MCP Server Quality Scores

Independent quality analysis of 33842 public MCP servers

33842
Discovered
28878
Scored
2088
Verified
16951
Complete

Last updated 1 hour, 51 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14551
dmarsters
Translates wine tasting vocabulary (varietal, terroir, balance, aging) into vis…
D 50 66 78 27 0 30 83 80
14552
Jeremy-33456
MCP4Amazon Claim 1
An MCP server that enables large language models to directly access and analyze…
D 50 54 27 25 N/A 20 95 82
14553
wenjiazhu
Provides offline, high-accuracy OCR capabilities for images and PDFs using macO…
D 50 64 42 41 0 32 95 92
14554
Citedy
AI marketing: SEO articles, trend scouting, competitor analysis, social media, …
D 50 66 66 10 0 63 81 91
14555
CiscoDevNet
Enables AI assistants to query Cisco ThousandEyes v7 API for network monitoring…
D 50 66 72 20 0 48 82 81
14556
noomgithub2020
A Model Context Protocol server that delivers various types of jokes (Chuck Nor…
D 50 66 33 55 0 41 81 100
14557
YashKushwaha
Provide a simple and minimal MCP server implementation to help developers get s…
D 50 54 24 17 N/A 19 92 100
14558
squidlerio
@squidlerio/mcp Claim
An MCP proxy that connects AI clients to the remote Squidler MCP server while p…
D 50 66 78 10 0 32 80 98
14559
Cavendo-AI
Save and query market signals from your AI conversations.
D 50 66 76 0 0 57 81 95
14560
xiaobenyang-com
A sequential thinking tool based on the MCP protocol, used to break down comple…
D 50 64 72 68 0 45 95 12
14561
aamangeldi
Get a random dad joke or search by keyword to fit any moment. Retrieve specific…
D 50 66 48 30 0 50 83 98
14562
xiaobenyang-com
Access Apple's official developer documentation, frameworks, APIs, and WWDC vid…
D 50 64 72 37 0 45 95 47
14563
smithery-ai
Ntropy MCP Server Claim 1
Enables enrichment of banking data through the Ntropy API, including creating a…
D 50 66 72 32 0 20 81 89
14564
jxnl
A Model Context Protocol server implementation that provides a standardized int…
D 50 66 45 66 0 17 81 91
14565
132262B
Provides guidelines for writing proper apologies based on the situation, relati…
D 50 55 42 22 25 81 78
14566
mcpol-studio
SSH MCP Server Claim 1
An MCP server that enables AI assistants to execute shell commands and manage f…
D 50 55 45 15 40 67 88
14567
allanhale
Enables read-only access to NORA dashboard data from Upstash Redis, covering OK…
D 50 55 48 0 25 80 98
14568
xiaobenyang-com
Chess Claim 1
An MCP server that provides chess FEN (Forsyth Edwards Notation) symbol validat…
D 50 64 57 68 0 45 95 35
14569
xiaobenyang-com
Atlas-Docs Claim
The Atlas Docs MCP server provides technical documentation of libraries and fra…
D 50 64 72 67 0 45 95 15
14570
guilhermelirio
An MCP server that enables querying detailed address information from Brazilian…
D 50 66 33 63 0 40 81 88
14571
MShekow
Returns the latest package / dependency / tool versions for Python, NPM, Go, Do…
D 50 66 60 10 0 67 81 94
14572
arnabgho
A FastMCP server that provides virtual try-on functionality through the Replica…
D 50 66 60 45 0 21 81 94
14573
tonih23
Enables AI agents to search and analyze clinical trial data from ClinicalTrials…
D 50 55 38 22 19 81 91
14574
VitexSoftware
AbraFlexi Claim 1
MCP server for AbraFlexi ERP — invoices, contacts, products, bank transactions.
D 50 64 69 10 0 45 95 84
14575
angrysky56
Memvid MCP Server Claim 1
