MCP Server Quality Scores

Independent quality analysis of 59785 public MCP servers

59785
Discovered
29911
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
21151
Codex-Data
codex-mcp Claim
[Codex API](https://www.codex.io) integration for real-time enriched blockchain…
B 71 44 74 73 50 80
21152
that0n3guy
Mealie MCP Server Claim
Enables AI assistants to interact with Mealie recipe databases, allowing users …
B 71 44 68 72 63 81
21153
mattt
iMCP Claim
A macOS app that provides an MCP server to your Messages, Contacts, Reminders a…
B 71 33 54 N/A N/A 67 95
21154
bakcoder
A starter project for rapidly developing Model Context Protocol servers using T…
B 71 33 74 N/A N/A 35 95
21155
ahmedrowaihi
Provides Azure DevOps integration through MCP, enabling management of projects,…
B 71 44 84 70 36 81
21156
crispvibe
A multi-format MCP server that enables reading and generating Office, PDF, text…
B 71 33 62 N/A N/A 55 95
21157
lorenzosaraiva
mcpforge Claim
B 71 43 78 63 N/A 44 92
21158
baserow
Baserow database integration with table search, list, and row create, read, upd…
B 71 43 60 65 N/A 69 92
21159
blevinstein
Integration platform for aviation data sources including weather, NOTAMs, airpo…
B 71 44 92 70 25 81
21160
Ichigo3766
A server that enables AI assistants to create and edit PowerPoint presentations…
B 71 44 94 50 47 81
21161
andrewlwn77
NocoDB MCP Server Claim 1
Enables AI agents to interact with NocoDB databases for managing tables, record…
B 71 44 78 68 50 80
21162
derek2000139
ExcelForge Claim
A Windows-based MCP server that enables AI assistants to manage Excel files thr…
B 71 33 66 N/A N/A 49 95
21163
Mattbusel
Multi-core, Tokio-native orchestration for LLM pipelines.
B 71 43 60 62 N/A 78 90
21164
itsalfredakku
Enables comprehensive PostgreSQL database management through natural language i…
B 71 44 100 61 22 81
21165
caryan
Exposes VSCode Jupyter notebooks to MCP-compatible AI agents, enabling them to …
B 71 33 62 N/A N/A 53 95
21166
shengdynasty
School MCP Claim
Enables natural language queries about grades, GPA, attendance, and schedules b…
B 71 33 76 N/A N/A 30 95
21167
CWhittemore1010
penni-mcp Claim 1
AI bookkeeper. Connect QuickBooks to Claude Desktop.
B 71 33 76 N/A N/A 29 95
21168
rinadelph
Agent-MCP Claim
A framework for creating multi-agent systems using MCP for coordinated AI colla…
B 71 43 90 37 N/A 63 89
21169
gaviwhatsapp
whatsapp Claim
Send WhatsApp messages from Cursor, Claude Code, and Codex via MCP.
B 71 33 84 N/A N/A 32 83
21170 B 71 43 86 41 N/A 64 87
21171
muhammad-fiaz
mcp.zig Claim
A Model Context Protocol (MCP) library for the Zig ecosystem.
