MCP Server Quality Scores
Independent quality analysis of 67181 public MCP servers
Last updated 28 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 40501 |
PLTM-Claude
Claim
An MCP server that gives Claude Desktop persistent memory, self-awareness, epis…
|
— | ||||||||
| 40502 |
MCP Server App
Claim
An MCP server with LangGraph agent integration that enables AI agents to use cu…
|
— | ||||||||
| 40503 |
Kubeflow MCP Server
Claim
AI-powered interface for Kubeflow Training via MCP, enabling AI assistants to m…
|
— | ||||||||
| 40504 |
billforward-mcp
Claim
Enables LLMs to interact with Billforward's billing and subscription management…
|
— | ||||||||
| 40505 |
CutterMCP-plus
Claim
Enables LLMs to automate reverse engineering tasks using Cutter, including func…
|
— | ||||||||
| 40506 |
FastMCP MCP Server
Claim
A Model Context Protocol (MCP) server built with FastMCP that provides tools fo…
|
— | ||||||||
| 40507 |
Connects Baidu Netdisk to MCP-compatible AI clients, enabling AI to safely read…
|
— | ||||||||
| 40508 |
@sendbyte/mcp
Claim
Enables AI agents to send emails and manage sending domains, templates, analyti…
|
— | ||||||||
| 40509 |
Enhanced Cognee
Claim
Enterprise-grade AI memory infrastructure with multi-agent support, providing 1…
|
— | ||||||||
| 40510 |
revenuecat-mcp
Claim
MCP server for RevenueCat that lets AI agents query subscriber data, check enti…
|
— | ||||||||
| 40511 |
mcp-netmiko-server
Claim
Enables LLMs to interact with network devices via SSH (netmiko), allowing comma…
|
— | ||||||||
| 40512 |
Terrain
Claim
Terrain indexes entire codebases into a queryable knowledge graph, providing AI…
|
— | ||||||||
| 40513 |
npc
Claim
A browser automation MCP server that lets your IDE control your real browser (C…
|
— | ||||||||
| 40514 |
mcp-mijia
Claim
Enables AI assistants to control Xiaomi Mi Home smart devices through natural l…
|
— | ||||||||
| 40515 |
MCP Research Assistant
Claim
A custom MCP server that enables AI assistants to perform comprehensive researc…
|
— | ||||||||
| 40516 |
lightfast-mcp
Claim
Production-ready MCP server implementations for creative applications, enabling…
|
— | ||||||||
| 40517 |
fin-data-mcp-server
Claim
A Model Context Protocol server providing free financial market data across 13 …
|
— | ||||||||
| 40518 |
mcp-osrs
Claim
MCP server for the Old School RuneScape Wiki, game data, Grand Exchange prices,…
|
— | ||||||||
| 40519 |
Gyst MCP
Claim
Enables listing and updating clients, projects, and tickets from your editor vi…
|
— | ||||||||
| 40520 |
A sophisticated MCP server providing advanced memory capabilities with RAG, hal…
|
— | ||||||||
| 40521 |
wazuh-mcp-server
Claim
AI-powered MCP server that enables security analysts to query Wazuh SIEM/XDR fo…
|
— | ||||||||
| 40522 |
jupyter-notebook-mcp
Claim
A FastMCP server for loading, editing, searching, and saving Jupyter notebooks …
|
— | ||||||||
| 40523 |
kicktipp-agent
Claim
MCP server for kicktipp.com that enables AI assistants to view match data, lead…
|
— | ||||||||
| 40524 |
Google Docs MCP Server
Claim
A powerful Model Context Protocol (MCP) server implementation for seamless Goog…
|
— | ||||||||
| 40525 |
job-monitor
Claim
Searches LinkedIn, Indeed, USAJobs, and Google Jobs from the command line, dedu…
|
— | ||||||||
| 40526 |
drive-mcp
Claim
MCP server enabling file operations (list, search, read, rename, move) on Googl…
|
— | ||||||||
| 40527 |
universal-mail-mcp
Claim
A cross-platform MCP server that provides Claude with email access via IMAP, su…
|
— | ||||||||
| 40528 |
agent-hq
Claim
An MCP server that provides shared memory, kanban board, and agent registry for…
|
— | ||||||||
| 40529 |
bus-scheduling-mcp
Claim
Enables LLM clients to access scheduling data, KPIs, routes, and trigger optimi…
|
— | ||||||||
| 40530 |
mcp-dependency-version
Claim
Enables users to look up package versions, scan for vulnerabilities, and analyz…
|
— | ||||||||
| 40531 |
FofaMap
Claim
A MCP-enabled asset mapping and vulnerability scanning agent with AI self-refle…
|
— | ||||||||
| 40532 |
mcp-geico
Claim
An MCP server that enables AI agents to interact with GEICO insurance services,…
|
— | ||||||||
| 40533 |
A lightweight MCP server for managing DNS records, purging cache, and interacti…
|
— | ||||||||
| 40534 |
Cleo Skills MCP turns 45 production-grade product-compliance skills into a nati…
|
— | ||||||||
| 40535 |
ClearMarket
Claim
Reference data for prediction markets: graded resolution clarity, cross-venue l…
|
— | ||||||||
| 40536 |
XCREENER
Claim
Local stdio MCP bridge for XCREENER's XQL screener API — validate, explain, and…
|
— | ||||||||
| 40537 |
unsubly
Claim
MCP server with 12 tools enabling AI agents (Claude, ChatGPT) to manage Algoran…
|
— | ||||||||
| 40538 |
mcp
Claim
Payment firewall for AI agents: a signed, verifiable verdict on every money-mov…
|
— | ||||||||
| 40539 |
A demonstrative MCP server that exposes a query-user tool for retrieving user i…
|
— | ||||||||
| 40540 |
wallet-analytics-mcp
Claim
Fetches and parses on-chain swap transactions from blockchain wallets for LLM-b…
|
— | ||||||||
| 40541 |
database-explorer-mcp
Claim
Enables AI assistants to connect to and interact with PostgreSQL, MySQL, SQLite…
|
— | ||||||||
| 40542 |
Appian MCP Server
Claim
Enables interaction with Appian applications through the Model Context Protocol…
|
— | ||||||||
| 40543 |
Google Sheets MCP Server
Claim
Enables to read, write, format cells, create charts, use formulas, and manage G…
|
— | ||||||||
| 40544 |
Durable self for AI agents: one-call resume, memory, real browser, free chat + …
|
— | ||||||||
| 40545 |
Elyan Staking MCP Server
Claim
Enables AI agents to stake tokens for skill acquisition and verify staking verd…
|
— | ||||||||
| 40546 |
gmail-mcp5
Claim
|
— | ||||||||
| 40547 |
bell-mcp
Claim
A local MCP server that rings a bell through your speakers to provide audible n…
|
— | ||||||||
| 40548 |
Reference Servers
Claim
Explore a variety of implementations that enhance Large Language Models with se…
|
— | ||||||||
| 40549 |
geond-agent-protocol
Claim
Local-first shared memory and coordination layer for AI coding agents: reposito…
|
— | ||||||||
| 40550 |
receiptconverter-mcp
Claim
MCP server for ReceiptConverter that allows AI assistants to parse any receipt …
|
— | ||||||||