A Model Context Protocol server that encodes text, PDFs, and other content into…
D 50 55 33 27 25 76 92
14576
SlideSpeak
Slidespeak Claim
Generate PowerPoint presentations using the Slidespeak API
D 50 66 76 10 0 44 81 90
14577
davibauer
COTI MCP Server Claim
Enables AI applications to interact with the COTI blockchain for private token …
D 50 66 78 10 0 52 76 92
14578
langchain-ai
An MCP server that provides tools to load and fetch documentation from any llms…
D 50 66 53 25 0 66 81 90
14579
xiaobenyang-com
Search for word definitions from modern Chinese dictionaries to provide users w…
D 50 64 72 67 0 45 95 15
14580
sarathvad1811
An MCP server implementation that enables users to interact with the PokeAPI to…
D 50 55 33 25 16 81 96
14581
su-myeong
Send greetings, perform quick calculations, check the current time, and generat…
D 50 64 60 56 0 29 95 55
14582
VILLACLAIRE
Remote MCP Server Claim
A Cloudflare Workers-based implementation of the Model Context Protocol (MCP) s…
D 49 66 54 57 0 21 81 75
14583
xiaobenyang-com
Text-Toolkit Claim 1
An MCP server that provides text conversion, formatting, and analysis functions…
D 49 64 57 65 0 45 95 28
14584
benjamin920101
Enables searching Taiwan FDA drug database by various criteria (English/Chinese…
D 49 66 54 38 0 30 81 90
14585
Dave4522
This server provides access to various categories of jokes, including developer…
D 49 66 48 28 0 50 81 94
14586
daniel8824-del
A Python-based MCP server that collects, analyzes, and visualizes forest fire o…
D 49 54 48 31 N/A 36 82 46
14587
leng-2024
Provides a suite of tools for location retrieval and multi-modal route planning…
D 49 55 54 25 19 82 57
14588
Abhishek3689
Weather MCP Server Claim
Enables AI assistants to fetch real-time weather data, forecasts up to 10 days,…
D 49 66 48 33 0 39 82 98
14589
PabloLec
Audit certificates and keystores to surface expiry risks, weak algorithms, and …
D 49 66 40 50 0 42 81 91
14590
saurabhlalsaxena
Enables deploying a Model Context Protocol (MCP) server on Cloudflare Workers w…
D 49 66 54 60 0 21 81 77
14591
RelayPlane
RelayPlane Claim 1
Enables efficient AI workflow orchestration by chaining multi-step LLM operatio…
D 49 66 78 62 0 27 76 41
14592
madzarm
mcp-server-gelato Claim
D 49 64 72 0 0 45 95 86
14593
akarnik23
Enables interaction with Spotify's music catalog through natural language conve…
D 49 66 48 46 0 22 81 100
14594
ilil1
MCP Server Stdio Claim
Provide a local MCP server that enables integration of LLMs with external tools…
D 49 54 24 35 N/A 24 94 69
14595
xiaobenyang-com
Chuck-Norris Claim
ChuckNorris MCP server is a tool that provides enhanced prompts for large langu…
D 49 64 72 41 0 45 95 37
14596
ahmadsl
ChartPane Claim
Renders interactive Chart.js charts and dashboards inline in AI conversations.
D 49 66 66 10 0 59 81 88
14597
ramadasmr
Look up DNS information for any domain to troubleshoot issues and gather insigh…
D 49 66 56 17 0 48 81 100
14598
self-tech-labs
A template for deploying MCP servers on Cloudflare Workers with OAuth authentic…
D 49 66 54 57 0 21 81 77
14599
Richardsun85
Enables deploying a Model Context Protocol server on Cloudflare Workers with in…
D 49 66 54 57 0 21 81 77
14600
iskakaushik
ClickHouse MCP Server Claim 4
An MCP server for ClickHouse.
D 49 55 27 27 41 76 83
Showing 14551–14600 of 33842 servers
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