MCP Server Quality Scores
Independent quality analysis of 45235 public MCP servers
Last updated 2 hours, 7 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 44501 |
mcp-va-museum
Claim
MCP server for querying the Victoria and Albert Museum (V\&A) collections via n…
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| 44502 |
A production-grade, type-safe MCP server for memory forensics via Volatility 3,…
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| 44503 |
gobuster-mcp
Claim
A Model Context Protocol (MCP) server for Gobuster that enables AI assistants t…
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| 44504 |
Homelab MCP starter
Claim
A minimal MCP server for homelab environments, providing demo tools like ping a…
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| 44505 |
Scout
Claim
Enables AI agents to perform comprehensive search across 27 search engines incl…
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| 44506 |
mcp-europe-business
Claim
European business compliance suite for AI agents — 28 tools covering tax ID val…
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| 44507 |
mcp-gmail
Claim
MCP server that connects Claude with Gmail to read, send, delete, and manage me…
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| 44508 |
mcp-switchboard
Claim
A real-time inter-agent switchboard, delivered as one centralized streamable-HT…
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| 44509 |
claude-iac-mcp-server
Claim
Enables AI agents to query an approved Terraform module registry and generate c…
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| 44510 |
나라장터 공고 검색
Claim
우리 팀에 상황에 맞는 사업 입찰 공고를 나라장터에서 찾아주고 추천해주는 MCP입니다.
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| 44511 |
GTAV-CLAUDE-MCP
Claim
Enables Claude to see and act in Grand Theft Auto V, spawning vehicles, changin…
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| 44512 |
ari-mcp-py
Claim
Python MCP server: fair-price checks, leaderboards, Ed25519 receipt verificatio…
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| 44513 |
mcp-rag-local
Claim
Enables storing and retrieving text passages based on semantic meaning using lo…
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| 44514 |
api-contract-validator
Claim
Cloudflare Workers MCP server: api-contract-validator
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| 44515 |
komoot-mcp
Claim
Enables users to interact with Komoot for managing tours, planning routes, expo…
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| 44516 |
mcp-jira
Claim
Enables interaction with Jira issues, projects, and comments via API Key. Suppo…
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| 44517 |
android-adb-mcp
Claim
MCP server for Android device management via ADB, enabling inspection and confi…
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| 44518 |
mcp-chainladder
Claim
Actuarial chain-ladder reserving: IBNR, Mack stochastic stats, and assumption d…
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| 44519 |
Enables LLM-powered tools to manage Databricks permissions, credentials, and Gi…
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| 44520 |
Exposes the Zoho Analytics API v2 as an MCP server, enabling Claude and other c…
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| 44521 |
Enables interaction with Azure AI Foundry services including model exploration …
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| 44522 |
AgentAudit
Claim
Security scanner for AI agent packages that enables AI agents to audit MCP serv…
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| 44523 |
Docker MCP Server
Claim
Enables AI assistants to interact with Docker containers through safe, permissi…
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| 44524 |
MCP Unix Socket Server
Claim
A persistent server using Unix sockets that provides file operations and real-t…
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| 44525 |
A Model Context Protocol server for Dify that provides culture-related services…
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| 44526 |
arkon
Claim
Arkon: Enterprise AI Knowledge Hub & MCP Server. Self-hosted knowledge base for…
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| 44527 |
Lanten MCP Server
Claim
Connects AI assistants to the Lanten property management API, allowing them to …
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| 44528 |
ATMcp
Claim
Enables multiple LLM agents across devices to form teams, share knowledge, memo…
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| 44529 |
build-vault-mcp-server1
Claim
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| 44530 |
Xylent MCP Server
Claim
Exposes a suite of 31 AI agents and the Ralph Engine orchestration framework to…
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| 44531 |
Enterprise MCP Skill Hub
Claim
Enterprise MCP Skill Hub is a locally runnable reference implementation of a go…
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| 44532 |
Interminal
Claim
Lightweight MCP server providing terminal access (SSH & local shells) for AI as…
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| 44533 |
GhostMap v2
Claim
Exposes AI-augmented network reconnaissance and evasion capabilities as callabl…
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| 44534 |
Enables users to track expenses by adding, listing, and summarizing them with c…
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| 44535 |
spanning-mcp
Claim
MCP server for Spanning Cloud Backup — M365/GWS/Salesforce SaaS backup, restore…
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| 44536 |
Arc MCP Server
Claim
Enables AI tools to access Arc Testnet blockchain data, including USDC balances…
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| 44537 |
MCP server for tracking nutrition meals and workouts, integrating with claude.a…
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| 44538 |
@calmesh/mcp-server
Claim
MCP server that connects AI agents to calendars, bookings, and scheduling polls…
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| 44539 |
self-mcp-server
Claim
FastMCP server for querying FRED financial and macroeconomic data, providing to…
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| 44540 |
FileToPDF MCP server
Claim
Enables conversion of files, HTML, and Markdown to PDF through natural language…
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| 44541 |
Document Tools
Claim
Enables document conversion and processing through an MCP server interface for …
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| 44542 |
myserver
Claim
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| 44543 |
icloud-mcp
Claim
Enables calendar management with iCloud through CalDAV, allowing users to list,…
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| 44544 |
@vibecheck/mcp
Claim
Enables AI agents to manage git-backed website content through natural language…
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| 44545 |
mcp-da-vinci
Claim
Exposes the DaVinci Resolve scripting API to LLMs, enabling inspection, media i…
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| 44546 |
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| 44547 |
weather-mcp-server
Claim
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| 44548 |
omni-memory
Claim
A fully-local AI memory system that saves notes, code, and terminal output to a…
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| 44549 |
guidetopharmacology
Claim
Enables access to the IUPHAR/BPS Guide to PHARMACOLOGY database for querying dr…
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| 44550 |
Scouts-AI-MCP
Claim
Model Context Protocol server exposing the SCOUTS-AI web search API as a single…
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