MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 6 hours, 50 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
21101
hellosverre
brreg-mcp ⚡ Claim 1
Enables direct access to Norwegian company data — lookup, search, roles, subuni…
B 71 3⁄3 ◐ ⏳ 63 — — 52 95 —
21102
Jacobolevy
Enables translation management through Smartling's API, supporting project and …
B 71 4⁄4 ◐ ⏳ 84 61 — 48 81 —
21103
zw008
VMware-AIops ⚡ Claim
VMware vSphere/vCenter management — VM lifecycle (create/clone/delete/migrate),…
B 71 4⁄3 ◐ ⏳ 70 50 — 77 87 —
21104
Jtewen
An MCP to give AI agents extensive knowledge of your personal finances and cont…
B 71 4⁄4 ◐ ⏳ 78 65 — 55 81 —
21105
paulrobello
TUI to inspect and test MCP servers
B 71 4⁄3 ◐ ⏳ 92 28 N/A 64 92 —
21106
Codex-Data
codex-mcp ⚡ Claim
[Codex API](https://www.codex.io) integration for real-time enriched blockchain…
B 71 4⁄4 ◐ ⏳ 74 73 — 50 80 —
21107
CDataSoftware
Enables AI assistants to manage CData Sync operations, including data synchroni…
B 71 4⁄4 ◐ ⏳ 100 45 — 41 82 —
21108 B 71 4⁄3 ◐ ⏳ 86 41 N/A 64 87 —
21109
dsgarage
UniMCP4CC Claim
Enables Claude Code to directly control Unity Editor, supporting scene manipula…
B 71 4⁄3 ◐ ⏳ 66 58 N/A 70 92 —
21110
gzoonet
cortex ⚡ Claim
Local-first developer knowledge graph: watches project files, extracts entities…
B 71 4⁄3 ◐ ⏳ 64 67 N/A 63 90 —
21111
Ichigo3766
A server that enables AI assistants to create and edit PowerPoint presentations…
B 71 4⁄4 ◐ ⏳ 94 50 — 47 81 —
21112
IQAIcom
MCP-IQWiki ⚡ Claim 1
A Model Context Protocol server that allows AI assistants and applications to a…
B 71 4⁄4 ◐ ⏳ 69 58 — 74 83 —
21113
phainestai
Mimir ⚡ Claim
A self-evolving engineering playbook system that provides AI assistants with st…
B 71 4⁄4 ◐ ⏳ 84 61 — 50 81 —
21114
daedalus
mcp-telegram-bot ⚡ Claim
MCP server that exposes a Telegram bot
B 71 3⁄3 ◐ ⏳ 54 N/A N/A 67 95 —
21115
iris-eval
mcp-server ⚡ Claim
MCP-native agent evaluation and observability server with trace logging, output…
B 71 4⁄3 ◐ ⏳ 54 70 — 92 78 —
21116
JubaKitiashvili
context-mem ⚡ Claim 1
Persistent memory for AI agents — 98%+ retrieval recall, 99% token savings, 44 …
B 71 3⁄3 ◐ ⏳ 54 N/A N/A 68 95 —
21117
jmagar
gotify-mcp ⚡ Claim 1
MCP server for self-hosted Gotify that enables sending notifications and managi…
B 71 3⁄3 ◐ ⏳ 67 — — 72 75 —
21118
sanyambassi
MCP server for Thales CipherTrust Manager integration, enabling secure key mana…
B 71 4⁄4 ◐ ⏳ 81 71 — 41 80 —
21119
afrise
MCPSharp Claim
MCPSharp is a .NET library that helps you build Model Context Protocol (MCP) se…
B 71 3⁄3 ◐ ⏳ 54 N/A N/A 68 95 —
21120
launchnotes
Enables management of LaunchNotes projects and announcements through natural la…
B 71 4⁄4 ◐ ⏳ 80 71 — 45 81 —
21121
severalnines
Enables management of CCX database clusters through AI assistants, supporting o…
B 71 4⁄3 ◐ ⏳ 72 72 — 39 92 —
21122
ThHanke
ontosphere Claim
Browser-based RDF/ontology knowledge graph editor — load RDF from files, URLs o…
B 71 3⁄3 ◐ ⏳ 60 N/A N/A 58 95 —
21123
xinxinhenaixin
emailfinder-mcp ⚡ Claim
Find verified professional emails by name, domain, LinkedIn, or role.
B 71 3⁄3 ◐ ⏳ 72 N/A N/A 55 83 —
21124
mcpshim
mcpshim Claim
Turn remote MCP servers into local command workflows.
B 71 4⁄3 ◐ ⏳ 90 41 N/A 53 92 —
21125
sergiobayona
vector_mcp Claim
A server implementation for the Model Context Protocol (MCP) in Ruby.
