The MCP Trust Index.

echolon

by dolphinquant

A Python backtest framework for futures research, designed from the start to be driven by LLM coding agents through an MCP server. What's in the package: echolon-mcp — stdio MCP server with 23 tools (strategy validation, scaffolding, indicator catalog, error-code lookup, parameter codegen) 22 in-package skills (component contracts, indicator-naming rules, parameter architecture, the

DolphinQuant/echolon

mcp-meeting-analyzer

by mourabraz

Enables efficient analysis of recorded meetings by transcribing audio, extracting only non-people frames (e.g., slides), and associating them with timestamps for compact LLM input.

mourabraz/mcp-meeting-analyzer

mcp-hetzner

by ginkelsoft-development

Enables conversational management of Hetzner Cloud, DNS, and Storage Box infrastructure through 137 MCP tools for CRUD operations and actions like server power control, DNS zone management, and storage box snapshots.

ginkelsoft-development/mcp-hetzner

mcp-clinical-doc-agent

by aditya-khadye

Enables analysis of clinical trial protocols using MCP tools for document listing, entity extraction, adverse event clustering, and summarization.

Aditya-Khadye/mcp-clinical-doc-agent

FishClaw MCP

by tnoobt

An MCP server that automates Xianyu marketplace operations through Playwright, allowing users to manage listings and conduct market research via natural language. It features integrated tools for generating AI-powered product descriptions and cover images using DashScope.

TnoobT/FishClaw_MCP

starlink-blade-mcp

by groupthink-dev

Local-first Starlink dish monitoring and control via the Model Context Protocol. Talks directly to your dish over the local gRPC interface with no cloud dependency.

Groupthink-dev/starlink-blade-mcp

SSH MCP Server

by mcpol-studio

An MCP server that enables AI assistants to execute shell commands and manage files on remote servers via SSH. It supports recursive directory uploads, archive extraction, and direct file creation from text content.

mcpol-studio/Code-To-Server-SSH-MCP

sports-data-mcp-server

by aiagentkarl

Enables AI agents to access comprehensive sports data including football, basketball, American football, and hockey leagues via 11 tools, with no API key required.

AiAgentKarl/sports-data-mcp-server

ContextCrumb

by yuchen20

ContextCrumb compresses long text, local files, and MCP catalog descriptions into denser context for LLM agents. It helps agents load more useful information into the context window and reduce token usage without turning the input into a summary.

Yuchen20/Context-Crumb

Industrial AI Assistant MCP Server

by workingwolfonline

Enables AI assistants to monitor and analyze industrial process data from DCS/SCADA systems via MCP protocol, with domain expert knowledge for anomaly detection and recommendations.

WorkingWolfOnline/industrial-ai-assistant

apollo-mcp-server

by iceycn

Enables large language models to query and operate on Apollo Configuration Center. Supports managing apps, clusters, namespaces, config items, and releases.

iceycn/mcp-server-apollo

zettelkasten-mcp

by entanglr

A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, explore and synthesize atomic notes through Claude and other MCP-compatible clients.

entanglr/zettelkasten-mcp

Ableton MCP Extended

by kevinzhang03

Enables programmatic control of Ableton Live using natural language to manage session transport, tracks, MIDI clips, and device parameters. It also integrates ElevenLabs for AI-generated audio and provides a high-performance framework for real-time performance tools.

kevinzhang03/ableton-mcp

Ecommerce AI MCP

by csoai-org

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

CSOAI-ORG/ecommerce-ai-mcp

Watsonx.data Document Library Retrieval MCP Server

by ibm

Bridges AI agents with watsonx.data document libraries, enabling natural language queries and intelligent retrieval from document libraries.

IBM/ibm-watsonxdata-dl-retrieval-mcp-server

CHARLIE

by t3cch

Unified knowledge management and agent orchestration MCP server for Claude Code that remembers project patterns, assigns specialist agents, loads relevant knowledge into prompts, and tracks work across sessions to save time and reduce costs.

