The MCP Trust Index.

clawguard-mcp

MCP server for AI security scanning. Detects prompt injections, jailbreaks, data exfiltration, and social engineering attacks in real-time using 42 regex patterns via the ClawGuard Shield API. Sub-10ms response times.

joergmichno/clawguard-mcp

Alexandria2

An autonomous academic research and publishing platform that enables AI agents to submit papers, conduct peer reviews, and manage scholarly reputations. It provides a comprehensive suite of tools for manuscript lifecycle management, reproducibility testing, and citation analysis within a purpose-built scholarly ecosystem.

DanielFluxman/Alexandria2

Obsidian MCP

Enables AI agents to manage Obsidian vaults through full CRUD operations, wikilink management, and section-level manipulation. It supports frontmatter editing, tag-based searching, and automated link updates to maintain vault integrity.

Abrak98/obsidian-mcp

Realty In Ca1 MCP Server

Enables users to access the Realty In Ca1 API to search for residential and commercial property listings, view detailed property information, and retrieve neighborhood demographics or statistics. It supports filtering by geographic location, price range, building type, and other real estate characteristics.

BACH-AI-Tools/bachai-realty-in-ca1

webfetch-mcp

Drop-in MCP replacement for the built-in WebFetch tool. Adds domain-scoped custom HTTP headers via YAML config, with bot-block detection, HTML-to-text extraction, retries, proxies, and prompt-injection sanitization.

simonediroma/webfetch_mcp

OPET Fuel Prices MCP Server

Provides access to OPET fuel station prices across Turkish provinces. Enables querying fuel prices by province, listing available provinces, and checking last update timestamps.

sinanerdinc/opet-mcp

GNOME Desktop MCP

GNOME desktop automation for AI agents. 30 tools via D-Bus: screenshots, window management, mouse/keyboard injection, clipboard, workspaces, and system notifications. Works on any GNOME 45–49 Linux desktop.

sbuysse/gnome-desktop-mcp

MCP Commute Assistant

A smart commute assistant that monitors travel routes via the Amap API and sends automated notifications to DingTalk. It enables users to schedule daily route checks and receive real-time traffic updates using a modular MCP-based architecture.

standup-coder/mcp4coder

Massive Context MCP

An MCP server that enables processing of massive datasets up to 10M+ tokens using a recursive language model pattern for strategic chunking and analysis. It automates sub-queries and result aggregation using free local inference via Ollama or the Claude API to handle context beyond standard prompt limits.

egoughnour/massive-context-mcp

Log MCP Server

Enables AI assistants to automatically inspect and analyze application runtime log files for debugging and troubleshooting. Supports monitoring multiple log directories simultaneously with tools for listing, reading, searching, and paginating through log files.

thhart/log-mcp

nexus-mcp-ci

Unified MCP server combining hybrid search (vector + BM25 + code graph), structural code analysis, and persistent semantic memory. 15 tools, 25+ languages, <350MB RAM, fully local.

jaggernaut007/nexus-mcp

mcp-research

Enables AI assistants to perform comprehensive web research through tiered search, secure URL fetching with markdown conversion, and automated multi-source synthesis pipelines. Provides read-only tools with configurable caching, SSRF protection, and optional LLM-powered summarization for search results and content analysis.

MABAAM/Maibaamcrawler

Oura Ring MCP Server

A Python-based Model Context Protocol server that provides AI assistants with access to Oura Ring health and fitness data across 15+ endpoints. It enables querying metrics like sleep, activity, readiness, and cardiovascular health through simple authentication and date-range filtering.

abekek/oura-mcp-python

Coze MCP Server For OpenClaw

Exposes Coze workflows as MCP tools, allowing AI clients to discover and execute workflows from a specified Coze workspace. It provides a simple way to integrate external skills into platforms like OpenClaw without needing local environment configurations.

danielcy/coze-mcp-for-openclaw

brainiall-mcp-server

AI-powered speech tools by Brainiall: pronunciation assessment with phoneme-level feedback, speech-to-text with language detection, and text-to-speech with multiple voices.

fasuizu-br/brainiall-mcp-server

MCP Subfinder Server

Model Context Protocol (MCP) server that wraps ProjectDiscovery's subfinder tool for powerful subdomain enumeration through a JSON-RPC API.

copyleftdev/mcp_subfinder_server

Telegraph MCP Server (Python)

Enables interaction with the Telegraph API (telegra.ph) to create, manage, edit, and export Telegraph pages. Supports account management, templates, Markdown/HTML formatting, and page backup functionality.

