The MCP Trust Index.

FRD Orchestrator

by jorge6242

An MCP server that exposes structured Functional Requirements Documents (FRDs) to enable AI assistants like GitHub Copilot to automatically generate complete NestJS boilerplate architectures. It orchestrates the multi-phase creation of production-ready APIs including core CRUD, database integration, JWT authentication, and unit testing.

jorge6242/boilerplate-nestjs-mcp

AI Software Engineering Team - MCP Multi-Agent System

by elhaweet

Enables users to generate complete, production-ready software projects from simple ideas by coordinating 8 specialized AI agents through the Model Context Protocol.

elhaweet/AI-Software-Engineering-Team-MCP-Multi-Agent-System

MCP Public APIs

by attilio81

An MCP server that indexes the public-apis catalogue, allowing LLMs to search and filter over 1,400 public APIs by category, authentication type, and technical requirements. It facilitates precise API discovery for developers by providing tools to query specific features like HTTPS support and CORS compatibility.

Attilio81/MCP_PUBLIC_APIS

qlib-mcp

by lsj210001

An MCP server for the Microsoft Qlib quantitative research platform that enables AI agents to perform financial data queries, factor analysis, and strategy backtesting. It supports A-share and US stock markets through Qlib expressions and built-in analytical tools.

lsj210001/qlib-mcp

MetaTrader 5 MCP Server

by jorgearturoyap-debug

Enables ChatGPT Desktop to interact with MetaTrader 5 for trading, market data access, and trade management via HTTP/ngrok.

jorgearturoyap-debug/metatrader-5-for-Chatgpt-Desktop

DART-MCP

by 2geonhyup

An MCP server that enables Claude to perform financial analysis and visualization of Korean listed companies using the DART API. It supports detailed financial metrics, business unit sales breakdowns, and company comparisons for KOSPI and KOSDAQ stocks.

2geonhyup/dart-mcp-test

Graphiti MCP Server

by tesfandiari1

Enables users to query a comprehensive knowledge graph of personality psychology containing over 16,000 nodes covering traits, frameworks, and assessments. It supports semantic search of facts and entities, relationship extraction, and the ability to add new information to the graph.

tesfandiari1/graphiti-mcp-server

Silicopedia MCP Server

by kilyig

An MCP server that enables AI agents to participate in Silicopedia discussions about improving Wikipedia articles. It provides tools for reading, searching, and contributing to structured debates on the MediaWiki platform.

kilyig/silicopedia-mcp

mcp-server

by joaotoledose

Provides AI-powered tools for querying customer and order analytics, enabling order counting, customer listing by country, and spend calculation.

JoaoToledoSE/mcp-server

Attio MCP Server

by arkel-ai

Provides tools to interact with the Attio API, enabling management of resources in an Attio workspace.

Arkel-ai/attio-mcp-server

salesforce-mcp

by pmankar-netchex

Provides read-only access to Salesforce orgs via MCP, enabling SOQL queries, sObject descriptions, and object listing using OAuth 2.0 Client Credentials.

pmankar-netchex/salesforce-mcp

MCP Git Analysis Server

by jaz-spec

Analyzes local Git repositories to provide detailed insights into commit statistics, contributor activity, and frequently changed files. It allows users to query repository history and access structured activity data through the Model Context Protocol.

Jaz-spec/alex_mcp_workshop

FlightHunter MCP

by vetlinskiy

A Model Context Protocol (MCP) server that gives Claude the ability to search for cheap flights — including Russian airlines — and present direct booking links.

Vetlinskiy/flighthunter-mcp

Test MCP Server

by omkar4141

A demonstration MCP server project showcasing both local and remote server setups using FastMCP, with examples of deploying to FastMCP Cloud and managing dependencies through uv.

