MCP Server Quality Scores

Independent quality analysis of 57160 public MCP servers

57160
Discovered
29794
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13401
ferrants
A starter template for building MCP servers in Python using the streamable HTTP…
C 58 55 54 32 19 83 100
13402
narinzar
Handles SQL query execution for a natural language interface to SQLite database…
C 58 54 72 25 N/A 34 88 65
13403
otey247
Zoo MCP Server Claim
A FastMCP-based server that provides tools for retrieving animal species lists …
C 58 55 58 15 42 83 93
13404
ZatesloFL
Provides comprehensive natural language control over Google Workspace services …
C 58 66 82 43 0 49 81 92
13405
Yuki10Kobayashi
A Model Context Protocol server that integrates with VOICEVOX engine to provide…
C 58 54 33 50 N/A 46 87 79
13406
llanterme
Country MCP Server Claim
A modular MCP server that provides tools for looking up country and state infor…
C 58 54 48 27 N/A 18 95 100
13407
im-knots
the-academy Claim
A Socratic dialogue engine for AI agents.
C 58 64 92 30 0 42 90 91
13408
Linell
Grimoire Claim
Provides D\&D 5e spell information through search and filtering tools. Access d…
C 58 66 74 60 0 39 81 96
13409
JackKuo666
Enables AI assistants to search academic literature and retrieve detailed metad…
C 58 55 64 27 16 80 98
13410
douglasqsantos
A minimal Model Context Protocol server that facilitates network-based client c…
C 58 55 50 17 48 83 100
13411
vitalyDV
MySQL MCP Server Claim 1
An MCP server that allows working with MySQL databases by providing tools for e…
C 58 55 47 57 25 80 78
13412
ahrefs
Ahrefs MCP Server Claim 1
A Model Context Protocol server that connects Claude desktop and other compatib…
C 58 64 77 62 0 35 95 72
13413
renyumeng1
mcp-scholar Claim
"mcp\_scholar" is a Python-based tool for searching and analyzing Google Schola…
C 58 54 50 31 N/A 28 91 89
13414
joedank
Enables web scraping, crawling, and content extraction through Crawl4AI Docker …
C 58 55 54 38 22 81 89
13415
kunwarmahen
Enables secure remote SSH command execution with strict read-only enforcement, …
C 58 55 54 36 21 81 94
13416
futhgar
A minimal, well-structured starter template for building Model Context Protocol…
C 58 54 60 0 N/A 45 89 99
13417
Infuseting
Enables querying University of Caen (Unicaen) schedule data to find next classe…
C 58 55 60 31 21 81 90
13418
SkippyzNJiff
A comprehensive Model Context Protocol server that provides over 50 file and sy…
C 58 54 42 30 N/A 21 95 100
13419
inaridiy
Extracts clean, structured Markdown text from web pages using WebforAI, making …
C 58 55 48 32 39 81 92
13420
Pablo-Davila
Provides Pokemon information from PokeAPI including stats, types, height, and w…
C 58 55 62 32 19 81 89
13421
VRUSHIL1
Enables AI assistants to interact with MySQL databases through natural language…
C 58 55 60 36 22 76 88
13422
xindong888999
A Model Context Protocol server that allows AI assistants to create and manage …
C 58 54 51 33 N/A 34 80 91
13423
fbailleux2
KFabric Claim
KFabric is a platform for building traceable and weighted documentary corpora f…
C 58 55 66 0 52 78 99
13424
weiwarren
Provides comprehensive documentation about AWS AgentCore framework to GenAI too…
C 58 54 56 22 N/A 21 95 93
13425
yixiaowang2001
Enables interaction with Bilibili (B站) platform through API and web scraping. S…
C 58 55 60 31 21 81 91
13426
enciyo
KAP MCP Tools Claim
A Model Control Protocol server that provides access to Turkey's Public Disclos…
C 58 54 48 25 N/A 22 95 99
13427
thechandanbhagat
Demo MCP Server Claim
A demonstration server designed to showcase core Model Context Protocol (MCP) p…
C 58 55 60 25 24 83 93
13428
BigVik193
Browse and manage Reddit posts, comments, and threads. Fetch user activity, exp…
C 58 66 66 70 0 29 80 99
13429
GodModeArch
Provides Philippine License to Sell (LTS) verification data from official DHSUD…
C 58 66 60 65 0 53 81 94
13430
E00N777
just a simple test for education
C 58 55 54 27 34 81 92
13431
schogini
This adds a border to an image and returns base64 encoded image
C 58 55 62 43 9 86 76
13432
GravityPhone
MongoDB-integrated MCP server for documenting and analyzing LLM safety challeng…
C 58 66 84 58 0 38 76 86
13433
ChandrahaasJ
An MCP server that implements Retrieval-Augmented Generation to efficiently ret…
C 58 55 39 56 18 81 93
13434
RBLPaul-coder
MCP Calculator Claim 1
A simple Model Context Protocol (MCP) server that provides basic calculation fu…
C 58 55 72 25 24 83 80
13435
hollaugo
Analyze stocks with summaries, price targets, and analyst recommendations. Trac…
C 58 66 96 38 0 26 81 100
13436
skemacms
The official Model Context Protocol server for Skema CMS, enabling AI clients t…
C 58 66 78 50 0 41 82 100
13437
kukapay
An MCP server that tracks newly created pools on Pancake Swap.
C 58 55 49 31 40 80 93
13438 C 58 54 42 46 N/A 20 95 81
13439
Jameswlepage
A Model Context Protocol server that provides AI assistants with comprehensive …
C 58 64 77 51 0 24 95 95
13440
CharlesAD
Enables AI assistants to read unread Gmail messages and create properly threade…
C 58 54 48 31 N/A 19 90 98
13441
NguyenHuynhPhuVinh
GachaMCP Claim
A Python MCP server that helps AI interact with Gacha games through screenshot …
C 58 54 54 28 N/A 18 95 89
13442
SpaceStation09
Provide a data feed of Blockbeats RSS to large language models, enabling them t…
C 58 54 52 27 N/A 13 95 95
13443
yuv24793
weather Claim 1
An MCP server that provides weather information.
C 58 54 41 36 N/A 22 95 93
13444
ryft-io
IcebergMCP Claim 1
An MCP server that enables natural language interaction with Apache Iceberg dat…
C 58 54 45 22 N/A 46 90 91
13445
mayur11235
A testing environment for MCP server setup and client-server interactions, allo…
C 58 54 50 20 N/A 22 95 99
13446
laptou
An MCP server that provides AI tools with access to Rust documentation from doc…
C 58 55 39 60 23 80 83
13447
agoda-com
API Agent Claim
Turn any API into an MCP server. Query in English. Get results—even when the AP…
C 58 64 86 33 0 60 90 84
13448
TanukiMCP
Provides AI agents with simplified task management through a 4-step workflow (c…
C 58 55 66 25 25 81 85
13449
kvas-it
This server provides an interface for performing basic file system operations s…
C 58 54 56 30 N/A 21 82 98
13450
ryuichi1208
FastMCP Claim
A lightweight Model Context Protocol server that enables creating, managing, an…
C 58 55 60 30 18 81 96
Showing 13401–13450 of 57160 servers
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