T3CCH/CHARLIE

MCP Diagram Server

by angrysky56

Enables creating, manipulating, and managing Mermaid diagrams with automatic saving and multi-format conversion from JSON, CSV, Python, Markdown, and plain text.

angrysky56/mcp-diagram-server

CBT Agent Helper

by sundai-club

An MCP server that enables AI agents to engage in structured deep thinking and recover from stuck states using CBT techniques and contemplation protocols.

sundai-club/cbt-mcp

llmprobe

by jwrede

Probe LLM API endpoints and report health metrics including time to first token, latency, and throughput.

Jwrede/llmprobe

Literature MCP

by saurabhsing21

A specialized MCP server that provides a structured interface to the Europe PMC database for biological and clinical evidence retrieval. It enables LLMs to gather, rank, and synthesize published research focusing on therapeutic targets and disease associations.

Saurabhsing21/Literature-MCP

MCP Snowflake Server NSP

by nsphung

A Snowflake MCP server — SQL queries, schema exploration, and data insights for AI assistants

nsphung/mcp-snowflake-server

multiCAD-mcp

by ancode666

Controls CAD applications (AutoCAD, ZWCAD, etc.) via AI assistants through the Model Context Protocol, enabling drawing, layer management, and automation through natural language or direct tool calls.

AnCode666/multiCAD-mcp

ProduckAI MCP Server

by rohitsaraff33-bit

Transforms scattered customer feedback from sources like Slack, Zoom, and JIRA into actionable product insights and AI-generated PRDs. It features over 50 tools for semantic clustering, sentiment analysis, and VOC-based prioritization to streamline product management workflows.

rohitsaraff33-bit/produckai-mcp-server

google-search-console-mcp-claude-code

by mario-hernandez

Legacy MCP server for Google Search Console data, now superseded by the unified google-seo-mcp-claude-code suite.

mario-hernandez/google-search-console-mcp-claude-code

Seafile MCP Server

by setugk

Connects Claude to your self-hosted or cloud-based Seafile storage for managing libraries and files through natural language. It enables users to browse directories, read file contents, and perform file operations like moving, renaming, or searching across their private infrastructure.

setugk/seafile-mcp

deckrun-mcp

by agenticdecks

MCP server for Deckrun — generate presentation PDFs, narrated videos, and audio from Markdown. Built for AI agents and IDEs. Free tier: no API key required — generate PDFs instantly. Paid tier: set DECKRUN_API_KEY to unlock video, audio, and account tools.

agenticdecks/deckrun-mcp

MCP Production

by riteshpcs1994

A production-ready MCP server that integrates OpenAI with FastAPI and Redis to provide streaming agentic chat capabilities and session memory. It features built-in tools for weather, calculations, and Wikipedia searches while supporting enterprise-grade features like rate limiting and structured logging.

Riteshpcs1994/MCP

x402mail

by muzsailajos

Python SDK for x402mail - send and receive email with USDC micropayments

MuzsaiLajos/x402mail

fluent-research-mcp

by the-syz

Automates Ansys Fluent simulation workflows, enabling environment checks, case execution, UDF management, and result export through MCP tools.

the-syz/fluent-mcp

ClawResearch MCP Server

by clawresearch-official

Enables AI assistants to interact with the ClawResearch autonomous AI research platform, including paper search and submission, peer review management, and agent collaboration.

ClawResearch-Official/clawresearch-mcp

millimap-mcp

by milliomics

Enables Claude Desktop to read and drive analyses on the active MilliMap session, including datasets, clusters, annotations, and markers.

milliomics/millimap-mcp

weather-mcp-server

by eternityg2

A weather query MCP server based on FastMCP, supporting Chinese city names and fetching real-time weather data from wttr.in.

