The MCP Trust Index.

MCP Demo

A FastMCP-based server providing tools for weather queries, random number generation, and real-time stock market data retrieval. It enables AI models to interact with external data and perform specific tasks through the Model Context Protocol.

lakyia/MCPdemo

Ava MCP Adapter

A REST bridge that exposes Ava Agent's AI capabilities as MCP tools, enabling interaction with CommandDeck specialist brains through chat, project management, memory recall, and skill invocation.

ral197979/ava-mcp-adapter

Weather MCP Server

Enables users to get weather forecasts and alerts for any US city and state through natural language queries using the National Weather Service API.

amuralik-gh/MCP

Oracle DB Context

Provides contextual Oracle database schema information to AI assistants, enabling them to understand and work with large databases containing thousands of tables. Supports multi-database connections, smart schema caching, table lookups, and relationship mapping.

Dhananjay-2024/oracle-mcp-server-deer

MCP HTTP Server Demo

A minimal Model Context Protocol (MCP) server that uses streamable HTTP transport to provide demo tools for calculations, notes, and time. It serves as a standalone example for testing MCP connectivity and gateway registration through a standard HTTP endpoint.

MLValidationDebug/MCP-Server-HTTP-Demo

PM Counter Monitoring MCP Server

Enables monitoring and querying of telecom performance management (PM) counters from remote SFTP locations, providing access to interface statistics, CPU/memory utilization, BGP peer data, and system metrics through a conversational interface.

ApoorvBrooklyn/Networking-MCP

Substack MCP Server

Enables AI tools to programmatically manage Substack content, including creating drafts, publishing posts, and posting to Substack Notes. It supports image uploads, live blogging, and document formatting compatible with Substack's ProseMirror editor.

arthurcolle/substack-mcp

FastMCP Documentation Search Server

Enables intelligent search through FastMCP documentation using TF-IDF indexing, along with utility tools for arithmetic operations, text hashing, and web page content extraction via Jina Reader.

DaniloBlancoMotta/AI-Dev-Tools-Zoomcamp-MCP

Videoindexer Mcp

MCP server for using the Azure AI Video Indexer API

benbakhar/videoindexer-mcp

Databricks MCP Server

A Model Completion Protocol (MCP) server for interacting with Databricks services

JustTryAI/databricks-mcp-server

McpQualityAutocad

Validates AutoCAD VRD (Roads and Utilities) drawings against graphic standards through automated quality checks for layers, blocks, and conventions. Enables Claude to verify drawing compliance and generate quality reports.

mickael62800/McpQualityAutocad

QuantConnect PDF MCP Server

An MCP server that enables intelligent search and retrieval of QuantConnect documentation by converting PDFs into searchable markdown. It provides tools for context-aware search with TF-IDF scoring and allows for listing and retrieving full document content.

lhstorm/mcp_server_quantconnect_docs

Agile Team MCP Server

Enables users to leverage a team of specialized AI agent personas like Business Analysts and Product Managers through a unified interface across multiple LLM providers. It streamlines agile development workflows by providing tools for model discovery, unified prompt delivery, and role-specific decision making.

danielscholl/agile-team-mcp-server

mcp-dev-on-azure-lab

how to develop mcp server and debugging from local to azure

huqianghui/mcp-dev-on-azure-lab

Bulk Filesystem Operations MCP Server

MCP Server for reading many files at the same time

strawgate/filesystem-operations-mcp

Part 1. Real-Time LangGraph Agent with MCP Tool Execution

This project demonstrates a decoupled real-time agent architecture that connects LangGraph agents to remote tools served by custom MCP (Modular Command Protocol) servers. The architecture enables a flexible and scalable multi-agent system where each tool can be hosted independently (via SSE or STDIO), offering modularity and cloud-deployable execut

junfanz1/MCP-MultiServer-Interoperable-Agent2Agent-LangGraph-AI-System

Codebase Contextifier 9000

Enables semantic code search across multiple repositories using AST-aware chunking and relationship tracking. Supports local LLM embeddings, real-time indexing, and cross-codebase dependency analysis through vector and graph databases.

jarmentor/codebase-contextifier-9000

UNLOCK MLS RESO Reference MCP Server

Enables AI applications to search and analyze UNLOCK MLS real estate data through Bridge Interactive's RESO Web API, supporting natural language property searches, market analysis, and agent discovery.

