The MCP Trust Index.

mcp-servers

by assagman

A collection of MCP servers and a CLI tool

assagman/mcp-servers

Inference AIops

by aiops-tools

Governed GPU inference operations for vLLM and Ray Serve deployments, including latency root-cause analysis, scaling, and draining.

aiops-tools/inference-aiops

graphify-ai

by arorakrishh

High-impact AI automation project curated for practical workflows. Maintained and curated by arorakrishh.

arorakrishh/graphify-ai

CodeBrain

by liuwanwan1

Provides semantic code search and index status for codebases using RAG, enabling AI tools to query code knowledge.

liuwanwan1/CodeBrain

McMaster-Carr MCP Server

by mjbraun

Enables searching and retrieving detailed product specifications from McMaster-Carr using part numbers or search queries.

mjbraun/mcmaster-agent

DrissionPage BetterMCP

by crmmc

An MCP server that wraps DrissionPage to provide comprehensive browser automation tools, including tab management, element interaction, network capture, and more, with AI-friendly tool descriptions and 255 unit tests.

crmmc/DrissionPage-BetterMCP

Fund Trading Agent

by liuwenhao154

Multi-agent system for long-term fund investment decision support, integrating analysis, risk control, and MCP tools to assist with fund trading decisions.

liuwenhao154/Fund-Trading-Agent

portfolio-agent

by daegyu519

Provides grounded investment decisions with evidence links and invalidation conditions, enabling users to review their portfolio through a structured decision process.

Daegyu519/portfolio-agent

telegram-briefing-mcp

by zainbacchus

A read-only Telegram MCP server that retrieves messages from your DMs, groups, and channels, enabling Claude to generate executive briefings from Telegram conversations.

zainbacchus/telegram-briefing-mcp

repo-context

by zyf0717

Read-only repository context explorer for coding agents. Provides repository exploration tools via CLI or MCP adapter.

zyf0717/repo-context

Mcp_cosyvoice

by 943003797

Mcp server

943003797/Mcp_cosyvoice

ESPN Fantasy Basketball MCP Server

by dylancharris

An MCP server that provides access to ESPN Fantasy Basketball APIs, enabling Claude and other MCP clients to fetch league teams, rosters, free agents, matchups, NBA schedules, and live draft assistant tools.

dylancharris/espn-fantasy-basketball-mcp

Mediator Agent MCP

by zdkelemen

Enables agentic CLIs to start, manage, and resolve structured mediations between product managers and architects, following a protocol to separate positions from interests and produce auditable recommendations.

zdkelemen/mediator-agent

Image Scraper MCP Server

by spoiledbeef

MCP server for scraping images from DuckDuckGo and Google Maps place photos without API key.

spoiledbeef/image-scraper-mcp

SpunkyBlade/bambu-mcp-agent

by spunkyblade

A Model Context Protocol (MCP) server that acts as a manufacturing consultant for 3D printing, analyzing .3mf print files and recommending optimal settings for speed vs. strength trade-offs.

SpunkyBlade/bambu-mcp-agent

Excel

by av-volgin

Reads, writes, and analyzes Excel files with formula-aware capabilities and structured batch operations.

av-volgin/excel-mcp

crypto-funds-mcp

by kukapay

An MCP server that provides AI agents with structured, real-time data on cryptocurrency investment funds.

kukapay/crypto-funds-mcp

aa-mcp-server

by thehesiod

An MCP server that gives Claude (or any MCP-compatible LLM) read-only access to your American Airlines AAdvantage account — mile balance, Loyalty Points progress, transaction history, upcoming trips, travel credits, and partner offers.

thehesiod/aa-mcp

document-intelligence-mcp

by aiagentkarl

Local document intelligence for AI agents — extract text, detect tables, read metadata, analyze structure, search keywords, and detect language from PDF and DOCX files. No cloud API required, no API key needed.

AiAgentKarl/document-intelligence-mcp

Antigravity MCP

by terrychahn

An MCP server that leverages Google Antigravity SDK and Gemini Enterprise Agent Platform to provide AI-driven code review and task execution via natural language.

terrychahn/agy-mcp-server-prototype

matryca-plumber

by marcoporcellato

Local-first AI daemon for Logseq OG: background semantic indexing, link hygiene, and agent-ready CLI/MCP — edits Markdown on disk (no cloud, no Logseq API). Karpathy LLM-Wiki inspired.

MarcoPorcellato/matryca-plumber

Slack Gemini MCP Server

by kimyounghoon-chad

Enables querying Slack channels and messages, then using Google Gemini to answer questions or summarize conversations.

kimyounghoon-chad/slack-gemini-mcp

MapNetwork MCP Server

by toruproject

Generate styled map images (PNG/SVG) for any location, with customizable color themes and walking/driving routes, directly from Claude or any MCP-compatible AI assistant.

toruproject/mapnetwork-mcp

KoyoYeager/mcp-pystub

by koyoyeager

Automatically detects packages that can be stubbed during Python exe building and generates minimal stub code to reduce executable size.

