The MCP Trust Index.

Weather MCP Server

by megg-ops

基于HelloAgents框架的天气查询MCP服务器，支持12个中国主要城市实时天气查询，使用wttr.in API无需密钥。

megg-ops/weather-mcp-server1

1C_MCP_SERVER_OWN

by alexmiawat

Enables AI agents to interact with 1C:Enterprise databases through natural language, providing metadata retrieval, configuration analysis, and code generation.

AlexMiaWat/1C_MCP_SERVER_OWN

gobbler-mcp

by enablement-engineering

Converts YouTube videos, audio, documents, and web pages to clean markdown with YAML frontmatter, providing AI assistants with structured content via the MCP protocol.

Enablement-Engineering/gobbler

sled-feed

by tobyrichmond12-max

MCP server for US (Mississippi) and UK government procurement feeds. Search live bids and tenders and track what changed over time: deadline moves, new awards, and added documents. Tools: search_opportunities, get_opportunity, list_recent_changes.

tobyrichmond12-max/sled-feed

ghidraMCP

by albertlab0

An Model Context Protocol server that enables LLMs to autonomously reverse engineer applications by exposing Ghidra's decompilation and analysis tools. It allows AI agents to list code structures, rename methods, and analyze binaries directly through MCP-compatible clients.

albertlab0/GhidraMCP

Office-Word-MCP

by ihatesea69

A Model Context Protocol server for enterprise-grade document automation, enabling AI assistants to create, read, manipulate, and analyze Microsoft Word documents programmatically.

ihatesea69/Office-Word-MCP

Gmail MCP Server

by dhagash2310

A privacy-focused MCP server that grants Claude read-only access to Gmail using strict, user-defined filters to control which emails are exposed. It enables searching and fetching email metadata while ensuring data security through OAuth and localized filter enforcement.

dhagash2310/gmail-mcp

bhe_mcp

by err0n-0x2a

Connects LLMs to BloodHound Enterprise for natural language attack path analysis, Cypher queries, and exploration of Active Directory, Azure/Entra ID, and OpenGraph environments.

err0n-0x2A/bhe_mcp

Memory MCP

by dannymaaz

Persistent project memory for AI models and coding agents. Memory MCP stores architecture, decisions, tasks, warnings, preferences, and session state in Supabase so OpenCode, Claude Code CLI, Qwen Code, Codex, or any MCP-compatible client can resume work without losing context.

dannymaaz/memory-mcp

learning-assistant-mcp

by wysernils04

A spaced-repetition study scheduler that syncs with Obsidian notes and uses SBB commute data to optimize study slots.

wysernils04/learning-assistant-mcp

🌟 Linkup for Claude: Internet Access for Your AI Assistant

by linkupplatform

Linkup is a third-party extension that gives Claude access to real-time web search and premium content sources. It seamlessly integrates with Claude Desktop, enabling up-to-date information retrieval during conversations through a simple 60-second setup process.

LinkupPlatform/python-mcp-server

embedded-debugger-mcp

by adancurusul

MCP server, CLI, and Codex/Claude skill for embedded debugging with probe-rs, supporting ARM Cortex-M and RISC-V debug workflows.

Adancurusul/embedded-debugger-mcp

Multiple MCP Servers Framework

by ahmad-act

Provides a framework for running multiple MCP servers using FastAPI, stdio, and streamable-http transports, with an echo tool for testing and integration with MCP Inspector.

ahmad-act/Multiple-MCP-Servers-Using-FastAPI-and-Testing-with-Inspector

Chess MCP Server

by fritzprix

Enables Large Language Models to play chess agentically with real-time HTML board visualization and a hybrid AI engine featuring ten difficulty levels. It supports interactive games between users and agents, including a web dashboard to monitor active matches.

fritzprix/chess-mcp-server

MCP Linux Shell Server

by frost26

A secure Model Context Protocol (MCP) server that provides Linux shell command execution capabilities for Claude Desktop

Frost26/mcp-linux-shell-server

jira-service-desk-mcp

by czsadykov

Connects AI assistants to Jira Service Management instances, providing 40 tools for managing service desks, requests, comments, customers, organizations, queues, SLA, approvals, and attachments.

