The MCP Trust Index.

spatial-memory-mcp

by arman-tech

A persistent semantic memory system for LLMs with time-based decay, automatic memory capture, and spatial navigation tools for exploring knowledge graphs.

arman-tech/spatial-memory-mcp

lingtai-whatsapp

by lingtai-ai

MCP server for interacting with the official Meta WhatsApp Business Platform/Cloud API, enabling sending messages, managing contacts, templates, and handling webhook callbacks.

Lingtai-AI/lingtai-whatsapp

ie-mcp

by thomfilg

Enables LLMs to drive Edge in IE mode for automating legacy IE-only web applications, supporting tasks like clicking, filling forms, and data extraction via Selenium.

thomfilg/ie-mcp

Mathematics MCP Server

by tanishra

A FastMCP server providing 22 mathematical operations for AI assistants like Claude, enabling precise arithmetic calculations through a standardized interface.

tanishra/math-mcp-server

FastMCP SQL Tools

by atarkowska

SQL database access with support for PostgreSQL, MySQL, and SQLite

atarkowska/fastmcp-sqltools

Optimization MCP

by eesb99

Provides nine specialized production-ready solvers for advanced resource allocation, network flow, and multi-objective optimization with native Monte Carlo integration. It enables users to perform constraint-based decision-making and performance analysis directly through Claude Code.

eesb99/optimization-mcp

Athena

by limitless235

A project-aware, capability-driven advisory framework for AI coding assistants, providing structured consultation via a single MCP tool.

limitless235/Athena

Vault MCP Server (mschuchard)

by mschuchard

A third-party MCP server for interacting with HashiCorp Vault to manage ACL policies, audit devices, and secret engines like KV v2, PKI, and Transit. It provides tools for system backend administration and includes prompts for generating security policy configurations.

mschuchard/vault-mcp-server

Google Calendar Gmail MCP

by aaka5204

An MCP server that enables AI assistants to interact with Google Calendar and Gmail, allowing users to manage events, send emails, and organize their inbox through natural language.

AaKa5204/Google-Calender-MCP

sarup

by phuicmt

Enables context compression for Claude Code with Thai language support, reducing token usage by 50-88% while preserving full recoverability of original content.

PHUICMT/sarup

circuit-recognition

by hr-donk

MCP server for intelligent circuit diagram recognition, enabling detection of components, text, topology, and netlist from circuit images.

HR-DONK/circuit-recognition

mdbook

by bobmatnyc

Enables AI assistants to read, write, and manage markdown books with multi-format support and interactive features.

bobmatnyc/md-book

willorn/mcp-yashan

by willorn

Enables AI assistants to query YashanDB using natural language through SQL operations.

willorn/mcp-yashan

➡️ attestable-mcp-server

by co-browser

Verify that any MCP server is running the intended and untampered code via hardware attestation.

co-browser/attestable-mcp-server

atomno-mcp-seo-audit

by atomno-labs

MCP server for technical SEO audits, powered by the detail.web engine. Run a site audit straight from your AI agent to get a health score, issues across 8 categories, and a GEO sub-score.

atomno-labs/mcp-seo-audit

easy-gg-bedwars-mcp

by iwillwait4u

A local-first Python MCP server for Easy.gg BedWars custom scripting, enabling users to create, edit, and sync Roblox BedWars scripts using official APIs and Code Sync.

iwillwait4u/easy-gg-bedwars-mcp

TelemetryFlow Python MCP Server

by telemetryflow

Enterprise-grade MCP server integrating Claude AI capabilities, enabling AI-powered conversations, file operations, and system tools via the Model Context Protocol.

telemetryflow/telemetryflow-python-mcp

TabPFN MCP Server

by neelays

Enables AI assistants to train and run TabPFN models for tabular classification and regression tasks via the TabPFN API.

NeelayS/tabpfn-mcp

Marqeta DiVA API MCP Server

by zvika-finally

Provides programmatic access to Marqeta's DiVA API for retrieving aggregated financial data including transactions, settlements, chargebacks, card/user details, and balances. Supports advanced querying, filtering, rate limiting, and optional RAG features for semantic search on transaction data.

zvika-finally/marqeta-diva-mcp

mcp-qimen

by molpass

Evaluates Qimen Dunjia divination for a given date and time, returning structured text and a 9-palace PNG chart.

molpass/mcp-qimen

Simple OpenAI Assistant

by andybrandt

Create and manage conversations with OpenAI assistants.

andybrandt/mcp-simple-openai-assistant

Moondream MCP Server

by colemurray

Provides AI-powered image analysis capabilities including captioning, visual question answering, object detection, and coordinate pointing for both local files and remote URLs through the Moondream vision language model.

ColeMurray/moondream-mcp

DCAP Disco

by boorich

Connects to the DCAP intelligence stream to discover and cache tools in real time, and enables autonomous tool acquisition by allowing agents to call any discovered tool without manual configuration, including automatic x402 payment handling.

boorich/dcap_disco

Ai Doctor Api Ai Medical Chatbot Healthcare Ai Assistant MCP Server

by bach-ai-tools

Provides access to an AI medical chatbot API for healthcare assistance, enabling natural language interactions such as neurosurgery queries.

BACH-AI-Tools/bach-ai_doctor_api_ai_medical_chatbot_healthcare_ai_assistant

oncrawl-mcp-server

by amaculus

MCP server that exposes OnCrawl's API for use with Claude Code and Claude Desktop. Enables Claude to perform deep technical SEO analysis by querying crawl data, Google Search Console metrics, and crawl-over-crawl comparisons.