NehoraiHadad/telegraph-mcp-py

Zsh Tool

Intelligent Zsh shell execution with yield-based oversight, PTY mode for interactive prompts, circuit breaker, and learning capabilities.

arktechnwa/zsh-tool

Calculator MCP Server

A unified mathematical calculator that automatically detects expression types and performs basic arithmetic, statistical calculations, equation solving, and batch computations with 20+ built-in mathematical functions.

tengmmvp/Calculator_MCP

MCP Voice Notification

Provides voice notifications using Grok's text-to-speech API to alert users when Claude Code completes tasks, with support for both local and remote server configurations.

orishu/mcp-voice-notif

Tasker MCP

An MCP server for Android's Tasker automation app.

dceluis/tasker-mcp

Health Claims MCP Server

Provides a mock interface for managing health insurance operations, including claims processing, benefit inquiries, provider searches, and prior authorization requests. It enables developers to test healthcare workflows using synthetic data through the Model Context Protocol.

immannan/healthcare-mcp

MCP Claude Context Continuity

An MCP server that maintains conversation context for the Claude CLI across multiple invocations using its built-in resume feature. It enables users to save, restore, and branch sessions to manage continuous AI interactions effectively.

tethiro/mcp-claude-context-continuity

KlingMCP

Kling AI video generation with text-to-video, image-to-video, and multiple quality/speed models via AceDataCloud API.

AceDataCloud/KlingMCP

Sequential Thinking MCP Server

Facilitates structured, progressive thinking through defined cognitive stages (Problem Definition, Research, Analysis, Synthesis, Conclusion), enabling users to break down complex problems, track thought progression, and generate summaries of their thinking process.

badbboy/mcp-sequential-thinking

Fabric Marketplace

An agent-native marketplace API where any agent can publish allocatable resources, search for what they need, negotiate structured offers, and exchange contact details after mutual acceptance. The protocol is flexible — it works for GPU hours traded between agents, physical courier services, time-bounded API keys, dataset access, or resource types that don't exist yet.

Fabric-Protocol/fabric

Mcp_3d_relief

This project provides a MCP server that converts 2D images into 3D relief models in STL format, suitable for 3D printing or rendering.

Bigchx/mcp_3d_relief

Media-infrastructure

Media Execution Control Layer for AI Agents. Reserve-execute-burn/refund pattern. FFmpeg post-processing (format conversion, audio normalization) Supports Flux2 Pro, Veo 3.1, Suno V5.

elestirelbilinc-sketch/vap-showcase

OSM Edit MCP Server

Enables AI assistants to search, validate, and edit OpenStreetMap data through natural language commands and built-in safety protections. It supports discovery of nearby amenities, geographic data exploration, and secure map editing via OAuth authentication.

skywinder/osm-edit-mcp

mcp-kubernetes-server

An MCP server that enables AI assistants to interact with Kubernetes clusters by translating natural language into kubectl and Helm operations. It allows users to query, manage, and diagnose Kubernetes resources and cluster states through a seamless integration.

feiskyer/mcp-kubernetes-server

EdgeBox

A local sandbox that provides AI agents with code execution, filesystem access, and a full GUI desktop environment for 'computer use' capabilities. It exposes tools for shell commands, multi-language code interpretation, and remote desktop automation via the Model Context Protocol.

BIGPPWONG/EdgeBox

Dynamics 365 Finance & Operations MCP Server

Exposes the full capabilities of Microsoft Dynamics 365 Finance & Operations to AI assistants through 49 comprehensive tools and standardized protocol interactions. It enables sophisticated workflows including OData operations, metadata discovery, and secure database analysis.

mafzaal/d365fo-client

Jira MCP

Enables control and interaction with Jira through the Jira Command Line interface, allowing users to manage Jira tasks and operations through natural language commands.

xcollantes/jira-mcp

Weather MCP Server

A real-time weather query server based on the HelloAgents framework that provides weather data for major Chinese cities and global locations via the wttr.in API. It allows users to retrieve temperature, humidity, and atmospheric conditions without requiring an API key.

cyc20020404-sys/weather-mcp-server

MCPGex

Enables LLMs to systematically develop and validate regex patterns by defining test cases with expected matches, testing patterns against them, and iteratively refining until all requirements are satisfied.

