The MCP Trust Index.

Japanese Weather MCP

Provides weather information for 110 cities across Japan with natural language support for location names in kanji, hiragana, and katakana. Retrieves current weather conditions and forecasts using OpenMeteo API through MCP-compliant tools.

tsukiyama85/japanese-weather-mcp

Local DeepWiki MCP Server

Generates DeepWiki-style documentation for private code repositories with RAG-based Q\&A capabilities, semantic code search, and multi-language AST parsing. Supports local LLMs (Ollama) or cloud providers for privacy-focused codebase analysis.

UrbanDiver/local-deepwiki-mcp

FastAPI SSE MCP Server

Provide a FastAPI-based server that implements the Model Context Protocol (MCP) using Server-Sent Events (SSE) to enable AI models to interact with external tools and data sources. Seamlessly integrate MCP SSE endpoints with standard web routes in a unified web application. Facilitate easy extension and debugging with MCP Inspector support and customizable route structures.

ilil1/fastapi_mcp_sse

GitHub MCP Server Extension for Zed

A GitHub MCP Server extension for Zed

LoamStudios/zed-mcp-server-github

MCP Servers

Open Source MCP Servers for Scientific Research

pathintegral-institute/mcp-servers

BoostedTravel

Flight search & booking for AI agents. 400+ airlines, $20-50 cheaper than OTAs.

Boosted-Chat/BoostedTravel

gdb-multiarch-mcp

An MCP server providing direct access to gdb-multiarch for debugging Nintendo Switch executables on Yuzu or hardware via a GDB stub. It features specialized tools for offset-based breakpoints, instruction patching, and frame-pointer backtraces relative to the game's base address.

sbergeron42/gdb-multiarch-mcp

Geodb Cities MCP Server

Provides access to the GeoDB Cities API for retrieving global geographic data including city details, populations, and local time. It enables users to find nearby locations, calculate distances between places, and browse administrative divisions across countries.

BACH-AI-Tools/bachai-geodb-cities

Freesound MCP Server

Integrates with Freesound.org to enable searching, discovering, and previewing audio content such as sound effects and music loops. It provides detailed metadata and licensing information to support video editing and content creation workflows.

johnkimdw/freesound-mcp-server

AI Image MCP Server

Enables AI-powered image analysis using OpenAI's Vision API and image generation with DALL-E models. Supports image description, content analysis, comparison, editing, and creating variations with intelligent caching.

kareemaly/ai-image-mcp

x-mcp

A read-only X/Twitter MCP server that enables data retrieval for user profiles, tweets, and social graphs using OAuth 2.0 Bearer Token authentication. It supports searching recent tweets, viewing timelines, and tracking engagement metrics like followers, likes, and retweets.

windsornguyen/x-api-mcp

KiCad MCP Server

Enables natural language search and exploration of KiCad component symbol libraries with fast full-text search across 20,000+ components including metadata like datasheets, footprints, and descriptions.

skeptomai/kicad_mcp

LMStudio-MCP

A Model Control Protocol (MCP) server that allows Claude to communicate with locally running LLM models via LM Studio.

infinitimeless/LMStudio-MCP

weather-mcp-server

megg-ops/weather-mcp-server

Grist MCP Server

An MCP server for interacting with the Grist API, enabling language models to manage organizations, documents, tables, and records. It supports advanced features like SQL querying, data filtering, and attachment management for comprehensive Grist database interaction.

nic01asFr/mcp-server-grist

AI Develop Assistant

Assists AI developers with intelligent requirement analysis and architecture design through guided clarification questions, branch-aware management, and automated architecture generation with persistent storage.

jiemobasixiangcai/ai-develop-assistant

WeCom Bot MCP Server

A Python server implementation for WeCom (WeChat Work) bot that follows the Model Context Protocol (MCP). This server provides a standardized interface for handling automated messaging and context-aware interactions within enterprise WeChat environments.

loonghao/wecom-bot-mcp-server

MCP ToDo Server

A production-ready Model Context Protocol server for managing tasks and todos with support for both file-based and database storage backends. It enables users to perform bulk operations, track priorities, and access productivity analytics through a structured management system.

AnoRebel/mcp-todo-server

ClaudeR

Connect RStudio directly to Claude Desktop, Claude Code, Codex, Gemini CLI, or any other MCP based AI assistant for interactive coding and data analysis.

IMNMV/ClaudeR

cwprep-mcp

Generating Tableau Prep data flow (.tfl) files

imgwho/cwprep

Freshdesk MCP Server

MCP server created for Freshdesk, allowing AI models to interact with Freshdesk modules

effytech/freshdesk_mcp

Webcam MCP

An MCP server that provides LLM agents with direct access to webcam hardware for capturing high-resolution photos and recording video sequences. It enables autonomous agents to monitor environments and interact with the physical world through standard Model Context Protocol tools.

pavel-kirienko/webcam_mcp

Red Bee MCP Server

Enables interaction with Red Bee Media OTT streaming platform, providing 33 tools for authentication, content search, playback, user management, purchases, and EPG operations across movies, TV shows, and live channels.