CzSadykov/jira-service-desk-mcp

obx

by zach-snell

A fast, lightweight MCP server and CLI for Obsidian vaults built in Go. 16 multiplexed tools covering 72 actions for notes, search, templates, tasks, links, frontmatter, and vault analysis. Single binary, no plugins required.

zach-snell/obx

mcp-einvoicing-de

by cmendezs

Model Context Protocol (MCP) server for German Electronic Invoicing (ZUGFeRD 2.x / XRechnung 3.x). Provides tools to validate, generate, parse, and convert invoices compliant with EN 16931 and KoSIT.

cmendezs/mcp-einvoicing-de

neon

by universal-mcp

Provides a standardized interface for interacting with Neon's tools and services through a unified API via the Model Context Protocol.

universal-mcp/neon

Math Animation

by bcefghj

Generates Manim-based educational math animations from text descriptions, LaTeX formulas, PDFs, or images.

bcefghj/math-animation-mcp

vidscribe

by xfwang522

Transcribe any video URL to text with one command, supporting 1000+ sites via yt-dlp and multiple ASR providers.

XFWang522/vidscribe

Health Check AI MCP

by csoai-org

Health Check AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

CSOAI-ORG/health-check-ai-mcp

slack-mcp

by duolingo

Read-only MCP server for Slack with OAuth 2.1 authentication, enabling message retrieval, thread replies, search, user and channel listing.

duolingo/slack-mcp

mutual-review-mcp

by miharu8686

An MCP server that enables code review by having two LLMs (Claude and GPT-4o) independently evaluate code and then synthesize their findings into a unified report.

miharu8686/mutual-review-mcp

Google Docs + Gmail MCP Server

by kajolchawla98

A lightweight MCP-style server integrating Google Docs and Gmail, enabling AI to append structured content to documents and create email drafts with human-in-the-loop approval.

kajolchawla98/MCP

atlas.llm

by wendyneat563

Run local LLM coding tasks in a single Go binary with an interactive terminal interface, directory summarization, and semantic grep.

wendyneat563/atlas.llm

Hydration Reminder AI MCP

by csoai-org

Hydration Reminder AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

CSOAI-ORG/hydration-reminder-ai-mcp

Image Convertor MCP

by beta0415

An MCP server that provides comprehensive image conversion and processing tools, including format conversion, batch processing, GIF creation, and PDF generation.

Beta0415/image-convertor-mcp

ai-visibility-mcp

by bestaiinsider

Audits AI-bot visibility: robots.txt per-bot for 22 AI user-agents (GPTBot/ClaudeBot/PerplexityBot/etc), Cloudflare flags, JSON-LD, sitemap, llms.txt, SPA shell, plus cross-model brand mentions via Perplexity + OpenRouter. 0-100 score. SSRF-guarded, spend-capped.

bestaiinsider/ai-visibility-mcp

Brain Execution Server

by mikeybeez

A queue-based execution server that monitors a command queue and executes shell commands or Python scripts, moving completed or failed jobs to respective directories.

MikeyBeez/mcp-execution-server

NeuroWeave Timeline

by thatgfsj

Process memory for AI agents and humans that remembers the evolution of a project. Provides MCP tools to create timeline events, search history, explain files, and visualize the evolution graph.

