MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 6 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
23501
AllGoodInsp Claim 1
Curated design references for AI — real CSS values, typography specs, and color…
F 34 25 0 67
23502
GTM MCP Server Claim 1
Let AI manage your Google Tag Manager containers — tags, triggers, variables, a…
F 34 25 0 67
23503
mcp Claim 1
Access Japan's finest Michelin-starred restaurants. Search, check availability,…
F 34 25 0 67
23504
rum-analytics Claim 1
RUM platform for web performance analytics, Core Web Vitals, and third-party sc…
F 34 25 0 67
23505
Provide structured access to ClinicalTrials.gov data for searching, retrieving,…
F 34 25 0 67
23506
Todo Claim 1
Personal todo list that persists across sessions and MCP clients. Create, updat…
F 34 25 0 67
23507
Egnyte's remote MCP server for secure AI access, search, upload and file manage…
F 34 25 0 67
23508
Automate Attio CRM workflows with fast search and bulk operations across compan…
F 34 25 0 67
23509
tools Claim 1
Remote MCP server: fetch, search, Python, TTS, memory, image, video.
F 34 25 0 67
23510
SuperSend Claim 1
Manage contacts, campaigns, senders, and deliverability via SuperSend API
F 34 25 0 67
23511
feeefapp-mcp Claim 1
Enable AI assistants to interact seamlessly with Feeef e-commerce stores, produ…
F 34 25 0 67
23512
Search 146 vintage chocolate recipes from 1914: cakes, candies, mousses, bevera…
F 34 25 0 67
23513
Commerce intelligence for AI agents. Diagnose drop-offs, fix checkouts, optimiz…
F 34 25 0 67
23514
historis Claim 1
Track client interactions and events. Your AI organizes everything for you.
F 34 25 0 67
23515
okahu Claim 1
Cloud hosted Okahu MCP server that helps you manage genAI trace data
F 34 25 0 67
23516
AgentDM Claim 1
Agent-to-agent messaging platform using MCP for cross-model communication.
F 34 25 0 67
23517
QA Test Server Claim 1
Testing publish command
F 34 25 0 67
23518
AI coding assistant for Radzen Blazor — docs, APIs, code samples, and templates…
F 34 25 0 67
23519
Send & receive texts using MCP. Use own phone! Get OTPs automate workflows Sign…
F 34 25 0 67
23520
Help Claim 2
MCP server for the mctx platform. Search documentation to learn how to scaffold…
F 34 25 0 67
23521
Multi-tenant MCP gateway for AI commerce. One connection, every store on the ne…
F 34 25 0 67
23522
MyGhosts Claim 1
Send AI bots to attend meetings on your behalf. Get recordings, transcripts, an…
F 34 25 0 67
23523
Control Shopify Admin tasks with agents or via prompt. Ultra slim integration, …
F 34 25 0 67
23524
AI agent tools: translation (95+ langs), crypto research, compliance, summariza…
F 34 25 0 67
23525
Streamline property management, construction, and service workflows with Center…
F 34 25 0 67
23526
Humanizer PRO Claim 1
Humanize AI text to bypass GPTZero, Turnitin, Originality.ai. Stealth, Academic…
F 34 25 0 67
23527
BJJ video analysis — YOLO pose detection, AI technique analysis, and highlight …
F 34 25 0 67
23528
Get real-time NYC bus arrivals, live vehicle locations, and service alerts. Pla…
F 34 25 0 67
23529
MCP Scoreboard Claimed 1
Allows MCP access to MCP Scoreboard data.
F 34 25 0 67
23530
ContentFlow Claim 1
Search and analyze 50,000+ hours of business podcast transcripts, entities, and…
F 34 25 0 67
23531
My MCP Ser Claim 2
Non functional server (yet)
F 34 25 0 67
23532
NaN Claim 1
NaN - DO not use, test.
F 34 25 0 67
23533
chris
serena Claim
Speed up development by navigating and modifying large codebases with IDE-like …
F 32 33 0 0 95
23534
Yi-FSA
Send friendly greetings, perform quick calculations, check Korea’s current time…
F 32 33 0 0 95
23535
xiaobenyang-com
Discover and filter Hacker News content to find the most relevant stories, comm…
F 32 33 0 0 95
23536
ebartan
Provide a flexible and extensible server implementation for the Model Context P…
F 32 33 0 0 95
23537
descope-sample-apps
Descope MCP Server Claim
Interact with Descope's Management APIs to manage users, audit, and more.
F 32 35 10 0 86
23538
xiaobenyang-com
read-website Claim
Extract website content quickly for research and analysis. Read documentation, …
F 32 33 0 0 95
23539
stripe
mcp Claim
MCP server integrating with Stripe - tools for customers, products, payments, a…
F 32 35 10 0 86
23540
xiaobenyang-com
time-mcp Claim
Get the current time, timestamps, and days in any month. Convert times across t…
F 32 33 0 0 95
23541
letta-ai
memory-mcp Claim 1
MCP server for AI memory management using Letta - Standard MCP format
F 31 33 10 0 83
23542
erniesg
Twin Persona Claim
Generate personas for testing and prototyping. Build from your connected accoun…
F 30 35 10 0 81
23543
nageshyp
vsf-club Claim
F 30 35 10 0 81
23544
lochmueller
muell-io Claim
F 30 35 10 0 81
23545
madanc
koko-finance Claim
AI credit card advisor - search cards, compare portfolios, and optimize rewards
F 30 35 10 0 81
23546
aparajithn
Streamline technical workflows with a comprehensive suite of data transformatio…
F 30 35 10 0 81
23547
leeroopedia
Leeroopedia Claim
Access detailed documentation and API references for machine learning framework…
F 30 35 10 0 81
23548
seltz-ai
seltz Claim
Provides AI assistants with access to Seltz's powerful Web Search capabilities.
F 30 35 10 0 81
23549
ayni-protocol
Ayni Claim
Facilitate standardized communication between agents using a specialized glyph-…
F 30 35 10 0 81
23550
SuperSend
SuperSend MCP connects your AI assistant (Cursor, Claude, Windsurf) to SuperSen…
F 30 35 10 0 81
Showing 23501–23550 of 30006 servers
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