The MCP Trust Index.

VOICEVOX TTS MCP

A text-to-speech MCP server that enables AI assistants to speak using the VOICEVOX engine with support for multi-character conversations. It features queue management, low-latency streaming via FFplay, and cross-platform playback across Windows, macOS, and Linux.

kajidog/mcp-tts-voicevox

mcp-anything

One command to turn any codebase into an MCP server. Not just REST APIs. Not just OpenAPI specs.

Type-MCP/mcp-anything

Longhand

Persistent local memory for Claude Code that indexes every session's JSONL file verbatim into SQLite + ChromaDB. Exposes 17 MCP tools for semantic recall, deterministic file replay, and fuzzy "do you remember when..." queries across your entire session history — no API calls, nothing leaves the machine.

Wynelson94/longhand

BSL Atlas

Provides structural and semantic code search across 1C/BSL enterprise codebases with call graph analysis, metadata inspection, and vector-powered natural language queries.

arman-kudaibergenov/bsl-atlas

cogmemai-mcp

Persistent cloud memory for AI coding assistants. 28 MCP tools for semantic search, auto-learning, task tracking, correction patterns, knowledge graphs, and session replay across Claude Code, Cursor, Windsurf, Cline, and any MCP client. Encrypted at rest. Team shared memory with author attribution.

hifriendbot/cogmemai-mcp

konquest-meta-ads-mcp

Supervised Meta Ads operating system for Claude Code. 57 tools for campaign management, multi-asset ads, targeting, pixel diagnostics, catalogs, and safety gates. All ads created PAUSED - operator approves every action.

brandu-mos/konquest-meta-ads-mcp

pty-mcp

Interactive PTY sessions for AI agents — local shells, SSH with persistent sessions (ai-tmux daemon for attach/detach), and serial ports. Single Go binary, no tmux dependency.

raychao-oao/pty-mcp

nonmem-mcp-server

An MCP server for NONMEM pharmacometric modeling that provides structured access to model parsing, execution, and results analysis. It enables users to perform diagnostics, manage PsN workflows, and translate models to mrgsolve for PK simulations through natural language.

sueinchoi/nonmem-mcp-server

NocturnusAI

NocturnusAI sits between your agent and the LLM. It extracts facts, reasons about what's relevant, and returns only what changed optimizing your token usage, saving you costs.

Auctalis/nocturnusai

vocotype

VocoType 是一款运行在本地端侧的隐私安全语音输入工具，通过快捷键即可将语音实时转换为文字并自动输入到当前应用。支持语音转文字MCP、AI 优化文本、自定义替换词典、录音视频转文字等功能，让语音输入更高效、更安全。

233stone/vocotype-cli

SEO Research MCP

Enables AI coding assistants to perform SEO research tasks including backlink analysis, keyword research, traffic estimation, and keyword difficulty analysis using Ahrefs data directly within IDEs.

egebese/seo-research-mcp

B&R Automation Studio

Bridges B&R Automation Studio industrial control systems with development tools for building projects, launching ARsim simulators, and reading/writing OPC UA variables for real-time system interaction and monitoring.

andrewmusser/br-automation-mcp

GDAL MCP

An MCP server providing geospatial analysis tools for raster and vector data, integrated with a reflection system that requires AI agents to justify their methodological decisions. It enables accurate mapping and spatial operations by ensuring reasoned choices for coordinate systems, resampling, and data transformations.

JordanGunn/gdal-mcp

Academic MCP

Enables users to search, download, and read academic papers from multiple platforms including arXiv, PubMed, bioRxiv, Google Scholar, Semantic Scholar, and CrossRef through a unified interface.

LinXueyuanStdio/academic-mcp

Kubernetes Claude

Integrates Claude with Kubernetes, ArgoCD, and GitLab to analyze and troubleshoot GitOps workflows by collecting resource information, correlating cross-system data, and providing actionable recommendations through a RESTful API.

blankcut/kubernetes-mcp-server

Standard Metrics MCP Server

Connects AI clients to the Standard Metrics API for automated analysis of venture capital portfolio data. It enables users to query financial metrics, track company performance, and generate comprehensive reports using natural language.

Quaestor-Technologies/smx-mcp

Nebius MCP Server

Enables AI agents to fetch Nebius cloud service documentation and execute Nebius CLI commands for managing cloud resources like compute instances and storage buckets through natural language interactions.

nebius/mcp-server

SuprSend MCP Server

Manage your entire notification infrastructure using natural language. Trigger workflows, create users, manage preferences, update tenant branding, and access docs — all from Cursor, Claude Desktop, or Windsurf. 24 tools covering email, SMS, push, WhatsApp, Slack, MS Teams, and in-app notifications.

suprsend/cli

google-docs-mcp

rmarji/google-docs-mcp

Scopus MCP Server

Provides access to the Elsevier Scopus API, enabling AI assistants to search for academic papers, retrieve detailed abstracts, and look up author profiles. It facilitates bibliometric research and scholarly data analysis through natural language commands.

qwe4559999/scopus-mcp

wxauto MCP Server

Provides WeChat automation capabilities for AI development tools via the Model Context Protocol. It enables users to send messages, manage contacts, and handle file transfers through AI assistants like Claude and Cursor.

cluic/wxauto-mcp

Riksarkivet

Integrates with the Swedish National Archives (Riksarkivet) data platform to search transcribed historical documents, retrieve full page contexts with ALTO XML parsing, explore IIIF collections, and access OAI-PMH metadata records for document discovery and historical research.

ai-riksarkivet/ra-mcp

AgentSkills MCP

Provides comprehensive financial research tools including A-share stock analysis, web scraping, entity extraction, and multi-source search capabilities for building intelligent financial research agents.

