MCP Server Quality Scores

Independent quality analysis of 66484 public MCP servers

66484
Discovered
31817
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 46 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9901
puran-water
Enables natural language control of AutoCAD LT through AutoLISP code generation…
C 66 54 72 30 N/A 54 90 81
9902
ilpr
waitlister Claim 1
MCP server for the Waitlister API — manage waitlist subscribers through AI assi…
C 66 54 45 68 N/A 34 81 100
9903
mepsopti
sprout-mcp Claim 1
A model-tiered content pipeline that routes tasks to the appropriate AI model t…
C 66 54 72 27 50 90 90
9904
rafabarbosa
Webhooks MCP Claim
Enables sending HTTP requests to webhooks with dynamic parameters, supporting a…
C 66 55 66 61 25 81 87
9905
suriya-ML
An MCP server for intelligent log analysis providing semantic search, error pat…
C 66 55 63 55 45 80 85
9906
psreekrishnan
Enables natural language interaction with PostgreSQL databases through Amazon Q…
C 66 55 78 36 40 76 93
9907
mayank-ketkar-sf
ML Jupyter MCP Claim
Execute Python code with persistent state across Claude conversations using a b…
C 66 54 78 28 N/A 21 95 100
9908
arnaldo-delisio
Engagio MCP Claim
Enables Twitter engagement intelligence by monitoring accounts and topics to id…
C 66 55 72 38 37 78 99
9909
inventer-dev
Internet speed testing with network performance metrics including download/uplo…
C 66 55 66 33 68 82 88
9910
liaotaodcx8
mcp-toolkittest Claim
mcp-toolkittest
C 66 55 48 100 N/A 37 95 40
9911
cosmix
Linear MCP Server Claim
Provides a Model Context Protocol interface for accessing Linear's issue tracki…
C 66 66 92 71 0 54 82 94
9912
Three-Little-Birds
Enables wing simulation and aerodynamic analysis for pterosaur-inspired flight …
C 66 55 48 70 N/A 45 95 70
9913
Dublin1231
PDF MCP Flow Claim
Enables AI-driven PDF document processing including PDF to Markdown conversion,…
C 66 54 84 28 N/A 47 90 74
9914
firozanam
Provides intelligent error detection and debugging capabilities across multiple…
C 66 54 72 28 N/A 51 90 91
9915
LarryStanley
A Model Context Protocol service that allows AI assistants to search, retrieve,…
C 66 55 66 82 N/A 49 95 30
9916
pranavms13
Web Search MCP Claim
Enables web searching through Google, DuckDuckGo, and Bing using a headless Chr…
C 66 54 64 33 N/A 44 95 93
9917
amanueltefera843110
Enables AI assistants to create and delete GitHub repositories with customizabl…
C 66 55 78 43 18 80 100
9918
huangzesen
XHelio-SPICE Claim
Spacecraft ephemeris made easy — auto-managed SPICE kernels for heliophysics
C 66 54 60 33 N/A 55 92 92
9919
guangxiangdebizi
PPT-MCP Claim
Enables creating, analyzing, and managing PowerPoint presentations using pure N…
C 66 55 100 58 39 81 34
9920
Abdullah-1121
MCP Chat Claim
A command-line interface application that enables interaction with LLMs through…
C 66 54 78 31 N/A 24 95 95
9921
openSVM
An MCP server implementation that enables access to DexScreener API data, provi…
C 66 55 69 83 42 81 42
9922
FutureUnreal
mcp-pdf2md Claim
PDF to Markdown conversion tool
C 66 54 62 41 N/A 44 90 94
9923
aahl
AkTools MCP Server Claim 1
MCP Server for stock and crypto
C 66 55 47 100 N/A 76 95 12
9924
larturi
PostgreSQL MCP Server Claim 1
Provides read-only access to PostgreSQL databases, enabling users to list table…
C 66 55 68 57 27 80 92
9925
qubaomingg
一个 Alpha Vantage API 查询 股票信息的 MCP server.
