MCP Server Quality Scores

Independent quality analysis of 33537 public MCP servers

33537
Discovered
27057
Scored
1725
Verified
16957
Complete

Last updated 40 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
21601
jwadow
mcp-excel Claim 1
MCP server for AI agents to analyze Excel spreadsheets through atomic operation…
C 64 43 79 30 N/A 50 90
21602
Milka974
geo-audit Claim
GEO audit for Shopify: AI readiness score, recommendations, and 15 vertical che…
C 64 33 60 N/A N/A 35 90
21603
mckinleymedia
McFlow Claim
Enables creation, management, and deployment of n8n workflows with enhanced con…
C 64 44 84 48 31 81
21604
mobile-dev-inc
Maestro Claim
Maestro is the simplest and most effective UI testing framework for Mobile and …
C 64 43 56 35 N/A 73 95
21605
INSIDE-HAIR
Enables comprehensive Google Meet and Calendar management through Google Calend…
C 64 44 84 46 31 80
21606
CDataSoftware
SAP ERP MCP Server by CData
C 64 33 58 N/A N/A 34 95
21607
bigeyedata
Bigeye MCP Server Claim
Enables interaction with the Bigeye Data Observability platform to query data q…
C 64 44 94 38 29 80
21608
pottekkat
DiceDB MCP Claim 1
An MCP server that enables AI applications to interact with DiceDB databases.
C 64 44 51 62 62 83
21609
CDataSoftware
This read-only MCP Server allows you to connect to Email data from Claude Deskt…
C 64 33 58 N/A N/A 33 95
21610
ken00bu
A local MCP server that guides users through Linux From Scratch (LFS) documenta…
C 64 33 60 N/A N/A 29 95
21611
arthurpanhku
job-pilot Claim
JobPilot is a next-generation career assistant powered by AI Agents and the Mod…
C 64 44 64 56 56 80
21612
Cranot
roam-code Claim
Architectural intelligence layer for AI coding agents. Structural graph, archit…
C 64 43 60 25 N/A 80 95
21613
director-run
director Claim
MCP Playbooks for AI agents
C 64 43 56 41 N/A 72 90
21614
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 33 58 N/A N/A 33 95
21615
asadullokhn
teztun Claim
Manage TezTun tunnels, subdomains, and service tokens from any MCP-compatible A…
C 64 33 60 N/A N/A 47 83
21616
DLJRealty
Guesty MCP Server Claim 1
MCP server for Guesty property management — 38 tools for STR operations.
C 64 33 49 65 83
21617
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 33 58 N/A N/A 33 95
21618
mikeychann-hash
MCP server with intelligent memory management and file monitoring that enables …
C 64 44 94 43 24 77
21619
MarcelRoozekrans
memorylens-mcp Claim 1
MCP server for .NET memory profiling with JetBrains dotMemory integration
C 64 33 39 N/A N/A 66 95
21620
Yarmoluk
ckg-mcp Claim
Structured domain knowledge for AI agents. 42x more accurate than RAG, 11x fewe…
C 64 33 60 N/A N/A 29 95
21621
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 33 58 N/A N/A 33 95
21622
jmcentire
Kindex Claim
Persistent knowledge graph for AI workflows with context tiers and .kin inherit…
C 64 43 60 41 N/A 74 84
21623
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 33 58 N/A N/A 33 95
21624
zekozhang
mcp-remote-static Claim
Connects MCP clients to remote servers using static OAuth 2.0 client authentica…
C 63 44 62 43 67 80
21625
scaratec
Trello Claim 1
MCP server for Trello — manage boards, lists, cards, attachments and more via C…
C 63 33 57 N/A N/A 58 75
21626
call518
MCP-OpenStack-Ops Claim
Professional OpenStack operations automation via MCP server. Specialized tools …
C 63 43 64 41 N/A 60 87
21627
theYahia
mango-office-mcp Claim 1
MCP server for Mango Office API — calls, users. 2 tools.
C 63 33 49 N/A N/A 58 83
21628
claymore666
A unified Model Context Protocol Gateway that bridges LLM interfaces with vario…
C 63 44 88 47 18 81
21629
GaplyDev01
A Node.js Express server that provides access to CoinGecko's cryptocurrency dat…
C 63 44 60 63 43 82
21630
theYahia
cbr-mcp Claim 1
MCP server for Central Bank of Russia API — currency rates, key rate, precious …
C 63 33 51 N/A N/A 58 83
21631
acnlabs
A basic MCP server template that provides a foundation for building custom tool…
C 63 43 84 33 N/A 27 95
21632
awslabs
Analyzes application code locally to automatically generate baseline AWS IAM id…
C 63 44 64 33 79 81
21633
PolyNeural-ai
Provides AI agents with persistent memory and knowledge management through a co…
C 63 44 60 72 34 81
21634
Bdata0
Enables hotel booking operations through the Exely Distribution API via natural…
C 63 44 66 73 22 81
21635
icy-r
Bitbucket MCP Claim 1
Enables AI assistants to manage Bitbucket Cloud repositories, pull requests, br…
C 63 44 60 43 72 82
21636
WayforthOfficial
wayforth Claim
Search engine and payment rail for AI agents. 2,300+ services, semantic ranking.
C 63 33 54 N/A N/A 36 95
21637
Bajuzjefe
aikido-mcp Claim
Security analysis for Aiken smart contracts on Cardano. 75 vulnerability detect…
C 63 43 60 31 N/A 76 90
21638
isaacphi
MCP Language Server helps MCP enabled clients navigate codebases more easily by…
C 63 43 64 27 N/A 76 90
21639
ProfRandom92
Provides an interface to the CompText DSL Codex stored in Notion, enabling user…
C 63 44 60 38 80 81
21640 C 63 33 60 N/A N/A 24 95
21641
richlira
Compass MCP Claim
A shared operational layer that synchronizes tasks and project contexts across …
C 63 33 54 N/A N/A 34 95
21642
JustInCache
The most comprehensive, curated collection of MCP servers with ready-to-use con…
C 63 33 48 N/A N/A 47 95
21643
umzcio
TDX MCP Server Claim 1
An MCP server that wraps the TeamDynamix (TDX) REST API, enabling AI-assisted I…
C 63 44 61 68 35 80
21644
royalplugins
Royal MCP Claim
Production MCP server that runs as a WordPress plugin, exposing 40+ tools for m…
C 63 33 60 N/A N/A 25 95
21645
jasondostal
Cairn Claim
Persistent memory for AI agents and humans. Store, search, and discover pattern…
C 63 43 56 41 N/A 81 82
21646
uisato
Enables programmatic control over Ableton Live sessions through natural languag…
C 63 43 78 30 N/A 51 88
21647
v0idhrt
A Telegram-integrated MCP server that enables remote control of Claude sessions…
C 63 33 48 N/A N/A 44 95
21648
Algovate
XHS MCP Claim
Enables interaction with Xiaohongshu (Little Red Book) platform through automat…
C 63 43 54 43 N/A 62 95
21649
BACH-AI-Tools
Excel MCP Server Claim
Enables AI agents to create, read, and modify Excel workbooks without requiring…
C 63 44 74 41 51 81
21650
justmert
HashPilot Claim 1
A Model Context Protocol server that enables AI assistants to interact with Hed…
C 63 44 81 38 46 80
Showing 21601–21650 of 33537 servers
« Prev 1 431 432 433 434 435 671 Next »