MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12801
LeandroPG19
cuba-memorys Claim
Persistent memory MCP server. 25 tools, BM25+MMR+OOD retrieval, CFR-21 audit, k…
C 60 54 60 36 N/A 33 92 75
12802
maneesha029
Enables interaction with Pendle Finance DeFi protocol to fetch live yields, sim…
C 60 55 52 56 21 81 84
12803
vipcong816
dy-mcp Claim
Enables automation of Douyin (TikTok China) tasks including parsing share links…
C 60 54 48 41 N/A 22 95 87
12804
byulsi
Enables AI models to search and read Notion pages by keyword or ID, allowing us…
C 60 55 66 40 26 82 78
12805
simonwfarrow
A server implementing the Model Context Protocol to make and query payments thr…
C 60 55 78 66 39 76 28
12806
AInoob
Enables deployment of MCP servers on Cloudflare Workers with OAuth authenticati…
C 60 55 54 57 26 81 77
12807
aanchalakto
Magic MCP Claim
A template for deploying remote Model Context Protocol servers to Cloudflare Wo…
C 60 55 54 57 26 80 77
12808
SekusRevo
Provides tools to retrieve, visualize, and analyze Chinese scenic spot data by …
C 60 55 54 53 19 81 85
12809
BioContext
PubChem-MCP Claim 1
An MCP server that provides tools for querying the PubChem database for detaile…
C 60 55 63 28 25 81 100
12810
roboulos
A Model Context Protocol server that enables Claude AI to interact with Xano da…
C 60 55 45 38 44 80 97
12811
J621111
Enables the automatic generation of complete Live2D models from a single photo …
C 60 54 62 27 N/A 27 90 90
12812
Prajwal-ak-0
YouTube MCP Claim 1
A Model Context Protocol server that analyzes YouTube videos, enabling users to…
C 60 55 45 43 28 81 100
12813
jdcc
gcal-mcp Claim 1
An MCP server that provides integration with Google Calendar, allowing users to…
C 60 55 51 37 30 82 100
12814
Nothflare
gaslighting-mcp Claim
A fake web search server that generates LLM-powered search results and full art…
C 60 55 54 22 45 81 100
12815
surajkumar0203
A simple MCP server that provides basic calculator functionality for performing…
C 60 54 48 35 N/A 24 95 95
12816
gianlucamazza
MCP Python Toolbox Claim 3
A Model Context Protocol server that enables AI assistants like Claude to perfo…
C 60 55 57 82 N/A 13 87 45
12817
mondaycom
monday.com Claim 1
MCP server for monday.com integration.
C 60 66 61 72 0 63 80 92
12818
lopisan
Enables LLMs to interact with ROS1 Noetic robotic systems by providing tools fo…
C 60 55 66 31 28 80 90
12819
Jiliar
Enables tracking and analyzing personal expenses stored in CSV files. Supports …
C 60 54 48 33 N/A 32 95 90
12820
jalaj-pandey
Weather MCP Tool Claim
An India-focused MCP server that provides real-time weather conditions, forecas…
C 60 55 48 45 21 81 99
12821
mixelpixx
A persistent memory system for Large Language Models (LLMs) that enables contin…
C 60 55 60 70 N/A 42 95 22
12822
zhigang1992
Happy Server MCP Claim
Enables programmatic interaction with Happy AI sessions, allowing users to list…
C 60 66 72 72 0 35 80 100
12823
dytavan
Generates secure random passwords and memorable passphrases with customizable o…
C 60 55 48 47 27 81 94
12824
yunkee-lee
MCP TMAP Server Claim
A server that connects to SK TMAP API, providing access to public transit routi…
C 60 55 48 41 41 81 90
12825
hostinger
A production-ready remote MCP server that performs comprehensive SEO audits, pr…
C 60 55 60 33 21 83 100
12826
Rafaysherwani
A lightweight microservice that fetches weather alerts and forecasts from the N…
C 60 55 66 28 18 83 100
12827
alan5543
flight-search-mcp Claim
C 60 54 60 42 N/A 21 95 75
12828
kaitoy
Enables searching NASA's image library and navigating results with an interacti…
C 60 55 82 0 54 70 98
12829
rfteles97
Enables fetching jokes from multiple APIs including Chuck Norris jokes, Dad jok…
C 60 55 60 17 47 81 100
12830
linxd5
Weather MCP Server Claim
Provides real-time weather data and current conditions for major Chinese cities…
C 60 55 54 31 42 83 92
12831
rochitl72
Enables AI agents to perform e-commerce operations including product search, bu…
C 60 55 54 53 21 81 82
12832
arjunprabhulal
mcp-flight-search Claim 1
MCP Server implementation for the Model Context Protocol (MCP) enabling AI tool…
C 60 55 67 21 N/A 44 81 89
12833
1sustgmboab
NexonCo MCP Claim
An advanced Medical Care Platform server designed for accessing and analyzing c…
C 60 66 76 53 0 63 81 91
12834
ref-tools
Provide your AI coding tools with token-efficient access to up-to-date technica…
C 60 66 90 40 0 59 86 88
12835
redhat-community-ai-tools
A ModelContextProvider server that enables secure querying of Red Hat internal …
C 60 55 54 43 23 81 95
12836
MaPa07
gong-mcp Claim
gong-mcp
C 60 55 84 57 25 81 37
12837
jdelon02
Exposes the Integrated Memory System (IMS) capabilities, including session mana…
C 60 55 60 43 25 81 84
12838
colesmcintosh
NumPy Calculator Claim
A Model Context Protocol (MCP) server that provides mathematical calculations a…
C 60 55 60 30 22 84 100
12839
srgsanky
A demo server that allows AI models to manage a personal reading list stored in…
C 60 54 48 27 N/A 35 91 99
12840
JackKuo666
bioRxiv-MCP-Server Claim
🔍 Enable AI assistants to search and access bioRxiv papers through a simple MCP…
C 60 55 70 27 20 83 94
12841
dhkts1
Provides tools for structuring complex problems through narrative-based sequent…
C 60 64 78 57 0 39 92 90
12842
PK-SANGAMESWAR
Enables tracking and managing personal expenses through a local SQLite database…
C 60 54 60 30 N/A 24 91 91
12843
fredpsantos33
iteratools Claim 1
40+ pay-per-use tools for AI agents: search, TTS, QR, PDF, scraping, image gen.…
C 60 66 90 63 0 32 77 92
12844
ag2-mcp-servers
An MCP server that provides access to the Interzoid GetWeatherCity API, allowin…
C 60 54 45 52 N/A 21 90 88
12845
sumik5
Enables translation of SRT subtitle files from English to Japanese using local …
C 60 55 54 38 42 81 86
12846
3351163616
MCP PDF Reader Claim 1
Intelligent PDF processing server that automatically detects PDF types (text or…
C 60 55 60 82 N/A 24 95 23
12847
BearNetwork-BRNKC
SketchupMCP Claim
Integration that connects Sketchup to Claude AI through the Model Context Proto…
C 60 55 60 31 43 81 87
12848
ag2-mcp-servers
Sakari MCP Server Claim
A Multi-Agent Conversation Protocol server that enables interaction with the Sa…
C 60 55 60 52 21 80 76
12849
kukapay
stargate-bridge-mcp Claim 1
An MCP server that enables cross-chain token transfers via the Stargate protoco…
C 60 55 57 31 43 74 97
12850
muriloruiz91-maker
Enables users to fetch jokes from multiple sources including Chuck Norris jokes…
C 60 55 60 17 44 81 100
Showing 12801–12850 of 67226 servers
« Prev 1 255 256 257 258 259 1345 Next »