Tamsi/redbee-mcp

arXiv Search MCP

This MCP server enables users to search for scientific papers on arXiv and retrieve detailed metadata for specific papers. It provides tools to perform search queries and fetch in-depth information using paper IDs.

markmcd/arxiv-search-mcp

MCP-Crawl4AI

A Model Context Protocol server that enables AI systems to crawl and scrape the live web using Crawl4AI and headless Chromium. It provides tools for structured data extraction, deep site traversal, and session-aware workflows with LLM-optimized outputs like markdown.

wyattowalsh/mcp-crawl4ai

ReadPDFx - OCR PDF MCP Server

Provides intelligent OCR and PDF processing capabilities that automatically detect whether PDFs contain digital text or scanned images and apply appropriate extraction methods. Supports text extraction, OCR processing, structure analysis, and batch operations.

irev/mcp-readpdfx

Xiaozhi Location

Integrates with the xiaozhi-app Android device framework to retrieve real-time location data including GPS coordinates, altitude, and accuracy measurements from mobile devices using multiple location providers for navigation, geofencing, and location-based services.

ailearncoder/xiaozhi-location-mcp

defeatbeta-api

Defeatbeta API is an open-source alternative to Yahoo Finance's market data APIs, designed to provide reliable and high-performance financial data.

defeat-beta/defeatbeta-api

Red Team MCP

A multi-agent collaboration platform that provides access to over 1,500 models from 68 providers via the Model Context Protocol. It enables users to assemble and coordinate specialized AI teams using advanced orchestration modes like swarm, debate, and hierarchical workflows.

RedTeamMCP/RedTeam-MCP

K8s MCP Server

Enables LLMs like Claude to securely execute Kubernetes CLI tools (kubectl, helm, istioctl, argocd) across multiple clusters through dynamic kubeconfig support, allowing natural language Kubernetes management and operations.

apecloud/mcp-k8s

MaterCare Homes MCP Server

An AI-powered eldercare platform that enables AI agents to monitor passive sensors, generate personalized care plans, and access specialized healthcare knowledge bases. It provides tools for passive monitoring of senior activities, medical document OCR, and real-time alert management for caregivers.

Taurus-Ai-Corp/matercare-homes

EdgarTools MCP

Enables LLMs to download, parse, and analyze SEC EDGAR filings, including 10-K/Q reports, XBRL financial statements, and insider trading data. It provides structured access to institutional holdings, corporate events, and financial facts for comprehensive investment research.

sareegpt/edgartools-mcp

APLCart MCP Server

An MCP server providing access to the APLCart idiom collection with semantic search and syntax matching capabilities. It enables users to find APL expressions and idioms through natural language queries, keyword searches, and exact syntax lookups.

xpqz/ac-mcp

Blocknative MCP Server

An MCP server that provides real-time gas price predictions across multiple blockchains.

kukapay/blocknative-mcp

Impact Preview

Simulate and preview the impact of proposed policy changes on affected populations.

agent-polis/impact-preview

Kubernetes Pilot

Enables AI to manage Kubernetes clusters through a comprehensive set of tools for contexts, namespaces, pods, deployments, services, and other resources with optimized performance and context-aware operations.

bourbonkk/k8s-pilot

neurodev-mcp

NeuroDev MCP is a smart Model Context Protocol server for Python development. It performs deep code review, generates high-quality unit tests, runs test suites with coverage, and formats code automatically — all through an AI assistant like Claude or Cline.

ravikant1918/neurodev-mcp

IDA Pro MCP

Enables AI-assisted reverse engineering in IDA Pro by providing tools to analyze binaries, decompile functions, manage comments, search patterns, and interact with the IDA database through natural language.

icryo/ida-pro-mcp

ramadasmr/networkcalc-mcp

Look up DNS information for any domain to troubleshoot issues and gather insights. Get fast, relia…

ramadasmr/networkcalc-mcp

Metabase MCP Server

A Model Context Protocol server that enables interaction with Metabase via LLMs

cuenca-mx/metabase-mcp-server

Cumulocity MCP Server

Enables interaction with Cumulocity IoT platform for device management, measurements, and alarm monitoring. Supports filtering devices, retrieving measurements with time-based queries, and accessing active alarms through natural language.

Cumulocity-IoT/cumulocity-mcp-server

MolTrust

MolTrust MCP Server provides AI agents with identity verification, reputation scoring, and verifiable credentials through W3C DID-based trust infrastructure. Includes ERC-8004 on-chain agent registration and Base blockchain anchoring for tamper-proof credential verification.

MoltyCel/moltrust-mcp-server

Memory MCP Server

Provides a persistent "second brain" for Claude featuring zero-latency hot caching, semantic cold storage, and automatic pattern mining from activity logs. It enables users to store, search, and automatically extract project facts and code patterns for enhanced contextual recall.

michael-denyer/memory-mcp

Mcp Snowflake Service

MCP server implementation for Snowflake integration

datawiz168/mcp-snowflake-service

Containerized Strands Agents

Runs isolated AI agents in Docker containers with persistent workspaces and conversation history. Each agent has access to file operations, shell commands, GitHub integration, and can connect to external MCP servers for additional tools.

mkmeral/containerized-strands-agents

AISecretary

A modular collection of MCP servers for automating virtual secretary tasks within Microsoft Outlook, including email management, calendar operations, contacts, tasks, and mailbox settings through Microsoft Graph API.

DIEGODOPAZO/AISecretary

OracleDB MCP Server

Enables LLMs to interact with Oracle Databases by providing specific table and column metadata as context. Users can generate SQL statements and retrieve query results directly through natural language prompts.

hemangbhavasar/oracledb_mcp_server

AutoEQ MCP Server

Provides access to a database of over 8,800 headphones and IEMs for equalization settings, sound signature analysis, and Harman preference scores. It enables AI assistants to search, compare, and recommend headphones based on frequency response measurements and parametric EQ profiles.

verIdyia/autoeq-mcp

Atlas Vector Search Docs

Provides semantic search and document retrieval using MongoDB Atlas Vector Search with Voyage AI embeddings, enabling intelligent querying across markdown documentation with hierarchical chunking and contextual understanding.

patw/avs-docs-mcp

Simple Weather MCP

A cross-platform MCP server that provides weather forecasts by coordinates, location name, or IP address without requiring API keys. It leverages Open Meteo and OpenStreetMap to deliver fast, single-query weather lookups.

markmehere/simple-weather-mcp