The MCP Trust Index.

PDF Inline Image RAG MCP

by joncallim

Builds searchable SQLite databases from PDFs, preserving inline image locations for AI agents to discover and caption visual content. Supports full-text search over text, image placeholders, and saved captions.

Joncallim/pdf-inline-image-rag-mcp

mcp-weather-plus

by atomlong

Provides real-time weather forecasts, air quality data, and timezone information via Open-Meteo API, with no API key required.

atomlong/mcp-weather-plus

edgar-events-mcp

by fortifiedai

Provides live SEC filing events including resolved activist stakes (13D) and typed 8-K, S-1, and merger filings via the EDGAR Events API.

fortifiedai/edgar-events-mcp

obsidian-mcp-guard

by codeafix

Provides read/write file tools with lint validation to prevent agents from writing malformed Obsidian markdown, and constrains writes to a single configurable vault for security.

codeafix/obsidian-mcp-guard

Ableton MCP Extended

by richiemiller-hu

An independently maintained MCP server that adds deeper session editing, mixing, MIDI surgery, and bounce workflows for Ableton Live, with enhanced privacy and security.

RichieMiller-HU/ableton-mcp-extended

Wilma MCP Server

by jmccrosky

An MCP server for the Wilma school communication platform, enabling AI assistants to view schedules, read and send messages, and manage inbox.

jmccrosky/wilma-mcp

Semantic Rails MCP Server

by semantic-rails

Enables agents to interact with a governed semantic layer for querying and authoring metrics, providing tools for discovery, planning, validation, and execution of analytics queries.

semantic-rails/semantic-rails

Local Snowflake MCP Server

by asingh49-cmd

Enables Claude Desktop to interact with Snowflake databases through natural-language SQL queries. Built in Python, it allows secure local integration between LLMs and enterprise data systems for database operations and analysis.

asingh49-cmd/Local-Snowflake-MCP-Server

lawruler-mcp

by rosenadvertising

MCP server for LawRuler Legal CRM. Provides 15 tools for lead/intake creation, retrieval, and management.

RosenAdvertising/lawruler-mcp

MCP IDE Bridge

by mvp2o-ai

Enables client-to-client communication between IDEs and development tools, allowing real-time collaboration across Cursor, VS Code, Windsurf, and other editors through bidirectional messaging and AI agent coordination.

Mvp2o-ai/mcp-ide-bridge

SOC2 Compliance AI MCP

by csoai-org

SOC2 Compliance AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

CSOAI-ORG/soc2-compliance-ai-mcp

youtube-music-mcp

by eduardoddddddd

MCP server for read-only access to YouTube Music, enabling exploration of liked songs, playlists, and catalog searches without exposing credentials.

eduardoddddddd/youtube-music-mcp

MCP Server Template

by sh-aidev

A minimal MCP server template with a string-reversal tool and basic arithmetic tools (add, subtract, multiply, divide), managed with uv.

sh-aidev/mcp-server-template

Amazon SageMaker Well-Architected MCP Server

by srikanrk

Provides tools to validate SageMaker workloads against the six pillars of the AWS Well-Architected Framework, returning findings with severity levels and recommendations.

srikanrk/aws-wa-sagemaker-mcp

mcp-interactive-ui-server

by aiagentkarl

Enables AI agents to render interactive user interfaces such as forms, dashboards, charts, tables, and wizards directly in MCP-compatible clients. Supports structured data collection and richer interactions beyond text responses.

AiAgentKarl/mcp-interactive-ui-server

vk-ads-mcp

by nikolaymokh-dev

Enables managing VK Ads campaigns via MCP clients, with read-only by default and optional write operations for campaign management.

nikolaymokh-dev/vk-ads-mcp

livechat-mcp

by brunocramos

Enables continuous voice conversation with AI coding assistants by locally transcribing speech with Whisper and delivering utterances as text prompts.

brunocramos/livechat-mcp

MCP

by abhinavexists

A Simple Implementation of the Model Context Protocol

Abhinavexists/MCP_Server

verified-googledocs-mcp

by michaelrobertsutton

An MCP server for Google Docs whose writes carry proof, ensuring every mutating operation re-reads the document and returns evidence of changes with tab-scoped edits, normalization ladder, and match-count guards.

michaelrobertsutton/verified-googledocs-mcp

in-house-mcp-server

by parthnipundave

In house MCP server which will have different tools for different purposes and can be use in other RAG services. It will contain LLM guardrail as well

ParthNipunDave/in-house-mcp-server

honeylabs-mcp

by honeylabshq

Honeypot threat intelligence for AI agents. Query 90 days of probe data from our sensor network: IP reputation, scanner classification, CVE probing trends, TLS/SSH/JA4 fingerprints. Free tier 500 credits/day, OAuth + bearer auth, streamable HTTP at https://mcp.honeylabs.net/mcp.

honeylabshq/honeylabs-mcp

Visual QA MCP

by roan2008

Enables agents to verify educational, scientific, and engineering visuals by extracting structured evidence and running domain-specific checks against specs and theory.

roan2008/visual-qa-mcp

uuid-mcp

by jasonliu1005

Enables generation of random UUIDs (version 4) through a simple MCP tool.

jasonliu1005/uuid-mcp

Disclosure Compass

by mlopsengineer

A Model Context Protocol server that exposes seven read-only tools for querying Korean public company disclosures from the OpenDART system, returning normalized JSON.