C 66 55 70 61 26 80 83
9926
kmwebnet
CO2 Sensor MCP Server Claim 1
A Node.js application that provides a JSON-RPC interface to interact with CO2 s…
C 66 54 94 26 N/A 20 95 80
9927
robinbortlik
Easily understand your authorization by querying the OSO Cloud API using natura…
C 66 54 48 61 N/A 26 90 100
9928
bholemaharaj
Provides weather forecast and alert data for US locations through the National …
C 66 55 54 58 28 83 100
9929
farhankaz
Redis MCP Server Claim
Enables users to perform Redis database operations using the Model Context Prot…
C 66 55 78 79 47 81 34
9930
mrwan84
ThinkPLC-MCP Claim
Enables AI assistants to interact with SIEMENS PLC S7-1500/1200 controllers thr…
C 66 55 60 66 27 76 93
9931
uarlouski
AI-native Model Context Protocol (MCP) server for TestRail. Lets Claude, Cursor…
C 66 64 78 72 0 78 83 93
9932
Marcussy34
Enables AI assistants to semantically search through indexed documentation webs…
C 66 54 78 30 N/A 27 91 94
9933
Be-Infinitum
Pulse MCP Server Claim
Enables interaction with the Pulse usage-based billing platform to track meteri…
C 66 55 60 60 32 80 90
9934
Qyusu
An MCP server that provides static validation and documentation lookup for quan…
C 66 55 57 58 42 80 92
9935
Calvin-Francis
Memory MCP Claim 1
A Model Context Protocol server that provides AI assistants with persistent sem…
C 66 55 69 43 42 83 90
9936
hexsupport
Provides a Model Context Protocol interface for HexagonML ModelManager tools, e…
C 66 55 78 43 30 81 89
9937
Mineru98
A server that enables AI models to interact with MySQL databases through a Mode…
C 66 55 90 50 53 81 47
9938
rfdez
Retrieve daily PVPC electricity tariffs for 2.0 TD consumers, published by Red …
C 66 66 76 75 0 83 82 91
9939
harish-anandaramanujam
Python based with all 29 tools that's available to developers from National Par…
C 66 54 60 52 N/A 37 95 82
9940
pickstar-2002
MinIO Storage MCP Claim
Enables AI assistants to manage MinIO object storage through comprehensive buck…
C 66 55 72 100 40 81 21
9941
nan-qin
MCP MongoDB Claim
Enables interaction with MongoDB databases through MCP, supporting database que…
C 66 54 72 53 N/A 26 95 72
9942
Adyen
adyen-mcp Claim
Typescript library for integrating Adyen APIs via an MCP server
C 66 66 90 70 0 66 82 93
9943
hagsmand
mcp-server-starrocks Claim 1
This MCP server provides connection to Starrocks allows you to explore this que…
C 66 55 84 28 41 81 92
9944
gangejsun
ChillMCP Claim
Enables AI agents to take breaks and manage stress levels through 8 different b…
C 66 54 82 28 N/A 19 95 97
9945
jared-bloomer
A personal MCP server for AI assistant integration that provides custom tools, …
C 66 54 62 57 N/A 27 82 97
9946
nklymok
Exposes Monobank personal account data through MCP tools, allowing users to fet…
C 66 55 60 68 21 81 92
9947
olgasafonova
Query ProductPlan roadmaps. Access OKRs, ideas, launches, and timeline data.
C 66 64 96 43 0 81 83 100
9948
AnshuML
Provides AI agents with access to file metadata, vector search, and workflow me…
C 66 55 60 57 29 82 94
9949
bcperry
An MCP server that provides Xbox controller emulation capabilities, allowing us…
C 66 54 39 60 N/A 39 95 100
9950
apappascs
An MCP server implementation that integrates the Tavily Search API, providing o…
C 66 55 79 38 38 81 90
Showing 9901–9950 of 66484 servers
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