The MCP Trust Index.

SkillOps MCP

by ultr0nx

An AI-powered MCP server for EdTech teams that automates support triage, re-engagement outreach, feedback analysis, progress reporting, and course design using Gemini.

Ultr0nX/skillops-mcp-server

nvd-mcp

by derrickjudge

An MCP server that brings NIST National Vulnerability Database (NVD) intelligence directly into Claude, enabling CVE lookup, product search, and prioritized risk assessment via natural language.

derrickjudge/nvd-mcp

JP Invoice & Tax MCP

by panda-studio-dev

Enables AI assistants to perform Japanese invoice and tax calculations, including consumption tax, withholding tax, invoice number validation, and invoice data generation, all locally without external APIs.

panda-studio-dev/jp-invoice-tax-mcp

mcp-ksef-pl

by cmendezs

Model Context Protocol (MCP) server for Polish Electronic Invoicing (KSeF / FA(2)). Provides tools to validate, generate, and explore API specifications for KSeF interoperability.

cmendezs/mcp-ksef-pl

mcpbluesky

by awaku7

An MCP server that enables users to interact with the Bluesky social network through comprehensive read and write API tools, including session management and timeline navigation. It also features a Jetstream-powered local SQLite database for indexing and searching Japanese posts.

awaku7/mcpbluesky

brave-mcp-langchain

by iamatulsingh

Enables Brave Search and web content fetching via MCP, and integrates as LangChain tools for AI agents.

iamatulsingh/brave-mcp-langchain

MCP Token Bridge

by waynebaby

Bridges MCP tool calls with OpenAI-compatible HTTP endpoints, allowing MCP clients to forward chat completion requests through a unified FastAPI server that returns responses with MCP-specific headers.

waynebaby/MCPTokenBridge

nicktools

by marvinmishka-rgb

A knowledge graph MCP server for research with source provenance, featuring 55 operations across 5 meta-tools and a four-tier web capture pipeline.

marvinmishka-rgb/nicktools-mcp

Ollama MCP Proxy

by apn-ra

A comprehensive MCP proxy server that bridges MCP clients with Ollama local language models, providing advanced features like RAG integration, context management, caching, and production-ready security.

apn-ra/ollama-mcp-proxy

Cisco ISE MCP Server

by theotherbrad

An MCP server that can support multiple Cisco ISE deployments.

TheOtherBrad/cisco-ise-mcp

GPT-SoVITS MCP Server

by ganpare

Enables text-to-speech synthesis and voice cloning through GPT-SoVITS API integration. Supports multiple languages (Chinese, English, Japanese, Korean, Cantonese), dynamic model switching, and reference audio-based voice quality replication.

ganpare/gpt-sovits-mcp-server

Argorant

by argorant

Argorant MCP Server — give your AI agent direct access to 614M verified B2B contacts. Query by industry, role, geography, and 100+ filters, then export emails verified by a live SMTP probe at request time (catch-alls flagged, invalids free). OAuth-secured. Works with Claude, ChatGPT, Cursor, and any MCP client. Endpoint: https://mcp.argorant.com/mcp

argorant/argorant-mcp

zont-mcp

by mab2908

An MCP server that connects AI assistants to the ZONT heating system via the official REST API. It enables users to monitor device states, control heating modes, and perform diagnostics using natural language.

MAB2908/zont-mcp

MusicBrainz MCP Server

by zas

Enables AI assistants to query the MusicBrainz music database for artists, albums, recordings, and labels. It provides tools for advanced searches, detailed metadata retrieval, and accessing cover art information.

zas/mcp-musicbrainz

Blockchain Verification MCP

by csoai-org

Blockchain Verification - MCP server providing AI-powered tools and automation by MEOK AI Labs

CSOAI-ORG/blockchain-verification-mcp

mcp-guardrails-kit

by tcharod

A prompt-injection-aware MCP server demonstrating guardrails for agentic tool use, including permission tiers, untrusted-content quarantine, and heuristic injection detection, with a fictional ticket-triage assistant.

tcharod/mcp-guardrails-kit

TheBrain MCP Server

by lonniev

Enables AI assistants to interact with TheBrain's knowledge management system through natural language for managing thoughts, notes, and attachments. It supports core features like full-text search, relationship mapping, and file uploads to streamline digital brain organization.

lonniev/thebrain-mcp

OpenAPI to MCP Server

by afstkla

Converts any OpenAPI/Swagger spec into an MCP server, exposing REST API endpoints as tools for Claude.

Afstkla/openapi-to-mcp

mazingira-mcp

by gabrielmahia

MCP server for Kenya environment — NEMA permits, climate data, conservation areas, environmental rights, climate adaptation.

gabrielmahia/mazingira-mcp

Amazon Music MCP Server

by mk-8

Enables control of Amazon Music playback through Claude Desktop via the Model Context Protocol. Users can play, pause, skip tracks, and search for music using natural language commands powered by browser automation.

mk-8/amazon-music-mcp

Kiro Telegram MCP Server

by jcsepulveda

Integrates Kiro IDE with Telegram to send notifications and request interactive confirmations via inline keyboard buttons.

jcsepulveda/mcp-kiro-telegram

mcp_server_image_selector

by lka

Enables interactive selection of image regions from images and PDFs, with OCR support and automated export of selected regions as separate files.

