The MCP Trust Index.

mcp_agent

by jameshung2015

public server for mcp

jameshung2015/mcp_agent

memory-mcp

by isaacriehm

A self-organizing, persistent semantic memory layer that enables AI agents to store, categorize, and retrieve information using hybrid vector and keyword search. It features autonomous chunking, deduplication, and hierarchical taxonomy management through a PostgreSQL-backed MCP server.

isaacriehm/memory-mcp

Chatlog MCP Server

by yhai3596

Enables users to analyze, search, and export chat logs from various platforms through tools for managing chatrooms, contacts, and sessions. It supports advanced filtering by time, keyword, and sender to provide detailed message analytics via MCP-compatible clients.

yhai3596/MCP-chatlog

stat-gov-mcp

by bartosz-kuc

Local MCP server for querying Polish socioeconomic statistics from the GUS Bank Danych Lokalnych (BDL), letting AI find variables and units and pull data.

bartosz-kuc/stat-gov-mcp

TaobaoScraper MCP Server

by jhongjun1981

An MCP server for scraping product data from Taobao/Tmall and JD.com, providing 8 tools for scraping, task management, notifications, and system control.

jhongjun1981/taobao-scraper-mcp

Google Ads MCP Server

by yeswanthreddyk

Connects MCP clients to the Google Ads API v23, enabling account listing, GAQL queries, campaign management, and performance reporting through natural language.

yeswanthreddyk/Google-ads-MCP

SQL Database Connector

by bryr0

Provides unified database connectivity across MySQL, Microsoft SQL Server, Oracle, and Sybase through standardized tools for executing queries, describing schemas, and browsing resources.

bryr0/sql-mcp

ollama-k8s-rag

by jonsy13

A production-ready LLM agent that combines Retrieval Augmented Generation (RAG) with live Kubernetes cluster metrics. Built with FastAPI, Ollama, Qdrant, and Kubernetes integration.

Jonsy13/ollama-k8s-rag

memoraeu

by pquattro

MemoraEU gives your AI a persistent, encrypted memory — sovereign, zero-knowledge, hosted in Europe. Works with Claude, Cursor, Windsurf, ChatGPT via MCP. Self-host for free (AGPL v3) or use the managed EU cloud.

pquattro/memoraeu-server

KakaoCloud OpenAPI MCP Server

by chals-go

Enables AI assistants to discover and invoke KakaoCloud OpenAPI endpoints for managing cloud resources like VMs, VPCs, load balancers, and databases.

chals-go/kakaocloud-openapi-mcp

Bohrium MCP Server

by zhengh96

Enables searching academic papers and patents, parsing PDFs, and managing knowledge bases via Bohrium Open Platform through any MCP-compatible AI agent.

zhengh96/bohrium-mcp-server

mcp-serotonin

by deftsolutions-dev

Bridges MCP-capable LLM agents to the Serotonin Lua runtime, enabling live Roblox game interaction including instance tree navigation, memory access, and script execution.

DeftSolutions-dev/mcp-serotonin

mcp-http-bridge

by cutlerbenjamin1-cmd

This server bridges a stdio MCP server to HTTP, allowing MCP clients that communicate over HTTP to use the server's tools. It includes a per-tool allow/deny filter for security.

cutlerbenjamin1-cmd/mcp-http-bridge

paddleocr-mcp

by nicvank

A local OCR MCP server that extracts text from images using PP-OCRv6 for fast text extraction and VL-1.6 for document structure analysis, with automatic model routing and GPU detection.

Nicvank/paddleocr-mcp

codex-buddy-for-claude

by leo919cc

Enables Claude Code to leverage OpenAI models for expert code review, deep architecture analysis, and security audits, with automatic markdown report generation.

leo919cc/codex-buddy-for-claude

airflow-mcp-server

by mo-umer977

An MCP server for controlling Apache Airflow 3 via its REST API, enabling operations like DAG management, task monitoring, and more through natural language.

MO-Umer977/MCP-Server-for-Airflow

outrank-mcp

by nobanks

MCP server for Outrank that enables AI agents to verify credits, manage website products, queue keyword research, generate SEO articles, and fetch article content.

NoBanks/outrank-mcp

ecommerce-insight-mcp

by odrdgi-create

An MCP server that scrapes e-commerce product and category pages into structured JSON, enabling Claude to build presentations, market analyses, and competitive product comparisons. Currently optimized for Trendyol.

odrdgi-create/ecommerce-insight-mcp

Media Toolkit MCP Server

by kevinten-ai

Local image processing MCP server providing background removal, stock media search, resize, format conversion, and collage creation.

kevinten-ai/mcp-media-toolkit

pydantic-rpc

by i2y

PydanticRPC is a Python library for rapidly exposing Pydantic models as gRPC, ConnectRPC, and MCP services without protobuf files.

i2y/pydantic-rpc

Unified Search MCP Server

by cn-hash

Enables AI agents to perform multi-platform searches (Douyin, Xiaohongshu, Zhihu, CSDN) and reverse-engineer arbitrary websites using browser automation and CDP.

cn-hash/unified-search-MCP-Server

mcp-server-zendesk

by kalchevs

Enables AI assistants to search tickets, manage tags, create tickets, inspect automations, and more in Zendesk.