zouyingcao/agentskills-mcp

Microsoft Sentinel MCP Server

MCP server for Microsoft Sentinel. Enables access to Sentinel logs, incidents, analytics, and Entra ID data via a modular, queryable interface. Strictly non-production. Designed for use with Claude and other LLMs.

dstreefkerk/ms-sentinel-mcp-server

Juspay MCP Tools

Enables AI agents to interact with Juspay's payment processing APIs and merchant dashboard for managing orders, transactions, refunds, customers, gateways, and reporting through natural language.

juspay/juspay-mcp

Panda Odoo MCP Server

Enables seamless interaction with Odoo instances through the Model Context Protocol, supporting CRUD operations, custom method execution, and real-time updates. It offers versatile communication via stdio and HTTP protocols, including support for streaming and Server-Sent Events.

pandeussilvae/mcp-odoo-panda

Ludus FastMCP

Enables AI-powered management of Ludus cyber range environments through natural language commands. Provides 157 tools for range lifecycle management, scenario deployment, template creation, Ansible role management, and SIEM integration for security testing and research.

tjnull/Ludus-FastMCP

Web Search MCP

A high-performance search service that converts results from Google, Bing, and DuckDuckGo into structured JSON or Markdown. It features multi-layer depth crawling and uses the Camoufox anti-detection browser for reliable content extraction and fallback search logic.

uk0/web-search-fast

MCP Code Checker

Enables AI assistants to perform comprehensive code quality checks including pylint, pytest, and mypy analysis on Python projects, with smart prompts for explaining issues and suggesting fixes.

MarcusJellinghaus/mcp-tools-py

Kali-Mcp-Toolkit

An MCP server that exposes over 500 Kali Linux security tools to AI models for automated penetration testing and security auditing. It includes modules for tool execution, interactive terminal management, and sandboxed code editing across 12 security categories.

trymonoly/Kali-Mcp-Toolkit

Carla Audio Plugin Host

Integrates with Carla audio plugin host to provide complete session management, plugin loading/control, audio routing, parameter automation, real-time analysis, and JACK port management across multiple plugin formats with Wine support for Windows plugins.

agrathwohl/carla-mcp-server

CV Resume Builder MCP

Automatically generates and updates CVs/resumes by aggregating data from git commits, Jira tickets, Credly certifications, and existing PDF resumes, with LaTeX formatting support.

eyaab/cv-resume-builder-mcp

context-lens

cornelcroi/context-lens

agent-tool

Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities.

knewstimek/agent-tool

Hamr

Go framework for building MCP servers with struct-tag schema definitions, pre-built tool collections, middleware, and token cost optimization.

akhilraghav0/hamr

AWS Athena MCP Server

Enables execution of SQL queries against AWS Athena databases with schema discovery, query status management, and result retrieval through a standardized Model Context Protocol interface.

ColeMurray/aws-athena-mcp

zulip

Run AI agents in Zulip as @mentionable bots — or wire into any MCP client.

windborne/zulipmcp

mcp-apple-music

Full Apple Music integration for Claude: search the catalog, browse your personal library, manage playlists, and get personalised recommendations.

Cifero74/mcp-apple-music

Homelab Infrastructure

Unified access to homelab infrastructure through Docker/Podman containers, Ollama AI models, Pi-hole DNS, Unifi networks, UPS monitoring, and network ping operations.

bjeans/homelab-mcp

Casys-AI/mcp-server

Production-ready MCP server framework with concurrency control, auth, and observability

Casys-AI/mcp-server

Gaia-Protocol

Gaia Protocol—a planetary DAO for global resource management using quantum-entangled ledgers and algorithmic governance.

KOSASIH/Gaia-Protocol

Eka MCP Server

Provides access to Indian healthcare knowledge bases including 500,000+ branded drugs and 180+ treatment protocols from authoritative institutions like ICMR, enabling AI responses grounded in verified medical information specific to the Indian healthcare context.

eka-care/eka_mcp_server

meshledger-mcp-server

AI-to-AI economic marketplace with on-chain USDC escrow on Base L2. Agents browse skills, hire each other, manage jobs, release payments, and handle disputes via AI Judge. 15 MCP tools, reputation scoring.

MeshLedger/MeshLedger

Polymarket

Integrates with Polymarket to provide real-time prediction market data, price tracking, and trading analytics across active betting markets with intelligent caching and retry logic.

ozgureyilmaz/polymarket-mcp

WeChat Articles

Extracts content from WeChat public account articles using browser automation and HTML parsing.

bwkyd/wexin-read-mcp

hwp-mcp

An MCP server for reading, writing, and managing Korean Hangul Word Processor (HWP/HWPX) files. It allows users to extract content, fill templates, and create new documents directly through AI assistants.

treesoop/hwp-mcp

SamiGPT

An AI-powered security operations platform that integrates with SIEM, EDR, and case management systems via MCP to automate incident response and investigation workflows. It provides specialized tools for alert triage, threat intelligence enrichment, and endpoint remediation across vendor-neutral APIs.

M507/AI-SOC-Agent

mcp-this

Dynamically exposes CLI/bash commands as MCP tools and creates structured AI prompt templates through simple YAML configuration files, enabling users to transform any command-line tool into an MCP-compatible interface without writing code.

shane-kercheval/mcp-this

Rancher MCP Server

Model Context Protocol (MCP) server for the Rancher ecosystem: multi-cluster Kubernetes, Harvester HCI (VMs, storage, networks), and Fleet GitOps.

mrostamii/rancher-mcp-server

Text-to-GraphQL MCP Server

Converts natural language queries into valid GraphQL queries and executes them against GraphQL APIs. Includes schema introspection, query validation, execution with authentication, and query history tracking.

Arize-ai/text-to-graphql-mcp