GumpperGroup/unlock-reso-mcp-remote

SSE-based Server and Client for

sse base remote mcp server and client

goyatparmod/sse-mcp

Another Planka MCP

An MCP server that enables AI assistants to interact with self-hosted Planka boards through the Planka REST API. It allows users to list, search, create, and update projects, boards, and cards using natural language.

roelven/another-planka-mcp

PyP6Xer MCP Server

Enables AI assistants to analyze Primavera P6 XER files for insights into critical paths, schedule health, and project performance. It provides 23 specialized tools for managing schedule data, resources, and earned value through local or remote interfaces.

paulieb89/pyp6xer-mcp

Planer MCP Server

An intelligent task management server that generates context-aware engineering plans using LLM-powered workflows and interactive requirement elicitation. It features persistent SQLite storage, category-based planning strategies, and automated progress tracking for software development projects.

niradler/mcp-planer

QuantData MCP Server

Provides AI agents with access to real-time and historical SPX 0DTE options market data from QuantData. It enables analysis of market indicators like gamma exposure walls, net drift, max pain, and trade side statistics through natural language.

zzulanas/quantdata-mcp

Google Search MCP Server

A MCP server in development for Google Scholar

renoscriptdev/mcp-google-scholar-dev

TripNow (航班管家)

Provides real-time flight and train ticket queries, live status tracking, and a professional knowledge base for air and rail travel. It enables users to monitor departures, check ticketing policies, and manage travel information through a unified interface.

sunbeibei-hub/tripnow-mcp

skills-mcp-server

A high-performance MCP server that provides BM25-ranked search and structured access to over 1,300 AI skills, enabling context-efficient discovery and usage of AI capabilities while minimizing token consumption.

LucasRomanzin/skills-mcp

MCP Bitcoin CLI

Enables interaction with Bitcoin's blockchain through Claude to embed and read data using OP_RETURN, create timestamps, deploy BRC-20 tokens, and store documents up to 100KB on-chain.

EricGrill/mcp-bitcoin-cli

iCloud Calendar MCP

Enables users to view and create events in their iCloud Calendar using natural language through supported LLMs. It integrates with Apple's infrastructure via app-specific passwords to provide secure calendar management.

HermanErKu/icloud-calendar-mcp-python

MCP Partidos de Fútbol

A Python-based MCP server that extracts football match data from multiple global sources like ESPN and BBC Sport using intelligent web scraping. It enables AI assistants to retrieve scheduled matches, real-time scores, and broadcasting details with advanced filtering for high-profile games.

davise070893/mcp-GetTodayFutbolMatches-usingIA

h1b-mcp

An MCP server that enables users to query H1B visa sponsorship data, approval rates, and top roles using public Department of Labor records. It provides tools for looking up company-specific stats and filtering sponsors by job title, city, or state.

yoginoit39/jobsearch-mcp

Monobank MCP Server

Exposes Monobank personal account data through MCP tools, allowing users to fetch client info, accounts, and jars. It also enables retrieving account statements for specific time periods.

nklymok/Monobank-MCP

DateTime PDT

Provides the current date and time in Pacific Daylight Time (PDT) via a remote Model Context Protocol server using Streamable HTTP transport. Requires no authentication and supports easy integration with Claude Code, Claude Desktop, and other MCP clients.

meshe-dev/date-time-remote-mcp

MCP Tool for GitHub

A dedicated MCP (Model Context Protocol) tool for github, The MCP (Model Context Protocol) Tool for GitHub is a Python-based solution designed to help manage and track machine learning model context directly within GitHub repositories.

jalaj-pandey/github-mcp-tool

Educhain MCP Server

An MCP server that utilizes Google Gemini and the educhain library to generate educational content such as MCQs, flashcards, and lesson plans. It provides specialized tools and resources for building structured learning materials directly within MCP-compatible clients like Claude Desktop.

