MCP Server Quality Scores

Independent quality analysis of 50330 public MCP servers

50330
Discovered
29736
Scored
2112
Verified
16952
Complete

Last updated 53 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
50201
Mammals-at-work
mcp-xray Claim
Enables interaction with Xray Cloud and Data Center for test management, includ…
50202
jsoares
baselight Claim
N/A N/A 95
50203
hiing
Provides access to the Chinese Buddhist Electronic Text Association (CBETA) onl…
81
50204
Mih-Nig-Afe
Integrates Trello with Cursor and GitHub for human-in-the-loop development, ena…
N/A N/A
50205
Developer-Akademie-YouTube
Banana Claim
A simple MCP server that provides tools for adding numbers, creating text files…
N/A N/A
50206
dpspace2050
Seedance MCP Claim
Enables video generation using the Seedance 2.0 model through MCP, supporting b…
50207
components-kit
Local-first MCP runtime for fast, reversible, template-aware Excel automation, …
N/A N/A
50208
Seeed-Studio
An MCP server that enables AI assistants to analyze schematics, inspect PCBs, t…
N/A N/A
50209
cesmii
Bridges Claude (or any MCP client) to manufacturing data via the i3X standard, …
50210
ali-kh7
A Model Context Protocol compliant server that facilitates comprehensive web re…
81
50211
Sarakael78
MCP Memory Claim
Enables AI assistants to remember and retrieve user information across conversa…
81
50212
matsjfunke
MCP server for debugging MCP host/client custom header implementation, with a t…
50213
romanpert
mcp-aemps Claim
Enables AI agents to query the official Spanish AEMPS/CIMA registry for real-ti…
50214
AndrewBalda01
NOESIS Claim
A cognitive optimization engine exposed as an MCP server that amplifies LLM rea…
50215
devinwang
The complete MCP server for Google Play, offering 150 tools to fully control An…
50216
techniondigitalsolutions
Odoo MCP Claim
Safety-first Model Context Protocol server for Odoo that enables AI assistants …
N/A N/A
50217
halans
Enables querying halans.com content via search, section retrieval, full content…
50218
Kreminskaya
MCP server that lets AI agents produce print-ready, typographically correct PDF…
N/A N/A
50219
giuliobracci
MCP server that enables AI agents to read and edit Ableton Live sets, including…
N/A N/A
50220 N/A N/A 95
50221
aandersen2323
A complete MCP server enabling AI assistants to manage cPanel hosting through n…
50222
teatak
An MCP server that runs in the browser, letting web pages register custom tools…
N/A N/A
50223
Darkflib
MCP server that provides standardized tools for querying and retrieving notes f…
50224
mysplitifi
Outcome predictions and judge profiles from 2,741 ML models trained on 30.3M co…
N/A N/A
50225
isagelswann
Find GitHub implementations of arXiv research papers — paper lookup, ranked cod…
N/A N/A
50226
ivan-loh
mcp-excel Claim
Enables querying Excel and CSV files using SQL via natural language, allowing A…
N/A N/A
50227
karlcc
image_mcp Claim
Enables text-only LLMs to analyze images by routing them to an OpenAI-compatibl…
50228
RFingAdam
mcp-openems Claim
Enables AI-assisted design of antennas and electromagnetic structures using ope…
N/A N/A
50229
HelloWorld-Open
MCP server for real-time Microsoft Word document manipulation via COM automatio…
N/A N/A
50230
Rotwang9000
A generic MCP + REST payments gateway enabling agents to charge and accept paym…
50231
bowlofarugula
texting Claim
Enables Claude to send and read iMessages on macOS, with human approval require…
N/A N/A
50232
hbhszy
Enables real-time web search via DeepSeek's search-enhanced dialogue, providing…
N/A N/A
50233
junhyeok0703
policy-mcp Claim
Connects policy documents to Claude.ai via vector search, allowing natural lang…
N/A N/A
50234
research-developer
iTerm MCP Claim
Controls iTerm2 terminal sessions with multi-pane support, allowing parallel co…
N/A N/A
50235
frankiewarren
An interactive tutorial MCP server that teaches Model Context Protocol through …
50236
AnCarsenat
MineCode MCP Claim
MineCode is a local MCP server that provides AI assistants with real-time acces…
N/A N/A
50237
anthonyd23
Enterprise-grade MCP server providing 102 production-ready tools for Jira, Conf…
50238
dkmaker
A Model Context Protocol server that implements a simple notes system with reso…
N/A N/A
50239
sosadly
Enables AI assistants to build Minecraft models, textures, and animations direc…
N/A N/A
50240
DerLegatLabienus
MCP server for Trello that enables comprehensive management of boards, cards, l…
N/A N/A
50241
8vdx1
fundos-mcp Claim
AI-native MCP server for fund managers — deal pipeline, LP management, covenant…
50242
skroes
whisper-mcp Claim
MCP server that provides a transcribe_audio tool to convert voice messages from…
N/A N/A
50243
ARXNDEV
MCP server for Apple container to manage, build, inspect, and diagnose Linux co…
N/A N/A
50244
lethanhbinh3920
personal Claim
N/A N/A 95
50245
zoltan0803
Provides redacted access to a private local knowledgebase for coding agents, al…
N/A N/A
50246
AmAzing129
mcp-demo Claim
A minimal MCP server example demonstrating Tools, Resources, and Prompts. It en…
N/A N/A
50247
CSOAI-ORG
An MCP server for AI economy infrastructure with built-in EU AI Act compliance,…
N/A N/A
50248
found402
Permission Guard — validates an agent's requested action against its defined sc…
81
50249
PeanutSplash
chelaile-mcp Claim
A Chelaile-powered MCP server that lets LLMs query realtime bus and metro data …
N/A N/A
50250
QiGoki
ncbi-mcp Claim
A server providing access to NCBI E-utilities API for searching and retrieving …
Showing 50201–50250 of 50330 servers