MCP Server Quality Scores

Independent quality analysis of 64728 public MCP servers

64728
Discovered
30691
Scored
2112
Verified
16953
Complete

Last updated 6 hours, 3 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
39451
aryanduntley
Debug PWAs in your real browser via MCP: service-worker, cache, installability …
N/A N/A 95
39452
georgetso
MCP Memory Claim 1
An MCP server that gives AI assistants (like Cursor, Claude, Windsurf) the abil…
81
39453
aisystant
MCP server for Digital Twin learner data, providing tools for AI Guide to explo…
81
39454
NeuroviaLabs
pg-mcp Claim
Enables read-only PostgreSQL database access with query, table listing, and sch…
39455
dbsxortime
A MongoDB Atlas-based Notion-style knowledge base management MCP server that su…
N/A N/A
39456
khairu-aqsara
A Model Context Protocol (MCP) server that provides seamless access to Moodle d…
39457
SebastianWild
Dawarich MCP Claim
Enables interaction with Dawarich location history through tools for maps, stat…
39458
dsddet
MCP server for Cal.com scheduling, providing ~70 tools to manage schedules, eve…
N/A N/A
39459
trssantos
Decay Memory Claim
An MCP server that gives AI agents persistent, forgetting memory with layered d…
N/A N/A
39460
rabia-s
An MCP server with six tools including web search, URL fetching, math calculati…
N/A N/A
39461
RenEra-ai
Secure MCP server for Boomi Platform API integration with Claude Code. Enables …
39462
bbalakriz
Integrates with Red Hat APIs to enable searching Knowledge Centered Support (KC…
39463
robsyc
loinc-mcp Claim
Enables searching LOINC codes and retrieving detailed information including pan…
N/A N/A
39464
100yenadmin
Enables AI agents to compose and edit dashboards through MCP tools, allowing th…
39465
gui-wf
Provides AI assistants with access to PurelyMail's email management API, enabli…
39466
L-Chris
weflow-mcp Claim
Enables to access and manage WeChat data (sessions, contacts, Moments) through …
N/A N/A
39467
ga815647
Enables creating and sharing Fellow Aiden brew profiles as brew.link URLs throu…
39468
loopsketch
mcp-bridge Claim
Enables LLMs to use llama.cpp models via MCP protocol by bridging MCP requests …
N/A N/A
39469
PickAID
MCP server that helps AI agents inspect Minecraft project evidence (crash logs,…
N/A N/A
39470
Enddn
Enables caregivers to log daily care activities and generate draft notification…
39471
dvdksn
MCP server with ISO week and calendar tools for date conversion, week math, and…
N/A N/A
39472
Microck
Font MCP Claim
An expert design advisor MCP server that researches live discussions, scans pro…
N/A N/A
39473
elgatosf
Bridges AI assistants with Elgato apps via IPC, enabling dynamic tool discovery…
N/A N/A
39474
Ayaanisthebest
Enables fetching, searching, and summarizing YouTube video transcripts with mul…
N/A N/A
39475
pmccarroll-fuel
thincms-mcp Claim
MCP server for ThinCMS that gives AI agents typed tool access to manage content…
39476
IvanPetylo
ClockifyMCP Claim
Enables personal Clockify time tracking through ChatGPT and other MCP clients, …
39477
centkim177-debug
sex Claim
N/A N/A 95
39478
Akpughe
ultramem-mcp Claim
Give any MCP client durable, cross-session memory by exposing an UltraMem deplo…
39479
atomno-mcp
mcp-fssp Claim
MCP server for checking Russian FSSP (Federal Bailiff Service) debts, enabling …
39480
vndmea
Enables multi-model leader-worker agent orchestration, workflow execution, and …
39481
NvmToxic
Extends large language model context length up to 60 times using gravitational …
N/A N/A
39482
Dishant27
Enables AI assistants to interact with Kaggle competitions, including listing c…
39483
ignytehq
plunk-mcp Claim
A Model Context Protocol server for Plunk, the open-source self-hosted email pl…
39484
muhammadadilsyaputra08-alt
Enables creating and editing pixel art through an MCP interface, with a live br…
39485
kalmma
MCP server for Solplanet ASW5-T inverter, enabling natural language queries abo…
N/A N/A
39486
Chevalicious
An MCP server for Things 3 on macOS that enables AI assistants to manage tasks …
N/A N/A
39487
fabiendupont
An MCP server that lets AI agents discover Ansible Galaxy collection input/outp…
39488
cruzleedan
MCP server providing CRUD operations for timesheet management via REST API endp…
39489
grenamaxim-web
RentHuman Claim
Hire real humans in Russia for physical-world tasks — storefront photos, addres…
39490
CedricConday
Enables interaction with the Centrapay payments API for testing NZ payment flow…
39491
lennney
Free multi-source search for AI agents with multi-source verification, token sa…
39492
duvoai
Enables autonomous desktop automation by delegating tasks to vision-based agent…
39493
McSheaD
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
39494
zriyansh
Enables interaction with CustomGPT.ai agents through the Model Context Protocol…
N/A N/A
39495
imleokkkk
mcp-test2 Claim
Compute products instantly and accurately. Reduce manual calculations and error…
N/A N/A 95
39496
helmi75
A read-only MCP server that enables LLMs to safely explore and query any SQLite…
N/A N/A 95
39497
microqueryhq
MCP server to ask research questions about real-world datasets and get actual d…
39498
brcarry
An MCP server that retrieves relevant code snippets and documents to assist in …
39499
wXingHe
MCP server for importing documents into OpenMemory RAG knowledge base. Supports…
N/A N/A
39500
ssasuoirafen
Enables Claude to inspect and operate Apache Airflow over its REST API, providi…
Showing 39451–39500 of 64728 servers
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