MCP Server Quality Scores

Independent quality analysis of 41393 public MCP servers

41393
Discovered
29285
Scored
2096
Verified
16952
Complete

Last updated 2 hours, 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
36401
MCP-Mirror
Gives Claude Desktop access to multiple AI models (Gemini, OpenAI, OpenRouter, …
N/A N/A 95
36402
alona-iaig
Enables AI agents to create and manage collaborative whiteboards with sticky no…
36403
prizmad
Prizmad Claim
Generate AI UGC video ads from any product URL — avatars, voiceover, OAuth Conn…
36404 N/A N/A 95
36405
GongRzhe
Gmail MCP server with auto authentication support for managing Gmail via AI ass…
N/A N/A 95
36406
smythmyke
MCP server for JackpotKeywords — AI keyword research and AI-visibility (AEO) sc…
36407
babasida246
Intelligent multi-model orchestrator with dynamic routing that optimizes AI cos…
81
36408
einar
airtable Claim
N/A N/A 95
36409
igmarin
Rails development skills, docs, and workflows exposed through MCP stdio.
N/A N/A
36410
RectiFlex
Streamline property management, construction, and service workflows with Center…
N/A N/A 95
36411
scottiesan
Enables AI assistants to create and manage development projects with structured…
81
36412
jinseok19
mcp2 Claim
N/A N/A 95
36413
raboley
ado-mcp Claim
An MCP server that provides Azure DevOps integration for AI assistants, enablin…
36414
brunocramos
livechat-mcp Claim
Enables continuous voice conversation with AI coding assistants by locally tran…
N/A N/A
36415
AdonaiVera
Control FiftyOne computer vision datasets through AI assistants using 80+ opera…
N/A N/A 95
36416
LissajousX
Enables Wireshark-like PCAP analysis through tshark, providing tools for filter…
N/A N/A 95
36417
Amit-confer
Enables interaction with Gmail through the Gmail API, allowing users to list, r…
81
36418
Rocketech-Software-Development
Provides accurate meeting transcription with speaker diarization and multilingu…
36419
ryanlahen
smithery-mcp Claim
N/A N/A 95
36420 N/A N/A 95
36421
sgoley
Converts Quicken QIF files into a queryable DuckDB database and exposes financi…
N/A N/A
36422
scoutos
A Deno implementation that enables AI models to interact with Linear issue trac…
81
36423
Groupthink-dev
Enables AI agents to securely interact with Tailscale tailnets for device inven…
36424
haxsysgit
Haxaml Claim
Enforces a structured planning-before-building workflow for AI coding agents vi…
N/A N/A
36425
gravik123
mcp_project Claim
N/A N/A 95
36426
jdoliveirasa
An MCP server that enables querying Erick Wendel's contributions across platfor…
36427
biocontext-ai
Enables searching and retrieving detailed information about cell lines from the…
36428
glitch-exec-labs
MCP server for the LinkedIn Marketing API — campaigns, analytics, creatives.
N/A N/A
36429
envigoinnovations
Connects MCP clients like Claude and Cursor to MemberPass workspace, exposing 4…
36430
bknc-odoo
gmail_mcp Claim
N/A N/A 95
36431
manusa
powerful Kubernetes MCP server with additional support for OpenShift. Besides p…
N/A N/A 95
36432
gopal-prakash-codes
Enables travel package management, booking, and itinerary planning through MCP-…
36433
sandraschi
A high-performance control plane for Ollama-based local LLM sessions with backg…
N/A N/A
36434
Rethunk-AI
Provides Go language tools for LLMs to analyze, test, and format Go code.
N/A N/A
36435
tools-mcp
Read-only MCP server for vessel identity lookup, AIS-style positions, tracks, p…
36436
hyamie
datagate-mcp Claim
MCP server for the DataGate billing platform API, providing read-only tools to …
36437
NikiforovAll
Remote MCP server for Hangfire that exposes background jobs as dynamic MCP tool…
36438
RectiFlex
Manage CenterPoint Connect data across properties, companies, employees, invoic…
N/A N/A 95
36439
onetrueclaude-creator
hebbian-vault Claim
Usage-adaptive Obsidian vault search: Hebbian + PageRank + BM25 hybrid ranking.
N/A N/A 95
36440
elevanaltd
Enables structured multi-perspective debates with Wind (explore), Wall (constra…
36441
tecnologicachile
Enables AI-driven management of osTicket helpdesks through natural language, al…
81
36442
romati88
Read-only MCP server for Yandex Cloud resources including VMs, networks, disks,…
36443
szge
lol-wiki-mcp Claim
N/A N/A 95
36444
Clarethium
Enables structural framing analysis of documents, identifying perspectives, omi…
N/A N/A
36445
aixsignal
ruon-ai Claim
N/A N/A 95
36446
xiaobenyang-com
osrs-stat Claim
Track any player's skills, activities, and boss kills. Explore leaderboards for…
N/A N/A 95
36447
rahulphenomenon
careermax Claim
All the tools you need to land your next job
N/A N/A 83
36448
Vannelier
Validates email addresses and URLs in real time using actual DNS, HTTP, and DNS…
81
36449
jessicayanwang
magic Claim
N/A N/A 95
36450
mmorey
Connects AI assistants to the Runn.io resource planning platform to manage proj…
81
Showing 36401–36450 of 41393 servers
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