MCP Server Quality Scores

Independent quality analysis of 33745 public MCP servers

33745
Discovered
28871
Scored
2088
Verified
16951
Complete

Last updated 2 hours, 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12401
QuentinCody
Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process…
C 61 54 60 47 N/A 26 84 83
12402
Abhi5h3k
MCP-URL2SNAP Claim
A lightweight Model Context Protocol (MCP) server that enables your LLM to capt…
C 61 54 56 40 N/A 23 87 94
12403
sargioboys51
A deployable Model Context Protocol server that runs on Cloudflare Workers with…
C 61 55 48 68 21 81 82
12404
leaveanest
Enables access to SORACOM IoT platform data including Harvest sensor data, file…
C 61 55 54 42 47 81 81
12405
Ayoub-etoullali
An MCP server that provides AI applications with a toolset for an Artificial Vi…
C 61 54 27 50 N/A 44 95 96
12406
curtis-d-williams
A deterministic, network-free MCP server for validating repository release hygi…
C 61 54 54 22 N/A 50 95 90
12407
carlosedp
Redfish MCP Server Claim
Enables AI agents and LLMs to control and monitor Redfish-enabled hardware thro…
C 61 66 84 73 0 23 81 98
12408
shubham-mishra-remotedesk
Enables user name resolution and team management with PostgreSQL backend, provi…
C 61 55 60 41 24 81 93
12409
PlenishAI
Connects Claude to the Ashby ATS to manage the hiring pipeline through natural …
C 61 55 90 0 30 82 97
12410
codacy
Codacy MCP Server Claim
Enables access to Codacy's code quality platform through natural language, prov…
C 61 66 86 65 0 48 78 87
12411
DRITI2906
A lightweight MCP server that provides real-time hardware statistics including …
C 61 54 54 26 N/A 27 95 100
12412
lztrifunovic
A serverless implementation of Model Context Protocol on Cloudflare Workers tha…
C 61 55 48 68 21 81 80
12413
osinmv
MCP server for function signature lookups.
C 61 54 51 31 N/A 33 90 98
12414
weidwonder
Crawl4AI MCP Server is an intelligent information retrieval server offering rob…
C 61 55 60 33 51 80 83
12415
simonliu-moltbot
Enables AI agents to create and interact with ASCII-based Zen gardens through t…
C 61 55 54 50 27 81 90
12416
onlineprfoundation
Search PR agencies, browse publications, buy press release distribution & media…
C 61 55 76 0 50 81 98
12417
auto-browse
Unbundle OpenAPI Specs MCP
C 61 55 68 82 41 81 20
12418
febriansyahnr
MCP Alchemy Server Claim
Provides access to financial transaction data from XB database, enabling lookup…
C 61 55 54 50 29 80 89
12419
Kentaro121
Enables deployment of MCP servers on Cloudflare Workers without authentication …
C 61 55 48 68 24 81 78
12420
sunhuiowo
MCP_3 Claim
Provides paper search and management capabilities along with weather queries, d…
C 61 55 72 25 24 81 96
12421
rubenpenap
MCP Auth Claim
A remote MCP server implementation that demonstrates authentication and authori…
C 61 66 78 75 0 30 81 98
12422
hexdecimal16
Enables performing Google searches and retrieving content from the top 5 non-so…
C 61 55 76 22 26 81 94
12423
arturborycki
Enables secure interaction with Teradata databases through SQL queries, schema …
C 61 66 86 66 0 31 82 97
12424
darrenoakey
An MCP server that provides session-based shell command execution and file mana…
C 61 54 57 27 N/A 19 95 100
12425
kukapay
hf-trending-mcp Claim 1
An MCP server that tracks trending AI models, datasets, and spaces on Hugging F…
C 61 55 51 33 38 82 100
12426
ilylty
JupyterMCP Claim
A Model Control Protocol (MCP) server that enables remote programmatic control …
C 61 55 66 38 16 81 93
12427
stephenjhsu
A FastAPI-based server that provides tools for local file management and Databr…
C 61 55 66 41 16 81 94
12428
will-garrett
debugpy-mcp Claim 1
An MCP server that enables agents to attach debugpy to running Python processes…
C 61 54 45 62 N/A 30 87 75
12429
zhaoxin34
MCP Server for MySQL Claim 2
A Model Context Protocol server providing read-only access to MySQL databases, …
C 61 55 57 51 43 69 81
12430
arjunkmrm
Search the web, images, videos, news, and local businesses with robust filters,…
C 61 66 78 68 0 53 81 90
12431
rexfelix
Enables reading and extracting content from PDF documents including text (as Ma…
C 61 54 48 41 N/A 27 95 91
12432
yfcyfc123234
ShowDoc MCP Server Claim
Automatically fetches API documentation from ShowDoc and generates Android code…
C 61 55 72 38 24 81 83
12433
Yoshua-Carrera
Python MCP Server Claim
A demonstration MCP server built with fastmcp that provides basic utility tools…
C 61 54 60 30 N/A 26 95 91
12434
gooapps
Integrates GitIngest to generate context files from public and private GitHub r…
C 61 55 48 57 25 81 88
12435
16Coffee
A Model Context Protocol server providing comprehensive financial data from Yah…
C 61 54 45 43 N/A 43 90 87
12436
code-rabi
Provide access to the LittleSis API to track corporate power and accountability…
C 61 66 78 58 0 55 81 99
12437
osulivan
MCP Server for skill4agent - Search, view, and install AI skills in AI conversa…
C 61 66 94 63 0 25 80 93
12438
datumnova
Fabric MCP Claim
A Python-based MCP server that enables interaction with Microsoft Fabric APIs f…
C 61 55 54 41 27 80 98
12439
antfu
nuxt-mcp-dev Claim
MCP server helping models to understand your Vite/Nuxt app better.
C 61 64 62 50 0 79 95 93
12440
CultriX-Github
A Cloudflare Workers-based MCP server that enables tool integration with Claude…
C 61 55 56 51 29 83 79
12441
dieselpro1111
TradesPro Claim
TradesPro is an open source MCP server that gives AI assistants structured know…
C 61 55 72 0 60 82 96
12442
jmeserve
sprout-mcp Claim 1
An MCP server that integrates the Sprout Social Public API with Claude and othe…
C 61 55 53 41 30 80 98
12443
VinayakTiwari1103
MCP-Smallest.ai Claim 1
A Model Context Protocol server implementation that provides a standardized int…
C 61 55 51 68 22 81 76
12444
eluc1a
MCP News Server Claim
A server providing access to news articles from various categories including te…
C 61 55 78 26 22 81 88
12445
chris-enea
A Cloudflare Workers-based MCP server that enables deployment of custom tools a…
C 61 55 48 68 21 81 81
12446
offerland-cc
A template for deploying a remote MCP server on Cloudflare Workers without auth…
C 61 55 48 66 24 83 78
12447
MokshadaRaibagkar
A lightweight AI agent that fetches real-time weather alerts for any U.S. state…
C 61 54 60 26 N/A 21 95 100
12448
nebula-contrib
A Model Context Protocol server implementation that enables LLMs to interact wi…
C 61 55 53 21 64 81 93
12449
KronosWasTaken
Enables secure integration between GitHub and Jira with permission controls, al…
C 61 55 72 82 21 81 31
12450
ropon
mcp_demo Claim
mcp demo ip query
C 61 54 40 37 N/A 41 91 100
Showing 12401–12450 of 33745 servers
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