The MCP Trust Index.

Multi-Agent MCP

by davidzong1

Creates and manages multi-agent teams of AI coding assistants (Claude Code, Codex CLI) that collaborate in tmux terminal sessions. Enables a leader agent to assign sub-tasks to team members for coordinated development.

davidzong1/Mult-Agent-MCP

mcpkit-data

by tidymaze

An MCP server with 66+ tools for data engineering, enabling AI assistants to interact with Kafka, databases, AWS, data pipelines, infrastructure, and more.

TidyMaze/mcpkit-data

horizon-mcp-demo

by christianashworth

Exposes a governed semantic layer built on dbt Core and DuckDB, enabling AI agents to query predefined metric definitions for a P&C insurance dataset. Prevents metric hallucination by restricting agents to governed tools and read-only data access.

christianashworth/horizon-mcp-demo

fitness-mcp

by owenrumney

A personal remote MCP server for fitness data that provides read-only tools to query Garmin Connect activities and Hevy workouts, enabling users to list, retrieve, and analyze exercise records through natural language.

owenrumney/health-mcp

Odoo MCP Gateway

by leov3

Enables managing multiple Odoo instances from a single panel and exposes MCP tools for interacting with them via a unified service.

Leov3/Odoo-MCP-gateway

Confluence MCP Server

by simon006

Enables AI models to interact with Confluence knowledge bases by searching, reading, and creating pages through the Confluence REST API. It provides a suite of tools for space management, document retrieval, and content creation, including a mock mode for local testing.

Simon006/Confluence

AVGE Engine

by masif786

Vector illustration tools for AI agents — create scenes, characters, and graphics with shapes, armatures, materials, and rendering.

MAsif786/avge-engine

onelake-mcp

by inoj-hettiarachchi

Inoj-Hettiarachchi/onelake-mcp

Docker MCP Server

by arumallarevanthreddy

Provides Docker management tools for Claude Code, enabling container, image, network, and volume operations.

ArumallaRevanthReddy/custom-docker-mcp-server

vmware-pilot

by vmware-skills

VMware workflow orchestration — multi-step state machine with approval gates, audit logging, and conditional execution. Coordinates cross-skill workflows like clone-and-test or compliance-scan-and-remediate across the VMware MCP skill family.

vmware-skills/VMware-Pilot

Weather Israel MCP Server

by yael3222664-alt

Enables users to query weather forecasts for Israeli cities through natural language using browser automation and Gemini.

yael3222664-alt/MCP

Okareo MCP Server

by okareo-ai

Exposes Okareo's evaluation capabilities as MCP tools, enabling AI coding assistants to manage scenarios, register models, run evaluations, and execute multi-turn simulations directly from the editor.

okareo-ai/okareo-mcp

Combined MCP Server

by manish6007

Integrates Redshift database query capabilities with vector-based knowledgebase tools for semantic search and RAG applications. It enables users to execute SQL queries, explore database schemas, and perform hybrid semantic searches on markdown files stored in S3.

manish6007/mcp_servers

Quiz App MCP server

by sathvik1607

A Python MCP server built with FastMCP that exposes tools for a quiz app, optionally backed by a MySQL database.

sathvik1607/Quiz_mcp_server

py-mcp-students

by cmaalto03

Enables LLMs to manage student records through natural language by wrapping a simple HTTP student server's endpoints as MCP tools.

cmaalto03/py-mcp-students

Expense Tracker MCP Server

by talha963

An AI-native expense tracker MCP server that enables AI assistants to add and list expenses in a local SQLite database.

talha963/expense_mcp_server

Deep Research MCP

by achuthprince004

An MCP server that enables deep internet research through natural language, supporting stdio and HTTP/SSE modes for flexible integration.

achuthprince004/deepresearch-mcp

mcp-server

by mfalcirolli1

Sets up a Model Context Protocol (MCP) server with FastMCP, allowing LLMs to use prompts, tools, and resources.

mfalcirolli1/mcp-server

OneNote MCP Server

by mhzarem

Enables Claude to read and write to local Microsoft OneNote notebooks by parsing backup files and utilizing the OneNote COM API. It allows for searching notes, creating pages, and appending content without requiring Azure registration or API keys.

mhzarem/onenote-mcp

AuthWeaver MCP

by sneijder003

Extracts prior-authorization evidence from synthetic FHIR data to create structured evidence packets for clinicians. It utilizes an LLM to identify medical-necessity details and clinical summaries from FHIR resources.

Sneijder003/authweaver-mcp

Secure Public API MCP Server

by rmohaan

OAuth-protected FastMCP server exposing eight read-only public APIs (currency, weather, art, pets, dictionary, random images, vehicles) via MCP tools, with optional Gemini LLM-based routing for query selection.

rmohaan/mcp-api

japan-intelligence-api

by hiroshic9-png

Provides AI agents with comprehensive Japanese market intelligence through 27 MCP tools, covering corporate data, macroeconomics, financials, and environmental data from 14 integrated sources.

hiroshic9-png/japan-intelligence-api

ocp-mcp

by badin017

An MCP server for managing multiple OpenShift Container Platform (OCP) clusters through AI assistants.

badin017/ocp-mcp

panel-review MCP server

by jonny-helix

Enables adversarial multi-model AI review via OpenRouter, allowing Claude to submit prompts to multiple models and compare responses through custom connector tools.