B 71 3⁄3 ◐ ⏳ 54 N/A N/A 69 95 —
21126
Deva-me-AI
Provides a comprehensive suite of tools for agents to access Deva Agent Resourc…
B 71 4⁄4 ◐ ⏳ 90 68 — 33 80 —
21127
modelcontextprotocol
csharp-sdk ✓ Claim
The official C# SDK for Model Context Protocol servers and clients. Maintained …
B 71 3⁄3 ◐ ⏳ 50 N/A N/A 73 95 —
21128
markmhendrickson
Enables querying, modifying, and managing Parquet files with CRUD operations, s…
B 71 4⁄3 ◐ ⏳ 90 53 N/A 30 95 —
21129
anupsahu
GitLab MCP Server ⚡ Claim
Enables interaction with GitLab repositories through secure OAuth 2.0 authentic…
B 71 4⁄4 ◐ ⏳ 78 70 — 46 81 —
21130
KGMobilians
@mobilpay/mcp-server ⚡ Claim 1
An MCP server for KG Financial's payment services integration, enabling AI codi…
B 71 3⁄3 ◐ ⏳ 61 N/A N/A 56 95 —
21131
mikusnuz
dynadot-mcp ⚡ Claim 1
MCP server for the Dynadot domain registrar API — 60 tools for domain search, r…
B 71 3⁄3 ◐ ⏳ 69 — — 59 83 —
21132
LuisEnVilla
Furniture Designer ⚡ Claim
Professional furniture design: specs, validation, cut optimization, BOM, and 3D…
B 71 3⁄3 ◐ ⏳ 54 N/A N/A 69 95 —
21133
runyourempire
4DA Claim
Dependency intelligence for AI coding agents. Live CVE scanning, dependency hea…
B 71 3⁄3 ◐ ⏳ 54 N/A N/A 68 95 —
21134
abrahamcasanova
An MCP server that runs a quality gate on generated code, executing it in a san…
B 71 3⁄3 ◐ ⏳ 63 N/A N/A 53 95 —
21135
CSOAI-ORG
pdf-document-mcp ⚡ Claim
pdf-document-mcp MCP server by MEOK AI Labs
B 71 3⁄3 ◐ ⏳ 72 N/A N/A 37 95 —
21136
GreatScottyMac
context-portal ⚡ Claim
context-portal
B 71 4⁄3 ◐ ⏳ 60 56 N/A 78 95 —
21137
Iploop
proxyclaw ⚡ Claim 1
Residential proxy MCP server. 175M+ IPs in 195+ countries with anti-bot bypass.
B 71 3⁄3 ◐ ⏳ 84 N/A N/A 33 83 —
21138
TheoBrigitte
mcp-time ⚡ Claim
MCP server which provides utilities to work with time and dates, with natural l…
B 71 4⁄3 ◐ ⏳ 66 52 N/A 72 94 —
21139
derek2000139
ExcelForge Claim
A Windows-based MCP server that enables AI assistants to manage Excel files thr…
B 71 3⁄3 ◐ ⏳ 66 N/A N/A 49 95 —
21140
dgtalquantumleap-ai
Generate 27 legal document types across 18 jurisdictions via Ebenova API.
B 71 3⁄3 ◐ ⏳ 78 N/A N/A 42 83 —
21141
ribeirogab
MCPKit ⚡ Claim
A simple TypeScript library for creating Model Context Protocol (MCP) servers w…
B 71 4⁄3 ◐ ⏳ 78 50 N/A 63 90 —
21142
Yarlan1503
mcp-memory ⚡ Claim
A drop-in replacement for Anthropic's memory server that utilizes SQLite to ens…
B 71 3⁄3 ◐ ⏳ 64 N/A N/A 50 95 —
21143
seayniclabs
Bench Claim
USB hardware discovery, device identification, serial communication, and diagno…
B 71 3⁄3 ◐ ⏳ 58 N/A N/A 59 95 —
21144
thuupx
memory-mcp-lite ⚡ Claim
A lightweight, structured, token-efficient local-first MCP memory server
B 71 3⁄3 ◐ ⏳ 60 N/A N/A 56 95 —
21145
JuzzyDee
Gives LLMs ears. Spectral, harmonic, rhythm, stereo, and structural audio analy…
B 71 4⁄3 ◐ ⏳ 60 55 N/A 79 94 —
21146
crispvibe
A multi-format MCP server that enables reading and generating Office, PDF, text…
B 71 3⁄3 ◐ ⏳ 62 N/A N/A 55 95 —
21147
mattt
iMCP Claim
A macOS app that provides an MCP server to your Messages, Contacts, Reminders a…
B 71 3⁄3 ◐ ⏳ 54 N/A N/A 67 95 —
21148
JunWoo0406
A starter project for rapidly developing Model Context Protocol (MCP) servers u…
B 71 3⁄3 ◐ ⏳ 74 N/A N/A 35 95 —
21149
root-signals
Enables AI assistants and agents to evaluate and improve their responses using …
B 71 4⁄4 ◐ ⏳ 86 71 — 32 81 —
21150
bnomei
Kirby MCP Claim
CLI-first MCP server for Composer-based Kirby CMS projects that enables IDE or …
B 71 3⁄3 ◐ ⏳ 48 — — 77 95 —
Showing 21101–21150 of 69224 servers
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