MCP Server Quality Scores

Independent quality analysis of 66455 public MCP servers

66455
Discovered
31796
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 47 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
62551
effinrich
Exposes Radix Primitives' parts, props, and accessibility contracts to AI codin…
N/A N/A
62552
hieudt-thehumaninc
mindcore-mcp Claim
Enables AI-powered chat and DeFi operations (swap, transfer) via MCP-compliant …
62553
johnisanerd
Enables fetching a Google Maps contributor's review history as structured JSON,…
62554
purelledhand
Relays error logs from other MCP servers when an LLM call fails and the returne…
N/A N/A
62555
WRG-11
WinstonRedGuard monorepo bridge for MCP agents: governance, pipelines, memory, …
N/A N/A
62556
nullary-ai
Negative results intelligence for drug discovery: inactive compounds, failed se…
81
62557
chrischall
zillow-mcp Claim
Zillow real-estate for Claude — search, property details, Zestimates, saved sea…
N/A N/A
62558
deepskyai
Free no-key search over CASA, FAA, EASA & ICAO aviation regulations. By Deepsky…
62559
aicommander
AI Commander Claim
AI Commander is a remote shell for AI agents. It lets an MCP client (Claude, Co…
81
62560
NektoNeo
mpc2 Claim
N/A N/A 95
62561
Andiveli
mcp-cad Claim
MCP server for Autodesk Inventor that provides 32 tools for parametric control …
N/A N/A
62562
officechbusinessservices-creator
An MCP server that recommends tech stacks for your project. Describe what you'r…
62563
sewon-supernova
relation-mcp Claim
Enables to interact with Re:lation support tickets via MCP. Allows searching, u…
62564
haruhi2ux
An MCP server that enables AI agents to automate browser interactions using Pla…
62565
AppVisionOS
Apple Ads (formerly Apple Search Ads) Campaign Management API v5 with **1:1 end…
62566
markahope-aag
MCP server for comprehensive WordPress site audits on WP Engine, providing tool…
N/A N/A
62567
rejifald
Search and read the StitchAPI docs: search_docs finds relevant sections, get_do…
62568
auraweon7-ship-it
Enables Claude to search and analyze Korean academic papers using the Korea Cit…
81
62569
suavecito585
Provides access to 61 public digital libraries through a single unified interfa…
N/A N/A
62570
macuse-app
macuse Claim
Bridges AI assistants with native macOS functionality through the Model Context…
N/A N/A 95
62571
lisamaraventano-spine
First Dollar Claim
A curriculum that teaches AI agents how to spend their own money. Sixteen lesso…
N/A N/A
62572
riccardovietri
A physics engine for liquid-cooled GPU systems, exposed as an AI-callable MCP s…
62573
lasawno99
Browser MCP Claim
Automate your browser with AI using an MCP server and Chrome extension, enablin…
N/A N/A
62574
NARAVINDR321
Enables LLMs to retrieve, analyze, and visualize stock prices and financial rep…
81
62575
codebycinar
Pre-transaction security gate for Pharos AI agents that analyzes contract bytec…
62576
Hiroshi-Ichiyanagi
kagami Claim
Deterministic prompt-injection detector; signed, offline-verifiable verdicts. N…
62577
snipework-app
Query live Upwork freelance market intelligence directly from your AI agent. Ge…
81
62578
daviiferrer
Exposes the catalog of Supermercados Kawakami (Paraguaçu Paulista/SP) as tools …
62579 N/A N/A 95
62580
AIWerk
Wheel-Size.com fitment API: OEM and aftermarket wheel and tyre data for 100k+ v…
N/A N/A
62581
Veri5ied
Enables AI agents to interact with multiple payment providers (Stripe, Paystack…
81
62582
chair15
A comprehensive MCP server that enables AI assistants to control music playback…
62583
sjgant80-hub
MCP server for the foldkit framework, exposing 7-prime spine, κ-bands, and fold…
62584
buildezai
Enables AI assistants to build complete, live websites from natural language de…
N/A N/A
62585
jaenster
Browser automation MCP server for Claude, powered by Puppeteer.
N/A N/A
62586
NotOnlyAI
A remote MCP game server for playing Chinese chess, enabling clients to registe…
62587
elmopps
Provides real-time weather data from the US National Weather Service API, enabl…
62588
swesmith-repos
MiniMax MCP Claim
Enables interaction with MiniMax AI APIs for text-to-speech, voice cloning, vid…
81
62589
amalinakurniasari
Control Figma to create, edit, and organize designs in real time. Generate comp…
N/A N/A 95
62590
MaorAmsallem
Enables AI assistants to browse Reddit, analyze stock buzz, and detect trending…
62591
chrischall
Extended Google Docs for Claude via gogcli — auth + full Docs and comments supp…
N/A N/A
62592
Vedant2254
MCP server for AIShelf - allows AI model to choose workflows, rules, skills, an…
N/A N/A 83
62593
introman2023
Search 160k+ Russian B2B products from 8,900+ verified manufacturers (EN/RU).
62594
that-lucas
tts-mcp Claim
Profile-driven MCP server for Google Cloud Text-to-Speech that exposes tools to…
N/A N/A
62595
LongJourneyCai
Source-verified pet food regulations, recalls, nutrient standards and species c…
62596
enihcam
Bridges OpenCode to Chromium's WebMCP API, exposing WebMCP tools from a webpage…
N/A N/A
62597
ps-copilot-sandbox
Enables querying a curated book database using MCP tools to retrieve basic or d…
N/A N/A
62598
Snseam
Enables AI assistants to automate BOSS直聘 recruitment tasks including candidate …
N/A N/A
62599
magichao326
Enables users to interact with their live Claude Code session from Google Chat …
N/A N/A
62600
hanssonfredrik
Connect AI assistants to your product operating model — OKRs, strategy, and dis…
Showing 62551–62600 of 66455 servers