KoyoYeager/mcp-pystub

MCP_SERVER_FOR_CISCO_ND

by ddastoli

ddastoli/MCP_SERVER_FOR_CISCO_ND

GitHub PR Analyzer MCP Server

by punyprogrammer

Fetches GitHub pull request details and saves reviews to Notion.

punyprogrammer/pr-analyzer-mcp-server

cvd-mcp

by kefreen

An MCP server that enforces context validity declarations, ensuring agents refuse stale context with a disclosure naming the accountable steward instead of answering confidently with outdated information.

kefreen/cvd-mcp

sonarqube-mcp

by mshegolev

An MCP server for SonarQube that enables LLM agents to discover projects, analyze code quality metrics, check Quality Gate status, search issues with filters, and rank projects by worst-performing metrics. It provides read-only, safe access to SonarQube instances with structured outputs and error handling.

mshegolev/sonarqube-mcp

amharic-dataset-collection-mcp

by yosef-ali

🇪🇹 Production-ready MCP (Model Context Protocol) tools for authentic Amharic dataset collection, enhancement, and quality scoring.

Yosef-Ali/amharic-dataset-mcp

security-framework-mcp

by zer0-kr

Unified MCP server integrating NIST and OWASP security frameworks with live vulnerability data, enabling security searches, compliance mapping, threat modeling, and checklist generation.

zer0-kr/security-framework-mcp

tbank-myt

by icyberdeveloper

MCP server for MyT, T-Bank's internal employee app, enabling calendar management (schedule, meeting responses, cancellations) and parking space booking at the office.

icyberdeveloper/tbank-myt

Sense

by m3data

Provides ambient cross-project context for AI conversations by indexing a portfolio of projects and automatically injecting relevant prior work, weighted by recency and conversation trajectory.

m3data/sense-mcp

everos-mcp

by marvisatron

Connects Claude Code to a local EverOS instance for searching and storing long-term memory, keeping data entirely on your machine.

Marvisatron/everos-mcp

Voice MCP

by jochiang

Enables voice interaction with Claude Code through local speech-to-text (Whisper) and text-to-speech (Supertonic), allowing verbal input/output without external API calls.

jochiang/voice-mcp

CodeQL LSP MCP Server

by flyfei-cmd

Provides CodeQL language intelligence to AI agents via MCP, enabling completions, hover, definitions, references, diagnostics, formatting, and in-memory file updates for QL code.

flyfei-cmd/codeql-lsp-mcp-python

panther-mcp

by pantherwatch

Enables AI assistants to backtest trading strategies described in plain English, providing access to market data, technical indicators, and comprehensive performance reports.

PantherWatch/panther-mcp

Quarterback

by bobbyrgoldsmith

| Field | Value | |-------|-------| | Repository URL | https://github.com/bobbyrgoldsmith/quarterback | | Name | Quarterback | | Description | Strategic task prioritization and agent orchestration for multi-project operators. 22 MCP tools with 5-factor scoring, advisory document analysis, agent orchestration, webhooks, and time-aware planning. | | Category | Produc

bobbyrgoldsmith/quarterback

MCP_with_Chainlit

by hang-1n-there

hang-1n-there/MCP_with_Chainlit

Thread Contract MCP Server

by ch998244353

Thread Contract is a local runtime contract layer for AI coding-agent threads. It lets users pin explicit, thread-scoped rules without turning them into project policy or long-term memory.

ch998244353/Thread-Contract-mcp

mcp-architect

by kannajune

Stop pasting your file tree into Claude. Give any AI assistant real architectural understanding of a codebase — local, private, zero‑config.

kannajune/mcp-architect

Futu Stock MCP Server

by shuizhengqi1

A Model Context Protocol server that integrates Futu OpenAPI, enabling AI models to query real-time market data and execute trades across Hong Kong, US, and A-share markets.

shuizhengqi1/futu-stock-mcp-server

PubMed Advanced MCP Server

by suyashekhande

This MCP server provides 16 intelligent tools for searching, retrieving, and linking biomedical literature from PubMed and PMC. It enables LLM applications to perform complex queries, batch processing, and cross-database linking.

SuyashEkhande/Pubmed-MCP-Advanced

ansys-mcp-server

by vorobjewsen30-max

Enables Claude Code to control Ansys engineering simulations (CFD, FEA, meshing, post-processing) through natural language commands via PyAnsys.

vorobjewsen30-max/ansys-mcp-server

MCProxy

by evgenygurin

An MCP server that gives AI agents on-demand access to proxies from the world's leading and Russian/CIS proxy providers — through a single, unified interface.

evgenygurin/MCProxy

MCP Healthcare Server

by shinegami-2002

Provides real-time access to medical data including drug interactions, ICD-10 codes, FDA adverse event reports, and clinical guidelines. It enables LLMs to query databases like openFDA, PubMed, and CMS for pharmaceutical and clinical information.

shinegami-2002/mcp-healthcare-server

Graphiti MCP Server

by gifflet

A knowledge graph server for AI agents, built with Neo4j and integrated with Model Context Protocol, enabling dynamic graph management and semantic search.

gifflet/graphiti-mcp-server

bvoip-mcp

by mspbotsai

MCP server for Bvoip / 1Stream that exposes call-reporting, phone-status, and CRM-extension-mapping endpoints as MCP tools.

MSPbotsAI/bvoip-mcp