The MCP Trust Index.

methods-mcp

by webwebb56

Provides MCP tool adapters for Bioconductor methods like limma, DESeq2, and fgsea, enabling statistical analysis of omics data through containerized R execution. It serves as a bridge between MCP clients and bioinformatics tools for reproducible research workflows.

webwebb56/methods-mcp

Currency Exchange MCP Server

by adem1409

Enables real-time currency exchange rate retrieval and conversion for over 200 currencies. Supports operations like getting rates, converting amounts, and comparing currencies through natural language.

adem1409/Currency-Exchange-MCP-Server

siu-guarani-mcp

by jpmanson

MCP server for querying SIU Guaraní Autogestión from the Docente profile, providing read-only access to teaching periods, courses, exam boards, and student lists via CLI or MCP tools.

jpmanson/siu-guarani-mcp

calibremcp

by sandraschi

Calibre library automation via FastMCP — metadata, shelves, RAG-friendly export. Companion to Calibre, not a replacement. For Cursor / Claude Desktop.

sandraschi/calibremcp

War Thunder Replay MCP

by smoke-19

Downloads War Thunder server replay .wrpl fragments by user and session ID, storing them in organized local folders.

SMOKE-19/warthunder-replay-mcp

mcp-server

by nanceeyngo

MCP server for the FinOps thinking agent, providing tool interfaces for data access and caching operations.

nanceeyngo/finops_thinking_agent_with_mcp

BK Jr. MCP Server

by mnjbold

A hosted MCP server for the BK Jr. recruiter agent that integrates voice (Retell AI), SMS (Quo/OpenPhone), and Google services, exposing tools for candidate management, outreach, and scheduling.

mnjbold/bk-jr-recruiter-mcp

strands-hub-mcp

by labeveryday

MCP server to manage agents, prompts, sessions, and metrics using strands-hub data stored in S3. Provides tools for listing agents, creating prompt versions, and querying run metrics.

labeveryday/strands-hub-mcp

GitHub Analyzer Pro MCP Server

by iamthite

A production-ready server featuring over 28 tools for comprehensive GitHub analysis, including repository metadata, issue tracking, and workflow monitoring. It enables users to search repositories, analyze contributor activity, and inspect codebase health through natural language.

iamthite/GitHub-Analyzer-MCP-Server

Simple Name Time MCP Server

by monish0017

A minimal MCP server that returns the current local server time for a given name and a lucky number.

Monish0017/MCP-Server

VayuChat MCP

by nipunbatra

A FastMCP server for natural language data analysis that allows users to load CSV files, execute Python code with pandas and numpy, and generate matplotlib visualizations. It provides a suite of tools for data exploration, statistical summaries, and querying datasets through MCP-compatible clients.

nipunbatra/vayuchat-mcp

db-memory

by ak1ena

A vector-DB MCP server that gives Claude conversational memory by storing solved problems and solutions as vectors and retrieving relevant ones when a new request resembles a past solution.

Ak1Ena/vector-db-mcp

Personal Memory MCP Server

by maurya712

A self-hosted MCP server providing persistent memory for AI tools, allowing them to remember, recall, and manage information across sessions using a SQLite database.

Maurya712/My-memory-MCP

Customer Order MCP

by weibxiao

A safe Python MCP server modeled on a Java reference, providing tools to create and search customers, create pending orders, list customer orders, and run health checks.

weibxiao/python-mcp-server

spotify-mcp-server

by freddy24-7

Exposes Spotify controls as MCP tools for playback, playlist management, and AI playlist generation; includes a web app and supports multi-user profiles.

freddy24-7/MCP-Spotify

ringcentral-mcp

by mspbotsai

Enables interaction with RingCentral phone system data, including account info, extensions, presence, call queues, contacts, and call logs/recordings, through MCP tools.

MSPbotsAI/ringcentral-mcp

Task Manager MCP Server

by saikrishnan-bilue

Enables adding, reading, updating tasks via Claude with a SQLite backend.

SaiKrishnan-Bilue/my-mcp-tasks

budget-mcp

by hamzalatif02

MCP server scaffold for budget tooling, currently only provides a placeholder ping tool returning 'pong' to confirm plumbing works. No real budget functionality yet.

HamzaLatif02/budget-mcp

Legion Demo

by turingplanet

Enables interaction with the Agent Legion platform through MCP. Provides tools such as tool_say_hi to demo the server's capabilities.

turingplanet/legion-demo

local-docs-mcp

by bitfigther

Enables local document search and reading across formats like docx, pdf, md, and more, providing tools for listing, searching, and reading documents.

BitFigther/local-docs-mcp

Redshift MCP Server

by santosh07401

Enables AI agents to interact with Amazon Redshift databases using natural language to execute queries, explore schemas, and retrieve sample data.

santosh07401/redshift-mcp-server

MCP RAG Agent

by luisrodriguesphd

Enables hybrid search over policies using Reciprocal Rank Fusion and provides grounded, context-aware answers via a LangGraph agent with COSTAR prompting.

luisrodriguesphd/mcp-rag-agent

Business MCP Server

by bke1302

Enables AI to query a business database for customers, orders, and revenue using natural language through safe, well-defined tools.

bke1302/business-mcp-server

MCP Enterprise Architecture Practice 01

by kimji9663

Enterprise MCP server providing a suite of tools including file, database, GitHub, Slack, calendar, email, vector search, and Python execution, with safe defaults and OpenAI integration for automatic tool selection.