Anudeep-CodeSpace/educhain_mcp_server

Minecraft MCP Server

Python-based MCP server for seamless Minecraft server management via RCON. Integrates FastMCP for easy command execution, supports interaction with Claude Desktop and other MCP clients, and offers a flexible architecture for local development and production use.

Peterson047/Minecraft-MCP-Server

IB Portfolio Tracker MCP Server

Connects Claude AI to Interactive Brokers accounts to enable real-time portfolio tracking, position management, and historical market data retrieval. It also integrates financial news and sentiment analysis from multiple sources, including Finnhub and IB native feeds.

vinbg/ib-mcp-server

Wolfram Mathematica

Bridges to Wolfram Mathematica for executing Wolfram Language code in secure, session-based environments with animal-themed identifiers, enabling mathematical computations, symbolic algebra, data analysis, and scientific modeling tasks.

aac6fef/mathematica_mcp

Istedlal MCP Server

Provides AI agents with access to file metadata, vector search, and workflow metrics. It enables operations such as file metadata retrieval and semantic search over file embeddings using pgvector.

AnshuML/MCP

weaviate-mcp

An MCP server and document upload API designed for RAG workflows with Weaviate vector databases. It enables users to search, retrieve, and manage documents across specialized collections like account notes, product promos, and contracts.

vbhasker/weaviate-mcp

Kedro RAG MCP

An MCP server that enables users to query Kedro framework documentation using retrieval-augmented generation. It builds a local knowledge base from documentation files to help users navigate and apply Kedro's data science pipeline framework.

SajidAlamQB/kedro-mcp-rag

Wan2GP MCP Server

Enables AI assistants to generate videos from text prompts and images by interfacing with a Wan2GP Gradio server. It provides tools for high-quality video generation, queue management, and model discovery through the Model Context Protocol.

reverb256/wan2gp-mcp-server

Infercnv-MCP

MCP server for CNV analysis using infercnv

scmcphub/infercnv-mcp

Bizfly Cloud MCP Server

A Model Context Protocol (MCP) server implementation that connects to Bizfly Cloud to manage cloud resources

bizflycloud/bizflycloud-mcp-server

Mezmo MCP Server

An MCP server for retrieving and filtering logs from Mezmo with a quota-conscious design and intelligent defaults. It enables users to discover and query logs by application, level, and custom time ranges to streamline debugging while minimizing API usage.

riefer02/mezmo-logs-mcp

Trellio-MCP

Manage entire trello via MCP.

scaratec/trellio-mcp

Parking Information MCP Server

Enables querying parking lot information through an MCP server built with fastMCP, allowing users to retrieve parking facility data via API calls.

acorn025/parking-mcp2

Alertmanager MCP Server

MCP server for Prometheus-Alertmanager

eyazici90/mcp-alertmanager

Low-Code UI MCP Server

Analyzes runtime data objects to suggest optimal UI component instructions for a low-code renderer using structural heuristics. It automatically maps data patterns to specific UI elements like tables, carousels, and cards to streamline interface generation.

markgregg/mcp

BWA MCP Server

Enables AI assistants to perform DNA/RNA sequence alignment using BWA (Burrows-Wheeler Aligner), supporting both short and long read alignment to reference genomes with indexing, BWA-MEM, and BWA-backtrack algorithms.

bio-mcp/bio-mcp-bwa

Terraform Plan Analyzer MCP Server

Provides tools to execute Terraform commands, analyze plan outputs for resource changes, and generate detailed markdown reports. It supports custom environment variables and filtering patterns to streamline infrastructure analysis and management.

CodeSSRockMan/terraform-plan-mcp-server