Omkar4141/test_mcp_server

mcp-gpu-server

by mesutoezdil

Exposes NVIDIA GPU metrics (info, utilization, VRAM, temperature) via MCP tools for real-time querying from AI assistants.

mesutoezdil/mcp-gpu-server

beast-baseball

by mw-jeong

MCP server for natural language analysis of baseball league data, enabling team statistics, standings, lineup suggestions, and scouting reports via Claude Desktop.

mw-jeong/beast-baseball

Strava MCP Server

by saxenanurag

Enables AI agents to interact with the Strava API to retrieve athlete statistics and activity data. It provides tools for listing recent activities and fetching detailed information for specific workout sessions.

saxenanurag/strava-mcp

Talos Linux MCP Server

by nosmoht

MCP server for Talos Linux cluster management via the native gRPC API

Nosmoht/talos-mcp-server

Perplexity MCP Server

by pantainos-toolkit

Integrates with Perplexity's API to provide web search and AI-powered answers with citations. Offers a three-tier research workflow: search for sources, ask for grounded AI answers, and ask_more for deeper analysis using advanced models.

Pantainos-Toolkit/perplexity-mcp

JMeter MCP Server

by ebadahmed10

Enables the execution and analysis of JMeter performance tests through MCP-compatible clients. It provides tools for running tests in non-GUI mode, identifying performance bottlenecks, and generating comprehensive insights and visualizations from result files.

ebadAhmed10/jmeter-mcp

marimo-mcp

by vladisluv12

Auto-discovers running marimo notebooks and exposes tools for reading, editing, and running cells via MCP, supporting both HTTP and VS Code backends.

Vladisluv12/marimo-mcp

Stitch-MCP

by samueljayasingh

An MCP server that exposes Google Stitch's AI-powered UI design capabilities as local tools. It enables project management, screen generation/editing, and design system operations by forwarding requests to Google's Stitch API.

samueljayasingh/Stitch-MCP

OpenEnded Philosophy MCP Server

by angrysky56

Enables philosophical reasoning and concept analysis through NARS non-axiomatic logic integration, supporting multi-perspective synthesis, epistemic uncertainty tracking, and contextual semantic exploration with built-in truth maintenance.

angrysky56/openended-philosophy-mcp

tacc-mcp-bio

by narasimhan-lab

Enables Claude Code to interact with a TACC or SLURM HPC cluster for bioinformatics pipelines, allowing job management, log reading, file browsing, remote script execution, and job submission through natural language.

Narasimhan-Lab/tacc-mcp-bio

Modal MCP Stock Analysis Server

by koyeliaghosh

Provides real-time stock analysis tools including price lookup, comprehensive investment scoring, and company-to-ticker conversion through a MCP interface.

koyeliaghosh/modal-mcp-server

PRPilot MCP Agent

by we1chan

Analyzes GitHub Pull Requests (PRs) by querying status, CI checks, reviews, comments, and local git state, and provides next-step suggestions in Chinese.

We1chan/PRPilot

Meyhem

by c5huracan

Agent-native search for MCP servers and web content with outcome ranking.

c5huracan/meyhem

plaud-mcp

by davidlinjiahao

Enables querying Plaud AI recordings, transcripts, and summaries through the Plaud Desktop app's authenticated session via Chrome DevTools Protocol.

davidlinjiahao/plaud-mcp

RAGFlow MCP Server

by migoxv

Provides a comprehensive Model Context Protocol interface for RAGFlow, enabling AI models to perform semantic retrieval, manage datasets, and handle document chunks. It supports advanced features like GraphRAG and RAPTOR for sophisticated knowledge base management and natural language querying.

MigoXV/ragflow-mcp

Gemini OCR MCP Server

by windoc

Provides OCR services powered by Google's Gemini API to extract text from images via file paths or base64 strings. It enables high-accuracy text recognition and CAPTCHA processing through simple MCP tools.

WindoC/gemini-ocr-mcp

MCP Search Server

by oleg200447

An MCP server that provides semantic search capabilities by integrating with an OpenSearch-based search service. It enables users to perform complex document searches across multiple indices with support for advanced filtering and robust error handling.

Oleg200447/MCPServer

lake-of-vectors

by tungpun

Enables semantic search over local knowledge bases like Obsidian notes, SQLite, and plaintext files, exposing results to Claude via MCP server.

tungpun/lake-of-vectors

lldb-mcp-server

by fytj

An MCP server that exposes LLDB debugging capabilities, enabling AI-assisted interactive debugging of C/C++ applications through 40 specialized tools.