Jonny-helix/panel-mcp

MollyGraph

by brianmeyer

Local-first self-improving knowledge graph for AI agents with three-layer entity extraction, parallel graph and vector retrieval, and automated LoRA fine-tuning.

brianmeyer/mollygraph

smart-mcp-server

by digitalsqr

Enables AI assistants to securely interact with FHIR R4 servers for clinical decision support workflows, including PlanDefinition execution, FHIR resource management, terminology services, and Questionnaire/StructureMap transformation via Matchbox.

DigitalSQR/smart-mcp-server

eplusout-mcp

by msweeney-pnnl

Provides comprehensive access to EnergyPlus building energy simulation results, enabling discovery, analysis, and extraction of data from epJSON, SQL, and HTML files through MCP tools with pandas integration.

msweeney-pnnl/eplusout-mcp

NotebookLM MCP Server

by kimmarinet

Enables AI clients to manage NotebookLM notebooks, including listing, creating, and adding web sources, using Chrome authentication.

KimMarinet/testMCP

sfinance-mcp-server

by shivakharbanda

Provides access to Indian stock market data via screener.in, enabling stock analysis, document access, screening, and more through MCP.

shivakharbanda/sfinance-mcp-server

ollama-fleet-mcp

by obrais-cloud

Exposes a local Ollama fleet as MCP tools for Claude Code, enabling model listing, generation, fleet health checks, parallel comparisons, smart host routing, and model pulling across hosts.

Obrais-cloud/ollama-fleet-mcp

weight-mcp

by commandertvis

A personal calorie and protein counter MCP server for use inside claude.ai, enabling users to log meals from photos or text, track weight, and view an interactive dashboard.

CommanderTvis/weight-mcp

dj-music-metadata-mcp

by jpmamededs

MCP server for DJs to scan music folders, validate and suggest metadata via MusicBrainz/iTunes/Spotify, and batch write metadata to audio files with confidence scoring.

jpmamededs/dj-music-metadata-mcp

sunat-mcp

by r2nochi

Local MCP server for validating and querying Peruvian RUCs using SUNAT's official reduced registry, stored locally to keep data private.

r2nochi/sunat-mcp

admission-mcp-server

by ugori2

Enables searching 2027 Korean university early admissions information (types, quotas, methods, minimum SAT scores) and checking if given SAT grades meet the minimum requirements.

ugori2/admission-mcp-server

Sponge MCP Server

by tsiongk

Provides a Model Context Protocol interface to the Sponge wallet API for managing digital assets and transaction histories. It enables users to securely check balances, retrieve addresses, and perform transfers using DAuth-style credential exchange.

tsiongk/sponge-mcp

SpinQit MCP Tools

by eeeeeeeason

Enables AI models to invoke SpinQ's quantum computing hardware resources by creating and submitting quantum circuits (QASM) to the SpinQ cloud platform for execution and results retrieval.

eeeeeeeason/backup_mcp

orchestrator-mcp

by immmmmmortal1

Multi-model agent orchestration MCP server that enables plan-code-review-deliver pipelines with configurable providers and models.

Immmmmmortal1/orchestrator-mcp

SQLite Database MCP Server

by getinclub

Enables AI agents to connect to and query an SQLite database through the Model Context Protocol, allowing natural language interaction with database tables and data.

getinclub/template-build-mcp-server

PC-Control MCP Server

by krsnmlna1

Enables control of Windows PC through Claude Desktop, including executing shell commands, managing system resources, controlling audio/power, launching applications, taking screenshots, and managing windows and processes.

krsnmlna1/MCP

mcp-tespit

by maniakh

Enables AI assistants to monitor real-time CPU, RAM, and disk usage on the local machine.

maniakh/MCP

Coach AI

by 94aharris

A productivity coaching assistant designed for ADHD support that provides intelligent task management, goal tracking, and personalized recommendations. It utilizes a persistent memory system to learn user patterns and preferences, helping to reduce decision paralysis through actionable suggestions.

94aharris/coach-ai

bharatnet

by atharvad999

MCP server for internet access across Western and Indian platforms, enabling reading, searching, and hot content retrieval from stocks, news, hackernews, YouTube, GitHub, and more.

atharvad999/agentknows

MCP-Server

by aksajax

Provides an educational overview of MCP architecture, tools, resources, and prompts, and explains how to build, connect, and deploy MCP servers.

aksajax/MCP-Server

warrant-mcp

by jayden-chmod

An MCP server that provides formal reasoning and argument validation tools for AI agents based on established computational argumentation theories. It enables structured argument analysis, defeasible reasoning, and dialogue management using frameworks like Dung, Toulmin, and Walton's schemes.

jayden-chmod/warrant-mcp

ESMfold MCP Server

by macromnex

Enables protein sequence analysis and structure prediction by extracting ESM-2 embeddings and batch processing FASTA files via Docker. It provides tools for large-scale embedding extraction, job monitoring, and model management within an MCP-compatible environment.

MacromNex/esmfold_mcp

BV-BRC MCP Server

by soham-shukla

Enables querying and retrieving bacterial and viral genomic data, features, antimicrobial resistance, and epitopes from the BV-BRC API using natural language.

soham-shukla/mcp-bvbrc

Meta Ad Library MCP

by netty-linux

Production MCP server for querying the official Meta Ad Library API to search and retrieve ads data without scraping.

netty-linux/meta-ad-library-mcp