lka/mcp_server_image_selector

mcp-outline

by fastmcp-me

A Model Context Protocol server for interacting with Outline document management, supporting search, read, create, edit, archive documents, collections, comments, and backlinks.

fastmcp-me/mcp-outline

inspire-mcp

by karuboniru

An MCP server for the INSPIRE-HEP API, enabling literature search, author lookups, DOI/arXiv/ORCID resolution, citation export, and bibliography generation with configurable detail levels.

karuboniru/inspire-mcp

China Travel MCP

by mako202605

Provides AI assistants with comprehensive China inbound travel capabilities, including hotel and flight search, attraction discovery, itinerary planning, and travel tips.

mako202605/china-travel-mcp

Hardware Manual RAG MCP Server

by thenguyenyf

Enables querying hardware manuals (PDF/HTML) using local RAG with ChromaDB and embeddings, allowing Claude Code to look up pinouts, registers, and specifications.

thenguyenyf/hum-mcp

Déjà MCP Server

by bogacsmz

Enables agents to check proposals against team decisions via check_decision tool and recall memory via recall_memory tool, preventing conflicts with standing decisions in Slack.

bogacsmz/deja

2Captcha

by 2captcha

Solves captchas and automates browser interactions during web automation tasks using the 2Captcha service.

2captcha/mcp-captcha-solver

Product Data Tools MCP Server

by abakhar721

A basic MCP server setup guide demonstrating how to configure and run Python-based MCP servers with integration examples for Bright Data web scraping and Apify Actors for product data collection.

ABAKHAR721/data_mcp-server

1C MCP Sales Analyst

by av75057

Enables natural language queries about warehouse stock and sales data from 1C accounting system using DeepSeek AI and MCP tools.

Av75057/1c-mcp-sales-analyst

Multi Cluster Kubernetes MCP Server

by razvanmacovei

Enables managing multiple Kubernetes clusters simultaneously with over 60 tools for cluster operations, resource management, monitoring, RBAC, storage, networking, and more through AI assistants.

razvanmacovei/k8s-multicluster-mcp

Azure DevOps MCP Server

by iimsaurav

An MCP server that exposes 41 Azure DevOps tools to AI assistants, enabling management of pipelines, repositories, pull requests, releases, work items, test management, and wikis through natural language.

iimsaurav/azure-devops-mcp

Keshro MCP

by jlewitt1

The intelligent execution layer for coding agents, exposed as an MCP server for high-stakes engineering projects. It enables AI agents to manage plans, tasks, and integrations via tool calls.

jlewitt1/keshro-mcp

AWS Sage

by arunsanna

A unified MCP server for AWS that enables natural language infrastructure management, cross-service resource discovery, and dependency mapping. It features 30 intelligent tools for cost optimization, incident investigation, and multi-account operations protected by a robust safety system.

arunsanna/aws-sage-mcp

Imessage-MCP

by joshkaplan-dev

Read-only access to imessage

joshkaplan-dev/imessage-mcp

Tavily Web Search MCP Server

by iamkavy47

An experimental MCP server that provides web search capabilities using the Tavily API. Still in progress, not production-ready.

IamKavy47/mcpserver

wallabag-mcp

by rusty4444

MCP server providing AI assistants with a structured interface to manage wallabag articles, tags, and annotations.

rusty4444/wallabag-mcp

resume-repo-sync

by fusingsheep

A local MCP server that generates bullet points for resume project experience from GitHub repository signals, merges them into a PDF resume, and exports a new PDF using templates.

Fusingsheep/resume-repo-sync

interdeep

by mistakeknot

An MCP server for deep research that extracts clean text from web pages using hybrid extraction strategies and compiles findings into structured markdown reports. It provides tools for single and batch URL content extraction with optional Playwright support for JavaScript-heavy sites.

mistakeknot/interdeep

OpenRAG

by janik96v

An open-source RAG MCP Server

janik96v/OpenRAG

openecon-data

by hanlulong

Give your AI agent accurate economic data. 330K indicators from FRED, World Bank, IMF, Eurostat & more. MCP server + web UI.

hanlulong/openecon-data

CHAI pentest tool

by nihar-sarkar

Cyber Host Artificial Intelligence (C.H.A.I) An autonomous penetration testing MCP (Model Context Protocol) server with an integrated AI decision engine, multi-provider LLM support, and an extensible plugin architecture.

NIHAR-SARKAR/CHAI

mdbp-server

by dorukyelken

Enables AI systems to securely query databases using structured intents (MDBP) with automatic schema discovery and policy enforcement.

DorukYelken/Model-Database-Protocol

mcp-csu

by reloadcz

Provides AI assistants direct access to 700+ statistical datasets about the Czech Republic, including population, economy, prices, wages, employment, industry, agriculture, trade, tourism, environment, and more.

reloadcz/mcp-csu

mcp-python-sdk-grpc-poc

by googlecloudplatform

GoogleCloudPlatform/mcp-python-sdk-grpc-poc

mcp-manus

by jaeyunha

MCP Manus

jaeyunha/mcp-manus

cloudsealed-mcp

by cloudsealed

MCP server providing deterministic cost anomaly detection for cloud billing and auditable architecture risk scoring, enabling AI agents to identify waste and risk with explainable rules.

cloudsealed/cloudsealed-mcp