Amaculus/oncrawl-mcp-server

MCP Weather Server — Demo

by shazforiot

Demo MCP server that provides weather data for cities, with tools to get weather and list available cities.

shazforiot/MCP-Explained

AutoCAD MCP Server

by thepiruthvirajan

Enables programmatic control of AutoCAD through COM automation, allowing natural language commands to create structures, manage layers, and manipulate entities via MCP clients like Claude.

thepiruthvirajan/autocad-mcp-server

GraphDB MCP Server

by ianormy

MCP server tools for GraphDB

ianormy/mcp-graphdb

Waze MCP Server

by semichcsc-byte

Provides Waze routing and travel-time tools to MCP clients, enabling travel time queries, route alternatives, and address geocoding without an API key.

semichcsc-byte/waze-mcp

django-rest-framework-mcp

by zacharypodbela

Exposes Django REST Framework APIs as MCP tools, enabling natural language interactions with your data models such as CRUD operations and custom actions, with automatic schema generation from DRF serializers.

zacharypodbela/django-rest-framework-mcp

Mcp-Omega-Brain

by vrtxomega

AI agent provenance, trust, and auditability layer. VERITAS multi-gate scoring, Cortex approval gates, S.E.A.L. hash-chain audit ledger, and semantic RAG with cryptographic provenance tracking for every decision an agent makes.

VrtxOmega/omega-brain-mcp

RealityScan MCP

by fkrn75

Enables AI agents to control the RealityScan photogrammetry pipeline (align, mesh, texture, export) either headless or through a visible GUI, and includes a 360° video to perspective frames converter for pre-processing equirectangular and YouTube EAC content.

fkrn75/realityscan-mcp

MCP-YouTube-Transcribe

by jackhp

Enables fetching transcripts from YouTube videos by searching for videos based on text queries and retrieving either official transcripts or generating them using AI-powered transcription with Whisper when official transcripts are unavailable.

JackHP/MCP-YouTube-Transcribe

IP Fabric MCP Server

by sdargoeuves

Enables AI assistants to query IP Fabric network inventory and snapshots through natural language, using tools to fetch devices, interfaces, routing tables, and more.

sdargoeuves/ipf-mcp-playground

agy-ui-mcp

by qdzsh

Delegates frontend/UI refinement to Gemini via agy CLI, using iterative vision loops and diff-gating to realign UIs to design mockups without affecting backend code.

qdzsh/agy-ui-mcp

datalastic-mcp

by robderstadt

MCP server that enables AI assistants to access real-time vessel tracking, port information, and maritime data through the Datalastic Marine AIS Data API.

robderstadt/datalastic-mcp

contact-verifier-mcp

by owieschon

MCP server for verifying B2B contact records via email syntax and DNS/MX checks, serving verified data with per-tenant isolation.

owieschon/contact_ver

mainframe-mcp

by sagar25k

Provides safe, structured access to an IBM z/OS mainframe through natural language in Claude Code, enabling screen reading, dataset browsing, code editing, job submission, and regression testing.

sagar25k/mainframe-mcp

MCP Word Commander

by chyinan

Enables AI assistants to directly read, edit, and manipulate Word documents, supporting image and table operations, paragraph editing, and search/replace.

chyinan/MCP-Word-Commander

Voice Transcriber MCP Server

by fgasparetto

Automatically transcribes Google Chat voice messages using Groq Whisper API, and also supports local audio file transcription.

fgasparetto/voice-transcriber-mcp

qontinui-lib-mcp

by qontinui

Enables AI-powered visual automation workflows by providing tools for searching nodes, creating and validating workflows, and executing automation scripts via natural language.

qontinui/qontinui-lib-mcp

Memory MCP

by kassol

Personal memory service using semantic vector retrieval and knowledge graphs to persist long-term context, supporting memory evolution and conflict labeling for the same entity.

kassol/memory-mcp

Enhanced QR Code MCP Server

by myownipgit

Generates QR codes and automatically saves them as PNG files with metadata tracking, batch processing capabilities, and organized file management for production workflows.

myownipgit/enhanced-qrcode-mcp

mcpharden

by cognis-digital

Scans MCP servers for security hardening issues including capability declarations, transport, and tool descriptions.

cognis-digital/mcpharden

Proms MCP Server

by app-sre

A lean MCP server that provides LLM agents with transparent access to multiple Prometheus instances for metrics analysis and SRE operations.

app-sre/proms-mcp

DAW MIDI Generator MCP

by s2d01

Enables Claude AI to generate professional, production-ready MIDI files (chord progressions, drum patterns, bass lines, melodies, and full arrangements) compatible with any DAW including Logic Pro, Ableton Live, FL Studio, and more.

s2d01/daw-midi-generator-mcp

LLM Council MCP

by salutaris91

A lightweight, local MCP server for Mac that replicates a 3-stage LLM council workflow using OpenRouter, enabling multi-model deliberation and synthesis directly from AI coding tools.

salutaris91/llm-council-mcp

Academic Hub

by bockybocky

MCP server providing access to academic research resources, enabling AI assistants to search and retrieve scholarly content.

bockybocky/mcp-academic-hub

Higgsfield AI MCP Server

by geopopos

MCP server integrating Higgsfield AI API for image generation, video animation, and speech-to-video synthesis with character management and job tracking.

geopopos/geo_higgsfield_ai_mcp

scrapedatshi-mcp

by scrapedatshi

Enables Claude to scrape, crawl, extract data, and sync to vector databases using scrapedatshi's RAG pipeline, with support for multiple embedding and vector DB providers.

scrapedatshi/scrapedatshi-mcp