MCP Server Quality Scores

Independent quality analysis of 49876 public MCP servers

49876
Discovered
29726
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 18 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10701
yaoxiaolinglong
A Model Context Protocol server that enables AI models to interact with both My…
C 65 55 63 82 46 81 46
10702
Skmalik768
Enables the generation of educational content such as multiple choice questions…
C 65 54 80 31 N/A 16 92 97
10703
moosin76
Provides tools for AI assistants to explore and interact with MariaDB databases…
C 65 55 80 61 22 78 71
10704
codingthefuturewithai
Screenshot MCP Server Claim 2
Enables AI tools to capture and process screenshots of a user's screen, allowin…
C 65 54 78 30 N/A 16 92 100
10705
Traia-IO
A standardized MCP server designed for testing integration with the Des MCP Ser…
C 65 55 72 43 27 80 98
10706
sandraschi
Provides comprehensive monitoring and observability for MCP server ecosystems w…
C 65 55 60 62 26 81 87
10707
zerubroberts
A Model Context Protocol server that allows users to query and analyze their Sa…
C 65 55 51 68 16 81 100
10708
laxmimerit
Provides access to real-time stock prices, financial statements, news, and opti…
C 65 55 68 26 59 80 97
10709
rncz
Let the LLM's do the heavy work while creating and managing your Nextcloud Note…
C 65 54 60 35 N/A 43 87 100
10710
sapientpants
DeepSource MCP Server Claim 1
A Model Context Protocol server that integrates with DeepSource to provide AI a…
C 65 55 81 41 79 84 40
10711
tarun7r
An MCP server for fetching cricket data from Cricbuzz, including player statist…
C 65 55 57 53 38 81 96
10712
saurabhsharma2u
search-console-mcp Claim 1
An MCP server to interact with Google Search Console and Bing Webmasters.
C 65 54 49 38 N/A 80 83 87
10713
visheshd
docmcp Claim
docmcp
C 65 55 84 31 26 81 91
10714
shiguri-01
Fusion MCP Claim 1
A Model Context Protocol server that connects LLMs with Autodesk Fusion, enabli…
C 65 54 59 36 N/A 42 95 93
10715
radial-hks
MCP Unreal Server Claim
A server implementation that enables remote Python code execution in Unreal Eng…
C 65 55 96 33 22 80 77
10716
alexandertsai
A simple MCP server that allows Claude to access your Telegram account to read …
C 65 54 60 41 N/A 40 88 92
10717
mashhurs
A Model Context Protocol server that provides comprehensive tools for monitorin…
C 65 55 63 56 16 81 100
10718
shbaek2474
A starter template designed to jumpstart the development of Model Context Proto…
C 65 54 66 63 N/A 27 95 63
10719
diegofornalha
Habilite recursos poderosos de pesquisa na web e extração de conteúdo. Realize …
C 65 54 72 40 N/A 17 95 89
10720
petekmet
MCP Datastore Server Claim 2
An MCP server that enables interaction with Google Firestore in Datastore mode …
C 65 55 71 55 24 76 89
10721
emicklei
melrose-mcp Claim
Plays [Melrōse](https://melrōse.org) music expressions as MIDI
C 65 54 66 56 N/A 53 92 51
10722
nogu66
Enables generation of Satori syntax templates for creating engaging 140-charact…
C 65 55 72 83 N/A 40 95 19
10723
panz2018
FastAPI MCP SSE Claim 1
A Server-Sent Events implementation using FastAPI framework that integrates Mod…
C 65 55 76 26 45 81 94
10724
rigzindorje
An auto-generated Model Context Protocol Server that enables interaction with G…
C 65 54 60 50 N/A 21 95 93
10725
shazaaly
A basic MCP server template built with FastMCP that provides simple tools for g…
C 65 55 68 82 N/A 23 95 42
10726
mayronjr
Enables task management and Kanban board tracking using Google Sheets as a data…
C 65 55 54 62 29 82 91
10727
alexandru2882
Enables fetching visible text content and extracting all links from web pages t…
C 65 55 66 82 N/A 18 95 45
10728
NautilusOSS
Tinyman MCP Server Claim 2
An MCP server that enables interaction with the Tinyman AMM DEX on the Algorand…
C 65 55 45 56 53 82 95
10729
aliyun
DataWorks MCP Server Claim 1
A Model Context Protocol server that enables AI agents to interact with Alibaba…
C 65 55 81 74 50 81 28
10730
abel9851
mcp-server-mariadb Claim 1
An mcp server that provides read-only access to MariaDB.
C 65 54 61 27 N/A 58 90 91
10731
accelizero
Provides stock market data and computes technical indicators like EMA, MACD, an…
C 65 55 72 61 19 82 79
10732
jackgic
Converts Markdown text to Word documents via HTTP API, providing temporary down…
C 65 55 78 58 19 81 77
10733
grafana
Grafana UI MCP Server Claim
Provides AI assistants with comprehensive access to Grafana's React component l…
C 65 66 90 76 0 59 76 91
10734
Xumingmingming
A zero-configuration MCP server enabling AI assistants to interact with Feishu …
C 65 55 60 67 41 81 68
10735
le-yo
MCP Weather Server Claim
A simple server that implements the Model Context Protocol, allowing AI models …
C 65 55 48 66 26 81 100
10736
perplexityai
Provides AI assistants with real-time web search, reasoning, and research capab…
C 65 66 78 77 0 64 82 91
10737
mikeysrecipes
MCP OpenVision Claim 1
A Model Context Protocol server that enables AI assistants to analyze images us…
C 65 55 57 47 52 81 91
10738
chirag127
Provides systematic thinking tools including mental models, design patterns, de…
C 65 55 78 82 31 81 34
10739
benbonn
An MCP server that allows Copilot Studio and GitHub Copilot to generate differe…
C 65 55 41 67 55 80 87
10740
r3-yamauchi
Enables safe management of MCP server configuration files for AWS Q Developer a…
C 65 54 54 72 N/A 41 92 58
10741
Voidious
A lightweight, multi-tenant blob storage and diff server that helps LLM coding …
C 65 55 72 37 37 82 95
10742
RenzoReccio
A demonstration implementation of Model Context Protocol (MCP) using NestJS fra…
C 65 55 80 52 21 81 80
10743
nikhil-grayscale
Enables searching the National Library Board Singapore catalogue by title, auth…
C 65 55 68 42 40 81 92
10744
hemangbhavasar
Enables LLMs to interact with Oracle Databases by providing specific table and …
C 65 55 84 28 41 71 98
10745
gcorroto
A Model Context Protocol server that allows AI assistants to save structured in…
C 64 55 33 70 43 81 93
10746
1ch1n
Enables semantic search across your local AI conversation history (ChatGPT, Cla…
C 64 55 64 26 57 82 93
10747
tedfytw1209
Manages EVE Online fleets via SSO authorization, inspecting composition, organi…
C 64 54 57 43 N/A 54 80 89
10748
hxie-pallas
A server that provides a Machine Control Protocol (MCP) interface to search, ac…
C 64 55 68 41 36 81 92
10749
p-poss
DJ Claude Claim
A music MCP server enabling multi-agent collaboration where AI agents jam toget…
C 64 64 96 46 0 50 95 93
10750
gcorroto
Planka MCP Server Claim 1
A Model Context Protocol server that enables AI assistants like Claude to inter…
C 64 55 57 100 26 81 40
Showing 10701–10750 of 49876 servers
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