EternityG2/weather-mcp-server

mcp-server-deepseek

by tizee

A MCP server provides access to DeepSeek-R1's reasoning capabilities for LLMs

tizee/mcp-server-deepseek

MCP ToolKit

by shibingli

A comprehensive MCP tools collection providing filesystem operations, command execution, system tools, and more, with cross-platform support and strong security features.

shibingli/mcp-toolkit

mcp-server-odoo

by alberto-re

An extensible MCP server that integrates Odoo with LLMs to enable querying and managing business data like partners, quotations, and sales orders. It supports custom tool registration and multiple transport protocols for both local and remote communication.

alberto-re/mcp-server-odoo

CIA Diagnose

by davidscoreal

Expert business diagnosis engine that analyzes companies across 11 dimensions and returns a Revenue Leak Score with prioritized, triple-option recommendations.

davidscoreal/cia-diagnose

mcp-parigp

by daedalus

MCP server that exposes the PARI/GP number theory library, enabling advanced mathematical computations like factorization, primality testing, polynomial root finding, and elliptic curve operations.

daedalus/mcp-parigp

rekordbox-mcp

by galb-collab

A comprehensive MCP server for rekordbox database management with real-time database access, enabling track search, playlist operations, library analytics, and DJ history retrieval.

Galb-collab/rekordbox-mcp-main

mcp-elicitation-proxy

by robertocirillo

Let existing MCP servers ask for missing required tool arguments through MCP elicitation, without changing the upstream server.

robertocirillo/mcp-elicitation-proxy

TDPilot

by dreamrec

An MCP server for TouchDesigner that lets AI agents inspect, build, wire, optimize, and stabilize live TD networks with 106 tools, plus a technique memory system for reusable patterns.

dreamrec/TDPilot

minimax-mcp

by kitsanannam-hue

kitsanannam-hue/minimax-mcp

Todoist MCP Server

by stevesimpson418

A local MCP server for Todoist task management, enabling Claude to create, read, update, complete, delete, and move tasks, manage projects and labels, and add comments via the Todoist REST and Sync APIs.

stevesimpson418/todoist-mcp-server

stock-mcp

by huweihua123

专业的金融市场数据 MCP 服务器 - 支持A股/美股/加密货币，原生 MCP 协议，AI Agent 友好

huweihua123/stock-mcp

aperion-shield

by aperionai

Local guardrail proxy for AI coding agents. Wraps any MCP server (stdio or HTTP/SSE) and blocks destructive tool calls before they execute, with TOFU catalog pinning against rug pulls and tool-poisoning/result-injection scanning. Single Rust binary, Apache-2.0.

AperionAI/shield

tin-canMCP

by juangrukat

A prescriptive template for building large MCP servers (20+ tools) organized as a tiered catalog with a broker, exposing exactly 7 tools to AI clients regardless of catalog size.

juangrukat/tin-canMCP

Dnevnik.ru MCP Server

by yasg1988

An MCP server that integrates with the Dnevnik.ru API to provide AI assistants with access to school schedules, grades, and homework. It enables users to query educational data and manage school-related information through natural language.

yasg1988/dnevnik-mcp-server

mcp-multi-note

by hermes-pm

An MCP server that enables AI agents to search, read, and create notes across six note-taking platforms (Feishu, Obsidian, Notion, Yuque, OneNote, Evernote) through a single unified interface.

Hermes-pm/mcp-multi-note

Home Assistant MCP Server (HA-mcp)

by dkurti

Enables AI assistants to interact with Home Assistant to control smart home devices, query entity states, and manage automations using natural language. It provides over 90 tools for comprehensive system management, including dashboard configuration, service execution, and automation debugging.

dkurti/HA-mcp

LinkedIn Automation MCP Server

by dzigi00

Enables automated LinkedIn growth by posting, commenting, and managing connections through Claude Code, with daily scheduled tasks for inbox replies and connection requests.

dzigi00/linkedin-claude-automation

ComfyUI-AnimaTool

by moeblack

Enables AI agents to generate anime-style images using ComfyUI and Anima models, with MCP support for native image display in chat clients.

Moeblack/ComfyUI-AnimaTool