MCP Server Quality Scores

Independent quality analysis of 33641 public MCP servers

33641
Discovered
28505
Scored
2027
Verified
16957
Complete

Last updated 1 hour, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10201
Sunwood-ai-labs
A Model Context Protocol server that allows secure execution of pre-approved co…
C 66 55 69 100 N/A 44 87 17
10202
sintem
Enables AI agents to interact with Gmail through LIAM's CASA-compliant Google O…
C 66 55 76 35 30 82 99
10203
bedro96
Enables sending and receiving emails through SMTP, IMAP, and POP3 protocols wit…
C 66 55 54 55 51 80 94
10204
GuangYiDing
MySQL-MCP Claim
A connector that gives Claude direct access to MySQL databases through the Mode…
C 66 55 60 48 44 80 99
10205
hacobell-inc
Qase MCP Server Claim 1
Enables integration with Qase test management platform to create, retrieve, and…
C 66 55 72 68 31 82 65
10206
koei-kaji
zk-mcp Claim 1
An MCP server that integrates the zk note-taking system with LLMs, enabling use…
C 66 54 45 62 N/A 45 90 88
10207
AVIMBU
Enables AI assistants to interact with Uptime Agent monitoring system to check …
C 66 55 88 75 24 76 46
10208
runekaagaard
An email assistant server that connects Claude Desktop to notmuch email databas…
C 66 54 72 28 N/A 41 87 100
10209
mattiaperi
Provides access to real-time weather data, 5-day forecasts, and air quality inf…
C 66 55 68 38 43 81 100
10210
sidharthrajaram
MCP Weather Server Claim 1
This SSE-based MCP server allows users to connect and interact with National We…
C 66 55 84 36 28 81 92
10211
DMontgomery40
Official DeepSeek MCP server for chat, completion, model listing, and balance e…
C 66 64 84 67 0 75 83 91
10212
j840425
Enables quantitative trading analysis with 12 tools for real-time market data, …
C 66 55 72 52 19 81 95
10213
Tencent-RTC
The Tencent RTC MCP Server provides real-time communication capabilities such a…
C 66 55 60 100 22 81 54
10214
iuill
MCP Grareco Claim 1
A MCP server that creates graphic recordings by converting websites or text inp…
C 66 54 53 58 N/A 39 95 84
10215
saralegui-solutions
Enables autonomous learning from interactions through pattern recognition and m…
C 66 55 96 32 24 81 86
10216
Rbedoyag
An MCP server that enables interaction with Elasticsearch and OpenSearch cluste…
C 66 55 67 31 54 80 98
10217
alexesom
Enables AI agents to search the web, crawl websites, and perform intelligent RA…
C 66 55 88 27 42 81 84
10218
aadityasinghal7
A Model Context Protocol server that enables AI assistants to interact with Azu…
C 66 55 45 82 26 81 92
10219
MarkLNEO
duckduckgo-mcp-server Claim 1
C 66 54 64 33 N/A 42 92 99
10220
msuicaut
MeSH MCP Claim
Connects Claude to the U.S. National Library of Medicine MeSH APIs to search an…
C 66 55 70 36 45 82 93
10221
lijianye521
Link MCP Claim
Enables intelligent web document scraping and conversation memory management fo…
C 66 55 72 83 28 81 52
10222
kentakki416
A TypeScript-based MCP server that enables image editing operations including b…
C 66 54 60 65 N/A 21 95 81
10223
Dhruta25
Enables users to track and manage daily expenses through SQLite storage, suppor…
C 66 66 52 66 89 22 81 73
10224
kakehashi-inc
Mattermost MCP Server Claim 1
A Model Context Protocol server that connects to Mattermost, allowing AI models…
C 66 55 41 68 53 81 89
10225
Wajahat-bitsol
Enable seamless integration of Jira issue tracking within your LLM applications…
C 66 54 64 48 N/A 28 87 99
10226
olgasafonova
Talk to roadmaps with AI. Query and manage bars, OKRs, ideas, and launches.
C 66 64 96 43 0 81 83 100
10227
shreyaskarnik
Voice MCP Claim
Enables bidirectional voice interaction for Claude Code using local speech-to-t…
C 66 54 66 27 N/A 46 94 96
10228
banned104
Provides AI assistants with direct access to the complete Godot Engine document…
C 66 54 54 40 N/A 45 92 99
10229
NimbleBrainInc
Enables AI assistants to manage Folk CRM data, including contacts, companies, n…
C 66 55 54 43 66 83 92
10230
orkuhh
Provides real-time Linux system monitoring for CPU load, memory usage, disk spa…
C 66 54 80 27 N/A 37 82 100
10231
as950118
apidocs-mcp-server Claim
Provide a server implementation for the Model Context Protocol (MCP) to enable …
C 66 54 54 68 N/A 26 90 83
10232
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
10233
volticscontent
Enables interaction with multiple Shopify stores simultaneously through the Sto…
C 66 55 60 60 29 82 90
10234
BrowserMCP
mcp Claim
Browser MCP is a Model Context Provider (MCP) server that allows AI application…
C 66 54 68 26 N/A 45 95 96
10235
RecursiveRabbit
AI BBS Claim 1
An MCP server that enables direct AI-to-AI communication through a bulletin boa…
C 66 55 81 37 22 82 97
10236
firasd
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 66 55 54 65 30 81 93
10237
guilhermelirio
Brasil API MCP Claim 1
A Model Context Protocol server that connects AI assistants to Brazilian public…
C 66 55 45 60 44 83 100
10238
LuniaKunal
twitter-mcp Claim
All-in-one Twitter management solution providing timeline access, user tweet re…
C 66 54 66 43 N/A 24 95 92
10239
l1806858547
TiDB MCP Server Claim 1
A Model Context Protocol server that allows executing SELECT queries on TiDB da…
C 66 55 63 55 25 81 100
10240
danielmiranda
Provides stealthy browser automation capabilities using a custom Firefox build …
C 66 55 60 55 31 80 97
10241
zerubroberts
A Model Context Protocol server that allows users to query and analyze their Sa…
C 65 55 51 68 16 81 100
10242
jlankellii
Star MCP Claim
A comprehensive Model Context Protocol service providing zodiac information que…
C 65 55 72 100 33 81 23
10243
neatobandit0
Qt Pilot Claim 1
An MCP server for headless Qt/PySide6 GUI testing that enables AI assistants to…
C 65 54 53 33 N/A 57 90 97
10244
mudit14224
Enables users to preprocess, analyze, and visualize CSV data through comprehens…
C 65 54 72 33 N/A 21 95 97
10245
sp2learn
An MCP server and web application that enables natural language medical queries…
C 65 55 73 41 22 81 98
10246
BACH-AI-Tools
Provides access to the Invoices Generator API to create professional, customiza…
C 65 55 56 100 45 80 35
10247
dreyfus92
An MCP server that provides AI assistants with access to Astro documentation, e…
C 65 54 63 40 N/A 20 95 100
10248
cmalpass
MCP Presidio Claim 2
An MCP server that enables LLMs to detect and anonymize over 25 types of Person…
C 65 55 69 37 45 80 93
10249
jezweb
Enables AI assistants to search, validate, and retrieve Australian postcode and…
C 65 55 78 35 22 84 98
10250
evenli01
Provides tools for common file processing operations including reading files, l…
C 65 55 54 58 26 81 100
Showing 10201–10250 of 33641 servers
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