables natural language interaction with Apache Airflow for querying DAGs, monitoring execution, and troubleshooting failures.

ponderedw/airflow-mcp

PitchLense MCP

by fastmcp-me

AI-driven startup risk analysis server using Gemini, providing comprehensive assessments across market, product, team, financial, and other risk categories via MCP tools.

fastmcp-me/pitchlense-mcp

Website Contacts Scraper

by bach-ai-tools

Enables scraping of emails, phone numbers, and social profile links from website domains. Supports batch processing of up to 20 domains and can find company websites by keyword/company name.

BACH-AI-Tools/bachai-website-contacts-scraper

ft_mcp

by alsaeed3

A Python MCP server implemented from scratch, providing tool execution capabilities like system time and file hashing via stdio or HTTP transport.

alsaeed3/ft_mcp

mcp-tfstate-reader

by berkayildi

A local MCP server that parses Terraform .tfstate files and lets AI agents audit enterprise infrastructure for security misconfigurations without requiring direct cloud credentials.

berkayildi/mcp-tfstate-reader

engram-mcp

by hidden-ones-dev

MCP plugin that connects Cursor, Claude, and other hosts to an Engram workspace for searching and citing indexed GitHub and Notion content.

hidden-ones-dev/engram-mcp

Artefact Revenue Intelligence MCP Server

by fastmcp-me

An MCP server that provides AI agents with ICP Triangulation Framework™ for scoring prospects across firmographics, behaviors, and growth signals, plus RFM analysis and pipeline health scoring, with optional HubSpot integration.

fastmcp-me/artefact-mcp-server

Axon Pro

by talhamsajid

Transforms codebases into structural knowledge graphs for AI agents and developers, providing precise architectural awareness and dependency mapping.

talhamsajid/axon-pro

auto-om

by atoncooper

A comprehensive MCP server for Linux automation operations management, providing 88 tools across 8 categories for file, system, process, network, compression, and package management via SSH connections.

atoncooper/auto-om

OPTIX

by adamwaldie

MCP server for OPTIX threat intelligence with 28 analyst-friendly tools for querying threat feeds, watchlists, detection rules, and intelligence reports.

adamwaldie/optix-mcp

Yandex Search MCP Server

by yandex

Enables AI assistants to perform real-time web searches and retrieve AI-generated answers using the Yandex Search API. It provides tools for accessing up-to-date internet information with support for both raw search results and summarized content via the Yazeka model.

yandex/yandex-search-mcp-server

office-document-mcp-server

by rcarmo

Provides tools to extract, convert, and generate Microsoft Office documents (Word, Excel, PowerPoint) via the Model Context Protocol, with support for reading, editing, and auditing document content.

rcarmo/python-office-mcp-server

Layout Detector MCP

by katlis

Analyzes webpage screenshots to extract precise layout information by locating image assets and calculating spatial relationships, enabling AI assistants to accurately recreate layouts with proper semantic structure using computer vision.

katlis/layout-detector-mcp

gitlab-api

by knuckles-team

MCP server for interacting with GitLab API, supporting dynamic tool selection and enterprise-grade security.

Knuckles-Team/gitlab-api

NATE-MCP-SERVER

by nateyeh

A powerful MCP server that enables LLMs to safely execute code, control file systems, search the web, and integrate with services like Gmail and TMDB.

NateYeh/mcp-server

Finviz MCP Server

by tradermonty

Provides comprehensive stock screening and fundamental analysis capabilities using Finviz data, including earnings tracking, volume surge detection, technical indicators, dividend growth screening, and SEC filing retrieval.

tradermonty/finviz-mcp-server

Documentation MCP Server

by esola-thomas

Enables AI assistants to navigate and query hierarchical documentation structures, supporting markdown files with YAML metadata and OpenAPI 3.x specifications. It features intelligent full-text search, metadata filtering, and a built-in web interface for both human and AI-driven documentation access.

esola-thomas/your-docs-mcp

rdl-mcp

by bethmaloney

Enables AI assistants to read and modify SQL Server Reporting Services (SSRS) RDL files through simple natural language commands, avoiding manual XML editing.

bethmaloney/rdl-mcp

local-rag-core

by linkwut-create

A headless local knowledge library and RAG substrate that enables LLM clients to search, retrieve chunks, and list documentation packs through read-only MCP tools.

linkwut-create/local-rag-core

Kali MCP Server

by weirdmachine64

Enables running Kali Linux security tools and commands in a containerized environment for semi-automated penetration testing, with background job management and out-of-band interaction detection.

weirdmachine64/kali-docker-mcp

Hacker News Reader MCP Server

by malayke

Fetches Hacker News discussion threads and linked article content in LLM-optimized markdown format, enabling natural language analysis of HN posts and their conversations.

Malayke/hackernews-mcp

SkyFi MCP Server

by jpwilson

Enables AI agents to search, compare pricing, and order satellite imagery from 150+ satellites across 12+ providers via natural language.

jpwilson/skyfi-mcp

GitHub v3 REST API MCP Server

by enkhbold470

Enables interaction with the GitHub v3 REST API, providing tools to access and manage GitHub data, repositories, users, and more through natural language commands.

enkhbold470/github-mcp-codeglide

mcp-rosreestr

by atomno-mcp

MCP server for Russian Rosreestr open cadastral data — lookup by cadastral number, address or coordinates; cadastral value with history.

atomno-mcp/mcp-rosreestr

pypddlengine

by ait-complex-dynamical-systems

Enables AI agents to interactively explore PDDL planning problems by exposing a PDDL engine as MCP tools for initialization, action execution, state inspection, and goal checking.

AIT-Complex-Dynamical-Systems/pypddlengine

chuk-mcp-her

by ibm

An MCP server for querying Historic Environment Records across England and Scotland, enabling searches of listed buildings, monuments, and heritage sites via ArcGIS REST APIs.

IBM/chuk-mcp-her

Astro MCP Server

by aryaminus

Multi-tradition astrology engine that computes real birth charts, transits, and synastry for AI agents via MCP tools.

aryaminus/astro

Examplary MCP Server

by examplary-ai

Provides AI assistants with access to Examplary's exam management platform, enabling users to create and manage exams, generate questions from materials, grade student responses, and collaborate in workspaces through 60+ API endpoints.

examplary-ai/mcp

Futuristic Risk Intelligence

by cct15

Geopolitical conflict risk data for AI agents

cct15/war-dashboard-data