MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31828
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 57 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13901
MemoriLabs
memori-mcp Claim
Memori MCP server — persistent AI memory with recall and augmentation tools
C 56 55 66 0 N/A 59 69 95
13902
xiaobenyang-com
star Claim
A fully functional constellation MCP (Model Context Protocol) service, providin…
C 56 64 72 67 0 45 95 56
13903
RahulPatkiWork
Enables Claude AI to extract transcripts from YouTube videos with zero setup re…
C 56 66 72 43 0 39 81 100
13904
Manaswi875
Enables researchers to search ArXiv papers, extract key insights (problems, met…
C 56 55 54 31 22 78 90
13905
flipcoin-fun
flipcoin Claim
Agent-first prediction markets on Base. Trade, quote, create markets via MCP.
C 56 55 76 0 N/A 35 71 96
13906
daiduo2
Enables AI-powered academic research workflow from keyword search to hypothesis…
C 56 55 64 36 22 69 84
13907
syahiidkamil
A Model Context Protocol server that provides LLMs with full read-write access …
C 56 55 51 26 26 81 92
13908
BACH-AI-Tools
Enables comprehensive YouTube data access including video details, playlists, c…
C 56 55 50 60 45 76 43
13909
ravinahp
Enables searching and retrieving detailed flight information using the Duffel A…
C 56 66 84 37 0 48 81 87
13910
parishwolfe
Enables AI agents to explore and query a mock e-commerce store's data including…
C 56 55 48 27 25 81 100
13911
alphago2580
Access Korea’s G2B procurement and Nara Market data for bid notices, awards, co…
C 56 66 78 63 0 46 80 69
13912
Stauffacher
An example Model Context Protocol (MCP) server that provides basic mathematical…
C 56 54 48 16 N/A 27 94 97
13913
Papasmurf79
A beginner-friendly collection of MCP server implementations demonstrating calc…
C 56 55 60 15 22 84 97
13914
xiaobenyang-com
A model context protocol server that provides Berlin administrative service dat…
C 56 64 57 70 0 45 95 73
13915
yuyao1999
RT-Prompt-MCP Claim 1
A Model Context Protocol server that provides specialized prompt suggestions fo…
C 56 55 45 82 N/A 22 95 24
13916
yurinnick
Kubernetes MCP Claim 1
An MCP server that enables interaction with Kubernetes resources through natura…
C 56 54 39 32 N/A 40 95 76
13917
arjuntheprogrammer
Enables creating Google Calendar meeting invites with automated authentication …
C 56 55 62 22 21 81 86
13918
vinod827
Twitter MCP Server Claim
Enables LLM agents to interact with Twitter (X) for searching tweets, posting c…
C 55 55 38 41 27 81 86
13919
nwnusun-cool
A server based on the MCP framework that provides remote server management capa…
C 55 55 48 38 22 81 84
13920
Mieluoxxx
Things MCP Server Claim
Integrates with Things 3 task management app on macOS via URL schemes, enabling…
C 55 64 72 63 0 46 95 50
13921
bbl21
CST MCP Claim 1
An MCP server that integrates CST Studio Suite with the Model Context Protocol …
C 55 54 39 36 N/A 27 95 78
13922
BowenXU0126
Send personalized greetings with optional pirate flair. Compose friendly saluta…
C 55 66 64 57 0 29 82 95
13923
kjozsa
Git MCP Claim 2
MCP server for managing Git operations on local repositories, allowing users to…
C 55 54 47 23 N/A 13 95 92
13924
chendaleiQ
MCP Server Claim
A modular server based on Model Context Protocol (MCP) that provides weather qu…
C 55 55 60 71 23 81 27
13925
DaSheng1994
Monitors and analyzes mobile application performance data to detect severe issu…
C 55 55 48 37 24 81 80
13926
RBasyc
Provides a RESTful API to query laboratory inventory data from MongoDB, includi…
C 55 55 42 32 35 82 85
13927
mixuechu
Binance MCP Server Claim
A Model Control Protocol (MCP) server that provides cryptocurrency trading inte…
C 55 55 48 31 25 74 97
13928
FlippySun
Easy Memory Claim
Stores important facts, decisions, and patterns for persistent access across di…
C 55 66 90 10 0 72 81 83
13929
FiloHany
Enables natural language search and interaction with video content through thre…
C 55 55 48 28 28 81 89
13930
abbasnosrat
Enables AI agents to interact with a retail cars database using SQL queries. Su…
C 55 54 52 17 N/A 16 95 88
13931
Guid-Lab
cv-forge-mcp Claim 1
MCP server for generating professional ATS-friendly CVs as PDF/DOCX from AI con…
C 55 64 57 31 0 72 95 91
13932
fino-oss
Scans Base L2 smart contracts for security risks. Risk score 0-100, detects bac…
C 55 54 66 0 N/A 29 82 95
13933
EmilyThaHuman
Enables AI assistants to interact with PostgreSQL and Supabase databases throug…
C 55 66 60 68 0 20 81 94
13934
nrjchnd
A Model Context Protocol server that enables AI models to interact with VoIPBin…
C 55 55 39 38 34 80 84
13935
he-yang
The JSON to Excel MCP provides a standardized interface for converting (1)JSON …
C 55 66 68 60 0 29 81 91
13936
nnquant
QMT-MCP-Server Claim
A server application that enables large language models to execute stock tradin…
C 55 54 48 22 N/A 31 89 87
13937
Kanta-Inc
Enables the management of document requests through the DocDocDoc API, allowing…
C 55 66 76 52 0 25 81 93
13938
Medinios
SuricataMCP Claim
SuricataMCP is a Model Context Protocol Server that allows MCP clients to auton…
C 55 54 48 28 N/A 20 87 87
13939
owayo
Analyzes source code dependencies across multiple programming languages in the …
C 55 54 42 18 N/A 37 94 88
13940
Traia-IO
Provides access to the Nager.Date API through the Model Context Protocol, enabl…
C 55 55 68 0 27 78 98
13941
ecovacs-ai
Ecovacs MCP Server Claim
A control server that enables AI assistants to interact with Ecovacs robot vacu…
C 55 66 54 65 0 36 81 94
13942
Yash-Pisat
AI Sticky Notes Claim
A Python-based MCP server that allows users to create, read, and manage digital…
C 55 54 42 17 N/A 23 95 100
13943
bug-breeder
quip-mcp Claim
A Model Context Protocol (MCP) server providing AI assistants with comprehensiv…
C 55 66 70 32 0 67 81 92
13944
trose
Enables searching for ICE detainee locations using AI-powered natural language …
C 55 64 60 38 0 60 95 84
13945
jk7g14
Gemini Image MCP Claim 1
Enables image generation and multi-turn editing sessions using the Gemini API w…
C 55 55 48 57 32 80 54
13946
lichman0405
An MCP server for deconstructing and analyzing Metal-Organic Framework (MOF) st…
C 55 54 39 25 N/A 30 92 89
13947
danpeig
Enables water and wastewater treatment system design by accessing Plutocalc Des…
C 55 66 80 35 0 35 82 99
13948
BalajSaleem
criterion Claim
Semantic search across 6,236 Quran verses and 12,416 authentic Hadiths for Isla…
C 55 66 51 75 0 28 81 97
13949
Ramakrishna-Gedala
MCP Chess Server Claim
Enables interaction with Chess.com's public API to retrieve player profiles and…
C 55 55 48 22 24 81 100
13950
jlmelis
Sanity MCP Server Claim 2
An MCP server that enables Claude Desktop to interact with Sanity.io content, p…
C 55 55 53 32 19 81 87
Showing 13901–13950 of 66502 servers
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