MCP Server Quality Scores

Independent quality analysis of 69135 public MCP servers

69135
Discovered
→
33833
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13851
TaifAlsadoon
Enables AI models to access comprehensive Pokémon data from PokéAPI and simulat…
C 56 5⁄5 ◉ ⏳ 70 35 — 33 81 51
13852
danielkennedy1
pdf-tools-mcp ⚡ Claim 1
PDF download, view & manipulation utilities.
C 56 5⁄4 ◉ ⏳ 54 32 N/A 56 90 47
13853
Aniruddha1202
An advanced web search and scraping server that enables AI models to perform ta…
C 56 6⁄6 ◉ ⏳ 72 55 0 24 81 99
13854
EmanManco
Enables AI agents to fetch real-time weather data for any location using the Op…
C 56 5⁄5 ◉ ⏳ 48 17 — 44 81 97
13855
joelGuerraArias
Enables automated sending of institutional emails via Gmail SMTP with authentic…
C 56 5⁄5 ◉ ⏳ 54 32 — 25 81 85
13856
samvas-codes
dawshund_mcp Claim 1
An MCP server based on dAWShund to enumerate AWS IAM data, analyze effective pe…
C 56 5⁄5 ◉ ⏳ 55 32 — 16 80 92
13857
CursorTouch
MCP-Agent ⚡ Claim
Connect to any MCP servers using agents
C 56 6⁄4 ◉ ⏳ 66 42 0 53 95 88
13858
timecamp-org
A Model Context Protocol server that provides time tracking integration with Ti…
C 56 6⁄6 ◉ ⏳ 57 72 0 32 81 93
13859
flipcoin-fun
flipcoin ⚡ Claim
Agent-first prediction markets on Base. Trade, quote, create markets via MCP.
C 56 5⁄5 ◉ ⏳ 76 0 N/A 35 71 96
13860
fairyming
Suricata MCP ⚡ Claim 2
An MCP server for validating Suricata rule syntax and testing rules against pca…
C 56 5⁄4 ◉ ⏳ 63 0 N/A 27 89 98
13861
pinzonjulian
An MCP server that provides access to up-to-date Stimulus JS documentation dire…
C 56 5⁄5 ◉ ⏳ 45 27 — 26 80 100
13862
InstalabsAI
instagit ⚡ Claim 1
MCP server for Instagit — AI-powered Git repository analysis for coding agents
C 56 6⁄6 ◉ ⏳ 51 73 0 55 72 91
13863
mcrimi
mcp-openhexa Claim
Enables interaction with OpenHEXA platform through Claude Desktop, allowing use…
C 56 6⁄4 ◉ ⏳ 68 51 0 19 95 100
13864
gugga7
Enables AI assistants to discover and search authentic Moroccan tourism experie…
C 56 6⁄6 ◉ ⏳ 82 31 0 51 82 94
13865
glosc-ai
Excel Tools MCP ⚡ Claim 1
An MCP server for reading, writing, and analyzing Excel files using Python, pan…
C 56 5⁄5 ◉ ⏳ 39 28 N/A 45 76 96
13866
Vashistht
harcx-mcp ⚡ Claim 1
An MCP server that enables AI assistants to verify BibTeX citations and URLs ag…
C 56 5⁄5 ◉ ⏳ 33 37 — 40 82 92
13867
arkeodev
Provides a standardized protocol for tool invocation, enabling an AI system to …
C 56 5⁄5 ◉ ⏳ 78 33 — 43 76 41
13868
MemoriLabs
memori-mcp ⚡ Claim
Memori MCP server — persistent AI memory with recall and augmentation tools
C 56 5⁄5 ◉ ⏳ 66 0 N/A 59 69 95
13869
piexl
CAD-MCP Claim
Enables users to control CAD software like AutoCAD, GstarCAD, and ZWCAD through…
C 56 5⁄4 ◉ ⏳ 54 27 N/A 21 95 80
13870
Mandapati-SuryanarayanaRaju
MCP Deployment ⚡ Claim
A simple demonstration MCP server that provides a sum_numbers tool for calculat…
C 56 5⁄5 ◉ ⏳ 56 17 — 24 81 100
13871
jiaohuix
BiliMind-MCP Claim 1
An MCP server that generates structured notes from Bilibili videos by automatic…
C 56 5⁄5 ◉ ⏳ 47 40 — 16 81 93
13872
WinstonFassett
Sonos MCP Server ⚡ Claim
A server that allows you to control and interact with Sonos devices on your net…
C 56 5⁄5 ◉ ⏳ 48 27 — 22 81 100
13873
CodeByWaqas
Weather MCP Server ⚡ Claim 1
An MCP server that provides real-time weather information including temperature…
C 56 5⁄5 ◉ ⏳ 45 22 — 41 82 94
13874
AIwithhassan
Enables retrieval and cleaning of official documentation content for popular AI…
C 56 5⁄5 ◉ ⏳ 54 25 — 23 81 94
13875
githubmilind
mcp-weather ⚡ Claim
A Model Context Protocol (MCP) server that enables AI assistants and LLMs to ac…