FYTJ/lldb-mcp-server

Pulsar MCP Server

by germain-d

Enables interaction with Apache Pulsar clusters through MCP-compatible clients, supporting publish, consume, topic management, and connector operations.

Germain-D/pulsar-mcp-server

BowenXU0126/aistudio_hw3

by bowenxu0126

Send personalized greetings with optional pirate flair. Compose friendly salutations for any name…

BowenXU0126/aistudio_hw3

CourtListener MCP Server

by upsd1

A comprehensive Model Context Protocol (MCP) server for accessing CourtListener's legal database. Provides Claude Desktop with powerful legal research capabilities including court opinions, case dockets, judge profiles, and comprehensive legal analysis.

UPSD1/courtlistener-mcp

nano-vm-mcp

by ale007xd

Governed agent execution gateway for LLM workflows, providing deterministic FSM-based execution, audit trails, and idempotency guarantees via MCP.

Ale007XD/nano-vm-mcp

Meraki MCP Server

by kiskander

Exposes a curated subset of the Cisco Meraki Dashboard API to MCP-aware clients with role-based access control.

kiskander/meraki-mcp-server

Gmail MCP Summarizer

by hasanoz07

Enables AI models to fetch and summarize Gmail messages, send emails with attachments, and convert text content into PDFs. It streamlines email-based workflows like automated reporting and task management through the Model Context Protocol.

hasanoz07/mcp-gmail-summarizer

Professor Fit MCP

by wrennnn2

Helps PhD applicants find matching professors by research interests, outputting a ranked table with confidence scores and sources.

Wrennnn2/ProfessorFitMCP

dsharipova/mcp-hw

by dsharipova

Create personalized greetings by name in the tone you choose. Get quick suggestions for friendly i…

dsharipova/mcp-hw

Sentiment Evolution Tracker

by rubenreyesss

An enterprise-ready MCP server that provides persistent sentiment analytics, churn prediction, and automated risk alerting for customer conversations. Enables Claude to track sentiment trends, detect at-risk customers, generate reports, and maintain historical context across interactions.

RubenReyesss/mcp-nlp-analytics

infinihash-kyt-mcp

by infinihash

MCP server for Infinihash KYT providing real-time blockchain transaction monitoring, sanctions screening, and SAR generation. It enables MCP-compatible agents to screen wallets against OFAC SDN and generate compliance cases.

Infinihash/infinihash-kyt-mcp

FastMCP Patient Information Server

by sudhakaren

Retrieves comprehensive patient information including personal details, insurance plans, and employee data through the get_patient tool. Supports Docker Compose deployment and integration with Watson Orchestrate for healthcare data access.

sudhakaren/healthnav

mcp-omnienv-nix

by stealthbadger747

Enables creation of ephemeral, polyglot development environments using Nix for on-demand execution of code with specific dependencies across Python, Node.js, Ruby, R, and Lua without cluttering the system.

StealthBadger747/mcp-omnienv-nix

fal-mcp

by questsystems-ai

Image generation for Claude using every model on fal.ai, inline in conversations. Supports FLUX Schnell, Ideogram, SDXL, and more with privacy option via Venice.ai.

questsystems-ai/fal-mcp

Xiaohongshu MCP Python

by betars

A Python implementation of an MCP server for Xiaohongshu that enables AI models to browse feeds, search content, and manage interactions like liking or commenting. It leverages Playwright for browser automation to support account management and content publishing features.

betars/xiaohongshu-mcp-python

jobs-mcp-server

by xhrusvin

MCP server that exposes a MongoDB healthcare jobs collection, enabling listing, searching, creating, updating, deleting jobs and getting summary counts.

xhrusvin/jobs-mcp-server

memsearch-mcp

by tadmstr

Provides hybrid vector+BM25+reranker search and index-refresh tools over agent memory stored in markdown files, enabling forge agents to query memory across session, working, and docs tiers without direct file access.

TadMSTR/memsearch-mcp

monospay-mcp

by monospay

Pay per MCP tool call in USDC on Base. Non-custodial settlement, no admin keys, 30 bps fee.

monospay/monospay