KalchevS/zendesk-mcp

h2ogpte-mcp-server

by h2oai

Enables interaction with H2OGPTe's REST API, allowing document ingestion, collection management, and chat with AI models through MCP tools and resources.

h2oai/h2ogpte-mcp-server

databricks-mcp

by inav

Exposes Databricks REST APIs as MCP tools for managing and querying a Databricks workspace, including clusters, jobs, SQL, Unity Catalog, and more.

inav/databricks-mcp

Agileday MCP Server

by eficode

Connects Agileday's competence and employee data with LLMs, enabling natural language queries to find experts by skill and retrieve employee competence profiles directly from your chat interface.

eficode/mcp-agileday

MikroTik MCP Server

by stormbliss

Enables management of MikroTik routers running RouterOS 6 and 7 via SSH, Telnet, or API with automatic command adaptation. Provides over 46 MCP tools for device management, firewall, DHCP, VPN, configuration profiles, and more.

stormbliss/Mikrotik-MCP-Server

RAGFlow Claude MCP Server

by norandom

Integrates RAGFlow's knowledge base API with Claude Desktop for document retrieval, semantic search across multiple datasets, and intelligent query refinement using DSPy.

norandom/ragflow-claude-desktop-local-mcp

Verified Numbers

by jfortier93

Current, source-cited US federal tax constants and freelancer calculators for tax year 2026, including the July 1 mid-year mileage change. Every response carries its IRS/SSA primary source and a last-verified date; refuses rather than guesses.

jfortier93/verified-numbers-mcp

calcnook

by declan142

17 deterministic personal-finance tools across 7 countries (US, UK, CA, AU, AE, SA, India) plus Sharia-compliant Islamic finance (Zakat, Murabaha, Ijarah, Mudarabah, Hajj savings, halal stock screening). Wraps the open-source calcnook engine — zero API keys, pure stdlib, MIT.

Declan142/calcnook-mcp-server

Lunar Calendar MCP Server

by bach-ai-tools

Provides Chinese traditional calendar functions including BaZi calculation, solar-lunar calendar conversion, Huangli almanac queries, daily fortune readings, 24 solar terms, and Wu Xing (Five Elements) analysis.

BACH-AI-Tools/lunar_mcp_server

truth-anchor-agent

by cristiano-c1

An MCP server that provides fact-checking capabilities and truth anchoring for AI agents using verified data sources.

cristiano-c1/truth-anchor-agent

Substack Reader MCP Server

by kealu-inc

Enables users to manage and read Substack content directly within Claude, including listing subscriptions and fetching full post details. It supports searching within newsletters and retrieving recent feeds using authenticated browser cookies.

Kealu-Inc/substack-reader-mcp

Screen Agent

by chriswu727

Enables AI assistants to capture screenshots and control desktop input (mouse, keyboard) to see and interact with your screen. Features user-first safety controls including automatic pause on user activity and app allowlists to restrict interactions to approved applications only.

chriswu727/screen-agent

Promptheus

by abhichandra21

Prompt refinement with adaptive questioning and multi-provider LLM support

abhichandra21/promptheus

phi-redact-mcp

by rinava

An MCP server that redacts PII/PHI from text before it ever reaches an LLM — self-hosted, fail-closed, and HIPAA-aware.

Rinava/umbryn-mcp

Hermes_WorldKit_MCP

by deployfaith

Controls a Godot editor adapter via MCP, reporting bridge status, scene summaries, and selected nodes, with secure WebSocket authentication and scene-safe node selection.

DeployFaith/Hermes_WorldKit_MCP

HestAI-MCP

by elevanaltd

Governance and session management layer for AI-assisted software development; enables agent binding, session tracking, and structured code review within the HestAI ecosystem.

elevanaltd/HestAI-MCP

oscilloscope-mcp

by sandraschi

AI-driven USB oscilloscope control via FastMCP, enabling waveform capture, CSV export, and frequency measurements on PicoScope, Hantek, or a built-in simulator.

sandraschi/oscilloscope-mcp

five-mcp

by kiro0x

LLM character consistency engine — generates structured JSON constraints from 4 questions about your AI's psychology. Drop into any LLM's system prompt to prevent persona drift; reduces inference cost from retries.

kiro0x/five-mcp

zulip-mcp

by shreyan-gupta

A read-only MCP server that allows Claude Code to securely access Zulip chat messages, streams, topics, and user information without modification capabilities.

shreyan-gupta/zulip-mcp

AI Memory MCP

by w693847022

Persistent project memory MCP server for Claude Code that remembers development context across sessions, including features, fixes, notes, and standards.

w693847022/memory_service

Math MCP Server

by codeprimate

Provides powerful symbolic mathematics and statistical analysis capabilities, enabling users to solve equations, compute derivatives and integrals, perform statistical tests, and analyze data through natural language requests.

codeprimate/math-mcp

mcp-kintone-lite

by luvl

A lightweight MCP server that connects AI assistants to Kintone applications for managing records and automating business workflows. It enables secure authentication and natural language interaction for performing CRUD operations and querying data within the Kintone platform.

luvl/mcp-kintone-lite

M5 Petit Notes

by petitones

A note-taking MCP server for Claude-based agents that provides persistent markdown files for easily referable notes, supporting create, read, update, append, and delete operations.

PetitOnes/m5-petit-notes

mcp-simple-timeserver

by mikeysrecipes

Provides current local and UTC time to Claude, enabling time awareness and elapsed time calculations.

mikeysrecipes/mcp-simple-timeserver

google-analytics-mcp

by yeswanthreddyk

Connects to Google Analytics 4 to run reports, manage configurations, and retrieve admin data using natural language.

yeswanthreddyk/Google-analytics-mcp

dolphin-decomp-mcp

by markmccaskey

Provides a set of low-level tools for reverse engineering GameCube and Wii games via Dolphin's DAP debug server, including memory/register operations, disassembly, breakpoints, and code injection.

MarkMcCaskey/dolphin-decomp-mcp