C 56 5⁄5 ◉ ⏳ 46 30 — 21 83 100
13876
awakm618
Enables subnet mask calculations and network planning through MCP framework. Pr…
C 56 5⁄5 ◉ ⏳ 52 30 — 34 81 81
13877
Readify-App
Instagram MCP Server ⚡ Claim 1
Enables access to Instagram data through EnsembleData API, allowing retrieval o…
C 56 5⁄5 ◉ ⏳ 48 43 — 29 80 75
13878
Sudheerarava222
Displays FDA-approved Lilly Direct pharmaceuticals in an interactive carousel i…
C 56 6⁄6 ◉ ⏳ 66 67 0 24 81 96
13879
Dhenenjay
Enables MCP clients to access Google Earth Engine's satellite imagery and geosp…
C 56 6⁄4 ◉ ⏳ 94 0 0 56 95 95
13880
shree-bd
IntelliGlow ⚡ Claim
A Model Context Protocol (MCP) server that allows AI assistants like Claude to …
C 56 5⁄5 ◉ ⏳ 42 36 — 18 80 100
13881
RahulPatkiWork
Enables Claude AI to extract transcripts from YouTube videos with zero setup re…
C 56 6⁄6 ◉ ⏳ 72 43 0 39 81 100
13882
theailanguage
terminal_server ⚡ Claim 1
MCP server that can execute terminal commands
C 56 5⁄5 ◉ ⏳ 43 25 N/A 31 81 100
13883
YusukeYajima
karte-datahub-mcp ⚡ Claim 1
Enables AI assistants to securely query and analyze KARTE event data via BigQue…
C 56 5⁄5 ◉ ⏳ 54 52 — 27 82 55
13884
aryankeluskar
Search your Flashback video library with natural language to instantly find rel…
C 56 6⁄6 ◉ ⏳ 60 70 0 26 81 94
13885
jamescalam
Provides an MCP server for scraping and retrieving data from GitHub Projects, i…
C 56 5⁄5 ◉ ⏳ 42 66 — 21 76 69
13886
o2alexanderfedin
MCP LinkedIn ⚡ Claim 1
An MCP server that enables users to interact with LinkedIn feeds and search for…
C 56 5⁄5 ◉ ⏳ 39 37 — 45 74 89
13887
trakru
Provides AI assistants with intelligent access to ML textbook content for creat…
C 56 5⁄5 ◉ ⏳ 48 33 — 24 81 91
13888
obisagno
Apple MCP ⚡ Claim
Enables AI interaction with native macOS applications including Messages, Notes…
C 56 6⁄6 ◉ ⏳ 78 37 0 48 76 98
13889
dodangnguyen96
Enables retrieval of simulated device logs (activation, LAN, WLAN) and Kafka st…
C 56 5⁄5 ◉ ⏳ 48 25 — 24 81 100
13890
parishwolfe
Enables AI agents to explore and query a mock e-commerce store's data including…
C 56 5⁄5 ◉ ⏳ 48 27 — 25 81 100
13891
Jackie-shi
Looking-Glass-MCP ⚡ Claim 1
A Model Context Protocol server that provides network probing capabilities thro…
C 56 5⁄5 ◉ ⏳ 51 28 — 23 81 94
13892
6June6
UniCloudDB-MCP ⚡ Claim 1
A database operation tool for uniCloud based on MCP protocol that allows AI ass…
C 56 5⁄5 ◉ ⏳ 54 82 — 42 80 14
13893
Manaswi875
Enables researchers to search ArXiv papers, extract key insights (problems, met…
C 56 5⁄5 ◉ ⏳ 54 31 — 22 78 90
13894
SiddheshDongare
Provides a comprehensive API wrapper for GitHub operations through a FastMCP-ba…
C 56 6⁄6 ◉ ⏳ 72 43 0 43 80 100
13895
yuyao1999
RT-Prompt-MCP ⚡ Claim 1
A Model Context Protocol server that provides specialized prompt suggestions fo…
C 56 5⁄5 ◉ ⏳ 45 82 N/A 22 95 24
13896
lsj210001
qlib-mcp ⚡ Claim 2
An MCP server for the Microsoft Qlib quantitative research platform that enable…
C 56 5⁄4 ◉ ⏳ 45 31 N/A 27 90 87
13897
aech-ai
A Model Context Protocol server that bridges Microsoft Teams with MCP-compatibl…
C 56 5⁄5 ◉ ⏳ 51 32 — 20 81 94
13898
melanieawilson
Rec-MCP ⚡ Claim 1
A Model Context Protocol server that enables searching for camping facilities a…
C 56 5⁄4 ◉ ⏳ 35 38 N/A 16 95 91
13899
yurinnick
Kubernetes MCP ⚡ Claim 1
An MCP server that enables interaction with Kubernetes resources through natura…
C 56 5⁄4 ◉ ⏳ 39 32 N/A 40 95 76
13900
arjuntheprogrammer
Enables creating Google Calendar meeting invites with automated authentication …
C 56 5⁄5 ◉ ⏳ 62 22 — 21 81 86
Showing 13851–13900 of 69135 servers
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