Thatgfsj/neuroweave-timeline

searxng-http-mcp

by whw23

Self-contained SearXNG MCP server in Docker. Aggregates 200+ search engines across 30+ categories with multi-page fanout, autocomplete, and engine discovery. Dual transport (HTTP + stdio), API key auth, and built-in Web UI reverse proxy.

whw23/searxng_http_mcp

writefreely-mcp-server

by laxmena

An MCP server for WriteFreely that enables AI agents to publish and manage content on WriteFreely instances (including self-hosted instances and Write.as).

laxmena/writefreely-mcp-server

Tilt MCP Server

by aryan-agrawal-glean

Enables LLMs and AI assistants to interact with Tilt development environments, providing tools to list resources, fetch logs, and monitor status.

aryan-agrawal-glean/tilt-mcp

word-mcp

by swadegeiger1

Enables reading, creating, and appending content to Microsoft Word (.docx) files through natural language commands.

swadegeiger1/word-mcp-server

NLP Database MCP Server

by lisito11

Connect your LLMs to SQL databases safely and intuitively using the Model Context Protocol (MCP). NLP Database acts as a secure, read-only bridge that allows AI agents to explore schemas and query data using natural language.

Lisito11/nlp-database-mcp

Claude Thread Continuity

by peless

Automatically saves and restores project state when Claude threads hit token limits, ensuring seamless conversation continuity and preventing project fragmentation with intelligent name validation.

peless/claude-thread-continuity

maltego-mcp

by sulimanabdulrazzaq

Turns an LLM into a Maltego CE investigation copilot, enabling AI-assisted OSINT investigations by building, analyzing, and exporting Maltego graph files.

SulimanAbdulrazzaq/maltego-mcp

github-insight-mcp

by wjddusrb03

Combines GitHub repository analysis, npm/PyPI package info, and deps.dev security advisories into a single MCP server, requiring no API keys.

wjddusrb03/github-insight-mcp

PySpark MCP Server

by semyonsinchenko

A server implementation of MCP for Apache Spark that provides query plans and catalog information to AI systems for query optimization and data discovery.

SemyonSinchenko/pyspark-mcp-server

wikimedia

by rapidmcp

Enables natural language queries to search, retrieve, and explore Wikipedia and other Wikimedia project content, including featured articles and historical events.

RapidMCP/wikimedia

TradeMCP

by aaditya2502

An MCP server that exposes trading analytics — technical indicators, portfolio state, risk metrics, and backtest results — as tools an LLM agent can call.

Aaditya2502/trade-mcp

UI Analyzer

by 0x-professor

Analyzes website UI using Playwright browser automation to detect layout issues, identify broken elements, and generate precise CSS/HTML fixes with framework-specific solutions for React, Vue, Angular, and popular UI libraries.

0x-professor/uianalyzermcp

Velero

by benzaidfoued

Provides read-only access to Velero backup and schedule resources in Kubernetes clusters with structured data retrieval and YAML generation capabilities.

benzaidfoued/velero-mcp

Zen MCP

by jray2123

An orchestration server that enables AI agents to collaborate across multiple AI models for advanced code analysis, debugging, and development workflows. It maintains context persistence across sessions, allowing agents like Claude to delegate subtasks to other models like Gemini or O3 seamlessly.

jray2123/zen-mcp-server

mcp-server-if

by davidar

Enables AI assistants to play interactive fiction games (Glulx and Z-machine) through the Model Context Protocol, with automatic save/restore and optional journaling mode.

davidar/mcp-server-if

expense-mcp

by justfsl50

Personal expense tracker MCP server that enables tracking expenses, income, budgets, and savings goals through natural language.

justfsl50/expense-mcp

Foreman MCP Server

by inframcp

MCP server for managing Foreman hosts and infrastructure. Enables listing, searching, and getting detailed information about hosts, organizations, locations, subnets, domains, and more via natural language.

InfraMCP/foreman-mcp-server

Respona Dashboard MCP Server

by raihan0824

An MCP server that provides tools to interact with the Respona Dashboard backend API. It allows users to query ticket data, analytics, and AI flags through natural language interactions.

raihan0824/mcp-respona-dashboard

AdaptOrch MCP

by dmae97

Lets Claude Code route tasks, launch orchestrated runs, and retrieve evidence artifacts back into the chat via the AdaptOrch reliability kernel.

dmae97/Adaptorch-MCP