B 71 33 54 N/A N/A 67 95
21172
software-engineer-mj
GitHub MCP Server Claim
A Python-based Model Context Protocol server that provides 87 tools for compreh…
B 71 44 72 70 55 82
21173
justinpreston
MCP Router Claim
A centralized gateway platform for aggregating and managing multiple Model Cont…
B 71 43 84 62 N/A 34 92
21174
Zerg00s
Allows Claude to interact with SharePoint Online using the REST API, enabling u…
B 71 44 90 56 49 78
21175
abrahamcasanova
An MCP server that runs a quality gate on generated code, executing it in a san…
B 71 33 63 N/A N/A 53 95
21176
wjohns989
Muninn Claim
A local-first persistent memory server that provides AI agents with determinist…
B 71 43 96 30 N/A 62 87
21177
Leonine-Studios
Enables interaction with Microsoft Outlook for managing emails and calendars th…
B 71 44 84 72 33 81
21178
jacksun911
megalaunch-mcp Claim
AI-powered meme token launch service on Solana/pump.fun. Create tokens with AI-…
B 71 33 72 55 83
21179
root-signals
Enables AI assistants and agents to evaluate and improve their responses using …
B 71 44 86 71 32 81
21180
metricprovenance
Runtime governance enforcement for AI agents. Validates data payloads against s…
B 71 33 72 N/A N/A 38 95
21181
coopergwrenn
postals-mcp Claim 1
Send physical handwritten postcards from any AI agent. Real pen & ink, USPS, $4…
B 71 33 78 N/A N/A 55 75
21182
IQAIcom
MCP-IQWiki Claim 1
A Model Context Protocol server that allows AI assistants and applications to a…
B 71 44 69 58 74 83
21183
kOlapsis
Herald Claim
Herald is a self-hosted MCP server that bridges Claude Chat to Claude Code usin…
B 71 43 72 43 82 89
21184
CSOAI-ORG
robotics-control-mcp MCP server by MEOK AI Labs
B 71 33 72 N/A N/A 37 95
21185
mattlong-plux
hostaway Claim
Hostaway PMS: reservations, listings, calendars, financials, and guest messagin…
B 71 33 78 N/A N/A 42 83
21186
sergiobayona
vector_mcp Claim
A server implementation for the Model Context Protocol (MCP) in Ruby.
B 71 33 54 N/A N/A 69 95
21187
ranklancer
Pi-hole MCP Server Claim 2
MCP server for Pi-hole v6 API — manage multiple instances: queries, lists, grou…
B 71 33 75 N/A N/A 47 83
21188
Appsilon
TealFlowMCP Claim 1
Enables LLMs to discover, understand, and generate Teal R Shiny applications fo…
B 71 43 69 56 N/A 64 95
21189
modelcontextprotocol
csharp-sdk Claim
The official C# SDK for Model Context Protocol servers and clients. Maintained …
B 71 33 50 N/A N/A 73 95
21190
steve228uk
metro-mcp Claim 1
A plugin-based MCP server for React Native runtime debugging, inspection, and a…
B 71 33 49 N/A N/A 77 95
21191
haris-musa
excel-mcp-server Claim
An Excel manipulation server providing workbook creation, data operations, form…
B 71 43 78 38 N/A 76 92
21192
therealtimex
un-datacommons-mcp Claim 1
MCP server to query Data Commons indicators and observations (base or custom).
B 71 43 76 57 N/A 66 83
21193
markswendsen-code
target Claim 1
MCP server for Target - search products, manage cart, track orders
B 71 33 75 N/A N/A 34 95
21194
paulrobello
TUI to inspect and test MCP servers
B 71 43 92 28 N/A 64 92
21195
mikusnuz
dynadot-mcp Claim 1
MCP server for the Dynadot domain registrar API — 60 tools for domain search, r…
B 71 33 69 59 83
21196
cslylla
MCP Chat CLI Claim
A command-line chat interface that connects to an MCP server for reading and ed…
B 71 33 66 N/A N/A 48 95
21197
ribeirogab
MCPKit Claim
A simple TypeScript library for creating Model Context Protocol (MCP) servers w…
B 71 43 78 50 N/A 63 90
21198
MarcelRoozekrans
Roslyn-based MCP server providing semantic code intelligence for .NET codebases.
B 71 33 54 N/A N/A 66 95
21199
i2y
d2mcp Claim
A Model Context Protocol (MCP) server that provides D2 diagram generation and m…
B 71 43 72 53 N/A 59 95
21200
Jacobolevy
Enables translation management through Smartling's API, supporting project and …
B 71 44 84 61 48 81
Showing 21151–21200 of 59785 servers
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