MLOpsEngineer/opendart-mcp

Akshare Tools

by iefnaf

A Model Context Protocol (MCP) server for accessing Chinese stock market data via AKShare.

iefnaf/akshare-mcp

marginalia

by jin-homlee

Renders Markdown into a browser-based, click-to-comment thread; comments are returned to Claude as tool results.

Jin-HoMLee/marginalia

CDISC SDTM Validator MCP

by mleary

Validates CDISC SDTM datasets against SDTMIG 3.4 specifications, offering tools for required variables, controlled terminology, and full dataset validation with bundled sample datasets.

mleary/mcp-cdisc

RoastPilot

by syamaner

RoastPilot is a spec-driven MCP server for autonomous coffee roasting.

syamaner/coffee-roaster-mcp

chuk-mcp-celestial

by ibm

Provides authoritative astronomical data including moon phases, solar eclipses, and sun/moon rise and set times using the US Navy API or offline Skyfield calculations. It enables users to query Earth's seasons and celestial events for any location and date.

IBM/chuk-mcp-celestial

minicheck-mcp

by nickharris808

A model checker as an MCP server that lets agents verify state machines with declarative specs, returning a verdict and shortest counterexample when a property fails.

nickharris808/minicheck-mcp

mcp-docs

by gmantovani2005

Generic MCP server that exposes Markdown documentation to LLMs, enabling them to search and answer questions about any software documentation.

gmantovani2005/mcp-docs

BlackDome MCP Server

by blackdome-ai

Give your AI agents direct access to live honeypot threat intelligence. Look up attacker IPs, browse indicators of compromise (IOCs), inspect captured credentials and malware payloads, profile threat actors, and render a real-time global attack map — all from Claude, Cursor, or any MCP-compatible client.

blackdome-ai/blackdome-mcp

video-editor-mcp

by fastmcp-me

Integrates with Video Jungle to allow LLMs to upload, search, edit, and generate videos from natural language commands.

fastmcp-me/video-editing-mcp

ibkr-mcp-server

by selvakumaresra

Enables interaction with Interactive Brokers through the TWS API for account management, market data, contract resolution, and order placement, with paper trading by default.

selvakumarEsra/ibkr-mcp-server

shensou

by taoyongac

An MCP server for divergent iterative web search that anchors on a question, proposes keyword queries, gathers evidence, and outputs a question-map and synthesis.

taoyongac/shensou

local-datasource

by jarvislee90s-dot

通过本地MCP，调用免费 API 查询金融市场、宏观经济与学术论文数据

jarvislee90s-dot/local-datasource

AstrBot MCP Server

by lilycleheart

Enables remote management and debugging of AstrBot servers via SSH, including log monitoring, status checks, and command execution.

LilycleHeart/astrbot-mcp

overleaf-mcp

by amcheste

Enables editing Overleaf projects from Claude, with tools to list, read, edit, and sync files via Git.

amcheste/overleaf-mcp

amadeus-mcp-server

by thaynabarreiro

An open-source MCP server that exposes the Amadeus Self-Service APIs as tools for flight status, delay prediction, flight search, passenger rights, and disruption handling.

Thaynabarreiro/amadeus-mcp-server

llm-wiki-mcp

by jaronlu

An MCP server that provides AI agents with a governed wiki requiring human approval before any formal page update, combining structured knowledge management with safe, auditable writes.

jaronlu/llm-wiki-mcp

mcp-contradiction-check

by ermintoygar

Detects contradictions in markdown vaults by finding note pairs with high concept overlap but conflicting quantitative or negation claims. Helps prevent knowledge corruption by surfacing disputes before they propagate.

ermintoygar/mcp-contradiction-check

code-review-mcp

by igor-safonov-git

Enables comprehensive code reviews using multiple AI models (O3, Gemini, Claude Opus) and consolidates results with GPT-4, focusing on bugs, security, performance, and best practices.

igor-safonov-git/code-review-mcp

MCP Server Basic Example

by chandanduttaind-sys

A foundational Model Context Protocol server demonstrating core functionality through basic arithmetic tools and personalized greeting resources. It serves as a template for developers learning to build and deploy MCP-enabled AI applications.

chandanduttaind-sys/MCP

PAL (Multi-Provider AI)

by yiwenlu66

Unifies access to multiple AI model providers including Google Gemini, OpenAI, Azure OpenAI, X.AI Grok, OpenRouter, and custom endpoints through 15+ specialized tools for code analysis, debugging, planning, consensus building, and workflow automation with intelligent model selection and multi-step workflows.

yiwenlu66/mu-mcp

legal_scholarship_mcp

by mh-lt

Enables searching scholarly literature via the OpenAlex database, with tools for full-text search, work details, citation lookup, and author queries.

MH-LT/legal-scholarship-mcp

EduChain MCP Server

by agusain2001

Enables AI-powered generation of educational content including multiple-choice questions, lesson plans, and flashcards on any topic through integration with the EduChain library and DeepSeek model via OpenRouter.

agusain2001/educhain-mcp-assignment

dali2-logic-reasoner

by lollix91

MCP server that exposes the DALI2-Agent-Brain symbolic verification system as tools, allowing MCP clients to submit reasoning problems for formal Prolog-based verification.

lollix91/DALI2-Agent-Brain-MCP