MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29763
Scored
2112
Verified
16952
Complete

Last updated 58 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13851
PiuQiuPiaQia
MCP Tool Claim
A server built on mcp-framework that enables integration with Claude Desktop th…
C 56 54 54 58 N/A 31 92 35
13852
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
13853
arjuntheprogrammer
Enables creating Google Calendar meeting invites with automated authentication …
C 56 55 62 22 21 81 86
13854
alejoair
MCP Code Editor Claim
A FastMCP server providing powerful code editing tools including precise file m…
C 56 66 54 60 0 59 80 91
13855
sarunasdaujotis
Enables Large Language Models to access real-time data on Vilnius public transp…
C 56 55 68 27 13 81 80
13856
b-bogus
AI-powered cybersecurity automation platform with 150+ security tools and 12+ a…
C 56 55 68 28 16 77 82
13857
c1r5
A demonstration project that implements a Model Context Protocol (MCP) server w…
C 56 55 48 32 21 81 96
13858
PStryder
TablaCognita Claim
MCP-native collaborative markdown editor with real-time AI document editing
C 56 66 90 10 0 60 81 100
13859
inchan
Memory MCP Server Claim
Exposes local persistent memory as an MCP server with Markdown storage, PARA or…
C 56 54 66 32 N/A 58 95 25
13860
agent-bom
Agent Bom Claim
AI supply chain security scanner — 7 tools for CVE scanning, blast radius mappi…
C 56 66 84 31 0 53 80 94
13861
dudu1111685
Telegram MCP Agent Claim
Enables AI assistants to operate as remote workers through Telegram, creating a…
C 56 55 42 41 21 81 93
13862
Papasmurf79
A beginner-friendly collection of MCP server implementations demonstrating calc…
C 56 55 60 15 22 84 97
13863
allentcm
Enables semantic search and retrieval of code files using embeddings stored in …
C 56 55 60 22 20 76 99
13864
JoelRevLai
Smithery Scaffold Claim
Provide a scaffold for building MCP servers with ease. Enable rapid development…
C 56 54 30 45 N/A 14 95 92
13865
ref-tools
Widget MCP Claim
Adds interactive widgets to LLM chats for common tasks like timers, stopwatches…
C 56 66 62 53 0 46 81 97
13866
SpaceStation09
News Feed MCP Claim
Enables users to access up-to-date news through RSS feeds and read full article…
C 56 55 54 22 24 83 93
13867
QuentinCody
Unofficial MCP server that allows AI agents to discover Shopify storefronts and…
C 56 55 60 41 19 81 69
13868
carsonlabs
Classify raw text into structured triage objects with intent, urgency, category…
C 56 55 72 0 27 81 95
13869
ClearMind1
minio_mcp Claim
A FastMCP-based server that enables uploading text and base64-encoded content t…
C 56 55 48 33 27 82 87
13870
Joseph19820124
A demonstration MCP (Model Control Protocol) server built with FastMCP framewor…
C 56 54 48 20 N/A 23 95 94
13871
trafflux
PDF Reader MCP Server Claim 1
Provides tools for reading and extracting text from PDF files, supporting both …
C 56 55 54 28 16 81 94
13872
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
13873
WinJayX
MCP Jenkins Server Claim
An integration tool that allows interaction with Jenkins CI/CD servers through …
C 56 55 60 22 22 81 91
13874
lazy-importer
DIE MCP Server Claim 1
An MCP server that enables AI agents to analyze executable files using Detect I…
C 56 55 53 31 40 76 82
13875
just-record
Provide a test implementation of an MCP server to validate and demonstrate MCP …
C 56 54 48 25 N/A 18 95 92
13876
chirag127
Provide advanced stochastic algorithms and probabilistic decision-making capabi…
C 56 64 84 42 0 31 95 80
13877
bj11077
mcp-exam Claim
C 56 54 30 45 N/A 7 95 100
13878
xiaobenyang-com
A model context protocol server that provides Berlin administrative service dat…
C 56 64 57 70 0 45 95 73
13879
lsj210001
qlib-mcp Claim 2
An MCP server for the Microsoft Qlib quantitative research platform that enable…
C 56 54 45 31 N/A 27 90 87
13880
antunesgabriel
Hello Claim
Greet anyone instantly with a simple command. Use a ready-made prompt to craft …
C 56 54 42 47 N/A 18 95 71
13881
sakthigcp
MCP Server Example Claim
A simple example MCP server that demonstrates basic server functionality and ca…
C 56 54 48 12 N/A 23 95 100
13882
jiaohuix
BiliMind-MCP Claim 1
An MCP server that generates structured notes from Bilibili videos by automatic…
C 56 55 47 40 16 81 93
13883
trustgraph-ai
Enables web searching through DuckDuckGo and fetching content from webpages. Pr…
C 56 55 42 33 24 81 100
13884
rmasters
MCP-OpenAPI Claim 2
An MCP server that exposes HTTP methods defined in an OpenAPI specification as …
C 56 55 63 40 54 81 41
13885
rjn32s
mcp-yolo Claim 1
An MCP server providing zero-shot object detection and segmentation using Ultra…
C 56 54 33 25 N/A 39 92 94
13886
guirguispierre
Spotify MCP Claim
Enables remote interaction with Spotify through the Model Context Protocol, all…
C 56 55 66 0 35 81 99
13887
jayden-chmod
warrant-mcp Claim 1
An MCP server that provides formal reasoning and argument validation tools for …
C 56 54 45 28 N/A 30 94 81
13888
oofengoo
A custom MCP protocol service that enhances AI models by providing multilingual…
C 56 55 56 82 22 81 23
13889
shree-bd
IntelliGlow Claim
A Model Context Protocol (MCP) server that allows AI assistants like Claude to …
C 56 55 42 36 18 80 100
13890
Jackie-shi
Looking-Glass-MCP Claim 1
A Model Context Protocol server that provides network probing capabilities thro…
C 56 55 51 28 23 81 94
13891
anilsharmay
Enables users to create rich country profiles by searching for high-quality ima…
C 56 55 56 22 25 81 94
13892
jamesg31
PostgreSQL MCP Server Claim 1
A Model Context Protocol server that provides read-only access to PostgreSQL da…
C 56 55 57 50 18 81 64
13893
ubie-oss
A server that enables document searching using Vertex AI with Gemini grounding,…
C 56 66 96 38 0 59 81 64
13894
awwaiid
Enables LLM-powered agents to generate, execute, and analyze Alloy modeling lan…
C 56 64 60 47 0 44 95 93
13895
Cayson-Choi
HWP-MCP Claim 2
An MCP server that enables AI models to control Hancom Office Hanword (HWP) doc…
C 56 54 39 41 N/A 25 87 85
13896
bengineer19
DigiKey MCP Server Claim 1
A Model Context Protocol server that provides search and product information to…
C 56 55 39 41 22 81 94
13897
marcus-waldman
Iconsult MCP Claim 1
An architecture consulting server that reviews multi-agent systems against a kn…
C 56 66 92 41 0 29 78 91
13898
arkeodev
Provides a standardized protocol for tool invocation, enabling an AI system to …
C 56 55 78 33 43 76 41
13899
gugga7
Enables AI assistants to discover and search authentic Moroccan tourism experie…
C 56 66 82 31 0 51 82 94
13900
Vashistht
harcx-mcp Claim 1
An MCP server that enables AI assistants to verify BibTeX citations and URLs ag…
C 56 55 33 37 40 82 92
Showing 13851–13900 of 54421 servers
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