MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12701
ahramadan44
Enables checking domain name availability using WHOIS lookups and DNS resolutio…
C 60 55 60 33 19 81 100
12702
farzadnadiri
MCP-CAN Claim
Enables LLMs to interact with vehicle CAN bus and OBD-II data through a simulat…
C 60 55 54 41 44 81 81
12703
cegme
This MCP server enables users to interact with and analyze the dair-ai/emotion …
C 60 55 48 30 45 83 99
12704
dslans
Enables comprehensive healthcare data analysis using Tuva Health demo data with…
C 60 55 72 31 22 81 88
12705
chenningling
Enables automated interaction with Xiaohongshu (Little Red Book) platform inclu…
C 60 54 60 33 N/A 26 95 82
12706
jsmiff
MCP Base Claim
A generic Model Context Protocol framework for building AI-powered applications…
C 60 55 66 36 23 81 87
12707
Sunwood-ai-labs
A Model Context Protocol server that enables management of GitLab Kanban boards…
C 60 55 65 56 19 81 67
12708
kLabUM
SWMM-MCP Claim 1
An MCP server that provides a toolbox for interacting with EPA SWMM stormwater …
C 60 54 51 30 N/A 24 92 100
12709
TencentCloudADP-DevRel
An MCP server for managing and publishing 3D files using S3-compatible storage …
C 60 55 57 32 26 81 100
12710
eisuke000111
Provides real-time access to AWS security best practices, incident response pla…
C 60 55 72 56 18 82 60
12711
kukapay
chainlist-mcp Claim 1
An MCP server that gives AI agents fast access to verified EVM chain informatio…
C 60 55 55 27 38 82 100
12712
lisy09
Enables text-to-image generation using Zhipu AI's CogView4 model with support f…
C 60 55 72 35 24 81 81
12713
Chris-June
A Model Context Protocol server that enables role-based context management for …
C 60 55 63 35 24 81 90
12714
JackKuo666
PyPI MCP Server Claim
Enables AI assistants to search PyPI packages and retrieve detailed metadata, v…
C 60 55 70 30 15 83 95
12715
avi686
Provides penetration testing tools including nmap, nikto, sqlmap, wpscan, and e…
C 60 54 72 31 N/A 22 87 78
12716
VolumeFi
Paloma DEX MCP Server Claim 1
A Model Context Protocol server that enables AI agents to autonomously execute …
C 60 55 65 28 25 81 97
12717
bkoseda
Chess MCP Server Claim
Enables chess gameplay and interaction through MCP protocol. Allows users to pl…
C 60 55 56 82 24 81 44
12718
Dosugamea
A server that enables Claude 3.7 and other AI agents to access VOICEVOX-compati…
C 60 55 48 100 41 81 22
12719
jirispilka
Greet anyone by name with friendly, personalized messages. Explore the origin o…
C 60 66 90 46 0 55 81 92
12720
billychl1
AI match predictions for Premier League & Champions League - scores, goals, cor…
C 60 64 66 61 0 49 95 92
12721
samuelbutler
A template for deploying a remote MCP server on Cloudflare Workers without auth…
C 60 55 48 56 21 81 86
12722
averagejoeslab
PDF Reader MCP Server Claim 1
An MCP server that provides comprehensive PDF processing capabilities including…
C 60 54 47 27 N/A 32 95 99
12723
nmichaud0
Converts Digital Object Identifiers (DOIs) to BibTeX format using the official …
C 60 66 78 58 0 42 81 100
12724
kukapay
nft-analytics-mcp Claim 1
An MCP server that delivers NFT collection analytics powered by data from Dune …
C 60 55 45 40 38 81 96
12725
mcp2everything
MCP2Brave Claim 1
A server based on the MCP protocol that uses the Brave API for web search funct…
C 60 55 70 27 35 81 84
12726
ltcg-addict
Enables AI assistants to interact with Ubuntu VMs via SSH, including executing …
C 60 55 64 31 19 81 97
12727
HemantaPatil
Provides intelligent access to the USDA nutrition database through AI assistant…
C 60 55 74 28 21 74 94
12728
VoltScp
A Model Context Protocol server that enables Microsoft Copilot Studio to fetch …
C 60 54 45 17 N/A 51 94 100
12729
tedlikeskix
Alpaca MCP Server Claim 2
A Model Context Protocol server enabling LLMs like Claude to interact with the …
C 60 55 51 37 34 81 96
12730
pedarias
Transforms static gemini-cli documentation into a queryable RAG service, enabli…
C 60 55 64 22 34 83 97
12731
jdelon02
Exposes the Integrated Memory System (IMS) capabilities, including session mana…
C 60 55 60 43 25 81 84
12732
danfmaia
Utility MCP Server Claim
Provides general-purpose utility tools for Computer Agent ecosystem integration…
C 60 55 54 41 22 81 97
12733
maneesha029
Enables interaction with Pendle Finance DeFi protocol to fetch live yields, sim…
C 60 55 52 56 21 81 84
12734
alan5543
flight-search-mcp Claim
C 60 54 60 42 N/A 21 95 75
12735
yting27
Weather MCP MY Claim
Model Context Protocol (MCP) server that provides weather forecast, warnings, w…
C 60 55 54 27 46 81 93
12736
yz0903
AutoBot MCP Claim
Enables remote control and automation of Android devices through the Model Cont…
C 60 55 54 36 29 81 97
12737
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
12738
MaPa07
gong-mcp Claim
gong-mcp
C 60 55 84 57 25 81 37
12739
ayv8er
A Model Context Protocol server implementation that provides endpoints for wall…
C 60 55 33 81 20 81 81
12740
simplifier-ag
simplifier-mcp Claim 2
MCP Server for Simplifier - manage Connectors, BusinessObjects, Datatypes and l…
C 60 54 81 40 N/A 62 83 29
12741
ebwinters
Chunky MCP Claim 1
An MCP server that manages chunking and reading of large responses, allowing to…
C 60 54 51 30 N/A 43 92 88
12742
zhixiaoqiang
A Model Context Protocol server that manages desktop images, providing function…
C 60 55 41 100 N/A 24 95 24
12743
kdkiss
Enables searching for job listings on the German job portal Stepstone.de with m…
C 60 66 100 58 0 22 80 86
12744
jordy33
Provides two Model Context Protocol servers that enable controlling IoT devices…
C 60 55 64 31 19 81 99
12745
NodeGIS
GeoSpatial MCP Server Claim 1
A Model Context Protocol (MCP) based geographic processing server that provides…
C 60 55 48 100 39 83 19
12746
Alberto-Codes
docvet Claim
Docstring quality vetting for Python -- enrichment, freshness, coverage, and pr…
C 60 66 78 31 0 89 84 91
12747
LiusCraft
A Model Context Protocol server that enables large language models to interact …
C 60 55 39 68 22 76 88
12748
guangxiangdebizi
An MCP server that enables AI assistants to query and access structured knowled…
C 60 55 63 33 29 81 90
12749
timolein74
MCP Server for AsterPay x402 Data API — market data, AI tools, crypto analytics…
C 60 55 21 66 33 82 100
12750
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
Showing 12701–12750 of 67226 servers
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