MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29763
Scored
2112
Verified
16952
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13851
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
13852
msathiyakeerthi
Enables interaction with FHIR resources on Google Cloud Healthcare API through …
C 56 66 86 35 0 43 80 92
13853
crowwan
Enables comprehensive control of Korean Hangul (HWP) documents with 59 features…
C 56 54 48 38 N/A 21 89 78
13854
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
13855
carsonlabs
Classify raw text into structured triage objects with intent, urgency, category…
C 56 55 72 0 27 81 95
13856
ai-niki
Oura MCP Claim
Provides LLMs with access to Oura Ring health data including sleep metrics, act…
C 56 66 66 46 0 54 81 92
13857
niyonabil
Blogger MCP Server Claim
An intermediary server that enables AI models to interact with Google's Blogger…
C 56 66 66 61 0 27 78 99
13858
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
13859
MarcinDudekDev
Search Hacker News, Bluesky, and Substack from a single MCP interface
C 56 66 90 42 0 27 80 92
13860
SiddheshDongare
Provides a comprehensive API wrapper for GitHub operations through a FastMCP-ba…
C 56 66 72 43 0 43 80 100
13861
pinzonjulian
An MCP server that provides access to up-to-date Stimulus JS documentation dire…
C 56 55 45 27 26 80 100
13862
RobertBauer-dev
A tutorial MCP server for learning the Model Context Protocol by building file …
C 56 54 60 36 N/A 21 87 65
13863
Laity624
A Model Context Protocol server that runs on Cloudflare Workers with OAuth logi…
C 56 55 39 57 26 78 75
13864
robertdcurrier
ERDDAP MCP Server Claim
Access oceanographic and environmental data from 63+ ERDDAP servers worldwide t…
C 56 66 86 42 0 24 82 98
13865
xiaobenyang-com
rfc-server Claim 1
An MCP server for obtaining, parsing and reading RFC documents from the ietf.or…
C 56 64 57 67 0 45 95 72
13866
danielkennedy1
pdf-tools-mcp Claim 1
PDF download, view & manipulation utilities.
C 56 54 54 32 N/A 56 90 47
13867
rajnandan1
Enables interaction with over 2,800 APIs and applications through Pipedream's C…
C 56 66 78 70 0 24 81 75
13868
a-kaibu
Provides access to developer roadmap content from roadmap.sh, allowing users to…
C 56 66 62 56 0 36 81 100
13869
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
13870
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
13871
glosc-ai
Excel Tools MCP Claim 1
An MCP server for reading, writing, and analyzing Excel files using Python, pan…
C 56 55 39 28 N/A 45 76 96
13872
WinstonFassett
Sonos MCP Server Claim
A server that allows you to control and interact with Sonos devices on your net…
C 56 55 48 27 22 81 100
13873
DanielRamosAcosta
NixOS MCP Server Claim
Enables searching and retrieving NixOS configuration options using the official…
C 56 66 66 62 0 27 81 96
13874
mcrimi
mcp-openhexa Claim
Enables interaction with OpenHEXA platform through Claude Desktop, allowing use…
C 56 64 68 51 0 19 95 100
13875
sarunasdaujotis
Enables Large Language Models to access real-time data on Vilnius public transp…
C 56 55 68 27 13 81 80
13876
allentcm
Enables semantic search and retrieval of code files using embeddings stored in …
C 56 55 60 22 20 76 99
13877
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
13878
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
13879
NANDI-Services
nandi-proxmox-mcp Claim
MCP server for Proxmox VE management (VM, LXC, nodes)
C 56 55 56 0 N/A 66 70 99
13880
obisagno
Apple MCP Claim
Enables AI interaction with native macOS applications including Messages, Notes…
C 56 66 78 37 0 48 76 98
13881
abakhru
Vibetest Use Claim 1
An MCP server that launches multiple Browser-Use agents to test websites for UI…
C 56 54 41 32 N/A 27 90 91
13882
vuluu2k
Transforms a GitHub repository into a structured personal brain for AI to manag…
C 56 55 68 0 35 81 96
13883
mohamedouamer19
Enables comprehensive ransomware threat analysis through 25+ tools that interac…
C 56 55 56 27 16 81 92
13884
pickstar-2002
Video MCP Server Claim 1
A Model Context Protocol server that provides video processing capabilities inc…
C 56 55 57 75 40 81 17
13885
kkarra111
An MCP server that enables Microsoft Copilot Studio to fetch and deliver variou…
C 56 55 45 17 44 81 100
13886
awakm618
Enables subnet mask calculations and network planning through MCP framework. Pr…
C 56 55 52 30 34 81 81
13887
c4pt0r
mcp-server-tidb Claim
TiDB database integration with schema inspection and query capabilities
C 56 55 54 22 40 69 98
13888
paolobietolini
gtm-mcp-server Claim 1
An MCP server for Google Tag Manager. Connect it to your LLM, authenticate once…
C 56 64 73 10 0 73 92 99
13889
parishwolfe
Enables AI agents to explore and query a mock e-commerce store's data including…
C 56 55 48 27 25 81 100
13890
SrulyRosenblat
Enables semantic search through a Pinecone vector database containing economic …
C 56 55 48 31 22 81 95
13891
Papasmurf79
A beginner-friendly collection of MCP server implementations demonstrating calc…
C 56 55 60 15 22 84 97
13892
piexl
CAD-MCP Claim
Enables users to control CAD software like AutoCAD, GstarCAD, and ZWCAD through…
C 56 54 54 27 N/A 21 95 80
13893
arjuntheprogrammer
Enables creating Google Calendar meeting invites with automated authentication …
C 56 55 62 22 21 81 86
13894
stayce
icf-mcp Claim 1
WHO ICF classification codes for health and disability. Lookup, search, browse …
C 56 66 76 57 0 45 80 78
13895
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
13896
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
13897
Shawyeok
mcp-dingding-bot Claim 1
MCP Server for send text/markdown message via dingding (aka dingtalk) group cus…
C 56 66 57 65 0 48 81 92
13898
lbaret
Transforms CSV and Excel data into Markdown-formatted vector embeddings stored …
C 56 54 60 0 N/A 35 91 94
13899
Houlong66
MNS MCP Manager Claim
A management tool for Alibaba Cloud Message Service (MNS) implemented through t…
C 56 55 48 33 23 81 92
13900
VienLi
lark-tools-mcp connects Lark and cursor. It provides cursor with the ability to…
C 56 66 56 57 0 51 80 97
Showing 13851–13900 of 54421 servers
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