PatzEdi/MCPGex

Document Q&A MCP Server

Enables document-based question answering using OpenAI's GPT-4 with semantic search and embeddings. Upload PDF, TXT, or Markdown files and get answers strictly based on document content with source attribution and confidence scores.

sprchr/MCPDocumentChat-main

PDF MCP Server

An MCP server for PDF form filling, basic editing, and OCR text extraction. It enables users to merge, rotate, annotate, and sign PDFs, while also supporting text extraction from both searchable and scanned image-based documents.

nfsarch33/pdf-mcp-server

NeverOnce

Persistent, correctable AI memory with zero dependencies. Corrections always surface first and never decay. SQLite-backed, 400 lines of pure Python, MCP server included.

WeberG619/neveronce

Foreman MCP Server

Enables interaction with Foreman instances to manage systems through the Model Context Protocol. It provides access to Foreman resources and tools, such as security update reports, directly within AI-powered environments like VSCode and Claude Desktop.

theforeman/foreman-mcp-server

Odoo MCP Server

Enables AI assistants to interact with Odoo ERP systems through XML-RPC to manage records, search for employees, and track holidays. It provides comprehensive access to Odoo models and methods, allowing users to query data and execute custom functions via the Model Context Protocol.

urmilabhuva/mcp-odoo-fork

ServiceNow MCP Server

Enables Claude to interact with ServiceNow instances to manage incidents, service catalogs, workflows, and knowledge bases through the ServiceNow API. It supports comprehensive operations including record querying, script execution, and user management using various authentication methods.

shameerampcome/servicenow-mcp

mcp-bbs

A FastMCP-based telnet client that enables AI agents to interact with legacy Bulletin Board Systems (BBS) through the Model Context Protocol. It features full ANSI terminal emulation, pattern-based screen reading, and automatic discovery of menus and navigation flows.

livingstaccato/mcp-bbs

Google Scholar MCP Server

Enables academic research through Google Scholar by searching for papers, finding author publications, discovering recent research, and identifying highly cited works through web scraping with natural language queries.

docxmxm/Google-Scholar-MCP-Functional

US Healthcare Analytics

13 MCP servers with 69 tools for US public healthcare analytics covering CMS, Census, BLS, and HRSA data.

ajhcs/healthcare-data-mcp

S2T Accelerators

36 enterprise MCP tools for AWS security, infrastructure generation, AI workflows, and agent governance. IAM validation, MFA compliance, CloudFormation/SAM generation, DynamoDB design, OAuth validation, vector embeddings, error analysis, data lake readiness, 12 ACI governance tools for AI agent safety, and 4 local interview tools.

S2TConsulting/accelerators-mcp

TechMCP - PSG College of Technology MCP Server

Enables AI assistants to access PSG College of Technology e-campus portal data including CA marks, attendance records, timetable schedules, and course information through natural language queries.

codit04/TechMCP

Amazon PA-API MCP Service

Enables interaction with Amazon's Product Advertising API to search for and retrieve product information from Amazon marketplaces. Supports multiple Amazon regions and marketplaces with configurable host, region, and partner credentials.

jademind/mcp-amazon-paapi

mcp-esa-server-python

A Python-based MCP server that enables users to interact with the esa.io API for documentation management. It provides tools for retrieving user information and performing full CRUD operations on articles.

scnsh/mcp-esa-server-python

MCP Server For Garak LLM Vulnerability Scanner

MCP Server for using Garak LLM vulnerability scanner

EdenYavin/Garak-MCP

MCP Memento

A persistent long-term memory server for AI assistants that enables storing and recalling solutions, facts, and decisions with intelligent confidence tracking and relationship mapping. It allows developers to build a cross-platform knowledge base that integrates seamlessly with IDEs and CLI agents.

annibale-x/mcp-memento