kimji9663/mcp_enterprise_architecture_practice01

OC Transpo MCP Server

by dwdraju

Provides real-time transit data for OC Transpo in Ottawa, including live vehicle positions and trip updates via GTFS-RT feeds. It enables AI agents to monitor arrival delays, schedule changes, and transit telemetry through the Model Context Protocol.

dwdraju/OCTranspoMCP

MCP for Vivado

by lzw12123

An AI-centric MCP server that enables automated Xilinx Vivado workflows, including project management, synthesis, implementation, and timing analysis. It allows AI agents to drive hardware design processes while integrating directly with the official Vivado GUI for visual context.

lzw12123/mcp-for-vivado

CareerPilot

by rani700

An AI job-hunt copilot that enables searching live job boards, shortlisting openings, tracking application pipelines, and generating tailored resumes and cover letters from any MCP client.

rani700/careerpilot

reflect-mcp

by adstastic

Enables AI assistants to create notes, save links, append to daily notes, and manage knowledge graphs in Reflect via the Reflect Notes API, with OAuth2 authentication and token management.

adstastic/reflect-mcp

playcaller

by takashicompany

An MCP server that enables AI agents to play-test Unity games by capturing screenshots and simulating inputs like taps, drags, and key presses, acting as a Playwright for Unity.

takashicompany/playcaller

Senior Code MCP

by tamaz-sujashvili

Gives coding agents a memory of codebases by searching repositories using semantic similarity and structural call/import graphs, enabling reuse of proven patterns and reducing token usage.

Tamaz-sujashvili/senior-code-mcp

Screen MCP

by jeandelest

Enables LLMs to capture screenshots and screen recordings through MCP with chunked session-based transfers for reliable image consumption. Supports multi-monitor selection, timeline capture, and compatibility with both vision and non-vision language models.

jeandelest/screen-mcp

BRS Signals MCP Server

by brssignals

Provides real-time Bitcoin market regime detection by fusing on-chain, derivatives, and absence sensors into a convergence score, enabling AI agents to make informed trading decisions.

brssignals/BRS-Signals-MCP

Meta Ads MCP Server

by brmh

A comprehensive MCP server for managing and analyzing Meta Ads (Facebook/Instagram) with over 80 natural-language tools for AI agents like Claude Desktop.

brmh/Meta-MCP

Documentation MCP Server

by johnmathews

Enables AI agents to search and query documentation from git repositories using hybrid search and structured metadata queries.

johnmathews/unified-documentation-server

MyDocsMCP

by edwardmaster7

MCP server that enables semantic search over local PDF collections using local RAG, with automatic indexing of new documents.

Edwardmaster7/MyDocsMCP

Food Facts MCP Server

by razvannicolae

Provides AI assistants with real-time access to nutrition data from USDA FoodData Central and FatSecret, enabling accurate answers with citations for nutrition queries.

razvannicolae/Food-Facts-MCP

Composite Memory MCP Server

by fedosis

An independent memory service for AI agents that stores and retrieves facts with keyword and semantic search, context management, and a plugin-based architecture.

fedosis/Composite-memory-MCP-server

zscaler-aiguard-control-plane-mcp

by hshen-ai

Provides AI agents with programmatic access to Zscaler AI Guard, enabling autonomous management of detection policies, match rules, LLM applications, and LLM providers.

hshen-ai/zscaler-aiguard-control-plane-mcp

Codex Gemini Delegator V2

by psychofanplays

An MCP server that lets OpenAI Codex delegate tasks to Google Gemini agents as isolated background workers, with Git worktree isolation, loop detection, and security boundary enforcement.

psychofanPLAYS/gemini4codex-mcp

MCP Instructions Server

by inginheiiro

Enables teams to share and dynamically update instructions for Claude via a collaborative YAML file, with tools for refreshing and prompts for different modes.

inginheiiro/mcp_server

Djelia MCP Server

by djelia-org

An MCP server for Djelia that brings Bambara transcription, translation, and text-to-speech to any LLM.

djelia-org/djelia-mcp-server

FastMCP Example Server

by sharon-nasimiyu

Educational example of an MCP server built with FastMCP, demonstrating how to expose tools, resources, and prompts for AI clients.

sharon-nasimiyu/MCP

Blender 3D Modeling

by barosandu

Integrates with Blender's 3D modeling and rendering engine to enable file management, object creation and manipulation, transformations, distance calculations, and export to glTF/GLB formats with point cloud processing capabilities.

barosandu/blender-mcp-yong

Early MCP

by sakebomb

Integrates with the EARLY (Timeular v4) API to manage activities, track time, and generate analytics like efficiency and billing reports. It enables AI assistants to perform comprehensive time tracking tasks, including starting/stopping timers and querying manual time entries.

sakebomb/early_mcp

MT5 MCP Server

by boschi404

A 34-tool MCP server that bridges LLMs to MetaTrader 5, enabling EA development, backtesting, optimization, advanced analytics, live trading, and portfolio management.

Boschi404/mt5-mcp-server

ed-tech-system-mcp

by paulocymbaum

Domain-Driven MCP server for ed-tech workflows, exposing validated MCP tools backed by LangGraph agents, Supabase document retrieval, web search, and YouTube video discovery.

paulocymbaum/ed-tech-system-mcp

Indodax MCP Server

by adhinugroho1711

Exposes Indodax's Private and Public REST APIs as MCP tools, enabling AI agents to manage cryptocurrency trading and account information. It supports tasks like checking market prices, viewing account balances, and executing or canceling buy and sell orders.

adhinugroho1711/mcp-indodax