MCP Server Quality Scores

Independent quality analysis of 33537 public MCP servers

33537
Discovered
26731
Scored
1664
Verified
16957
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8251
butterlatte-zhang
Remote-control Unity Editor from any AI IDE via file-based IPC. 62 tools, zero …
C 69 54 96 31 N/A 70 90 56
8252
MCPmed
STRING-MCP Claim 1
A Model Context Protocol server that provides tools for interacting with the ST…
C 69 55 77 56 37 80 89
8253
alexhholmes
MCP Obsidian Claim
Enables semantic search across Obsidian vaults using vector embeddings and Chro…
C 69 54 88 25 N/A 42 89 97
8254
m0nochr0me
Arca MCP Claim 1
An MCP server providing semantic memory storage and retrieval using vector embe…
C 69 55 57 68 48 78 94
8255
timothywangdev
A serverless, multi-tenant implementation of MCP servers that runs on Vercel wi…
C 69 55 78 56 28 80 95
8256
phpmac
Fetch MCP Server Claim
Provides functionality to fetch and transform web content in various formats (H…
C 69 55 78 52 25 82 100
8257
Traves-Theberge
A server that enables AI assistants to access, analyze, and understand HackerNe…
C 69 55 90 36 39 83 91
8258
gkhays
MCP NVD Server Claim 1
A Model Context Protocol server that retrieves CVE information from the Nationa…
C 69 55 75 48 41 81 94
8259
brandononchain
Enables automated Gmail lead nurturing campaigns with intelligent follow-ups, r…
C 69 55 80 57 21 81 91
8260
A-Quark2005
WhkerDB MCP Server Claim 1
Enables interaction with the WhkerDB shared PDF editor to manage collaborative …
C 69 55 72 66 24 76 94
8261
j1c4b
Provides real-time stock data analysis, portfolio management, technical analysi…
C 69 55 84 53 19 81 94
8262
mdrafee03
Lokalise MCP Tool Claim 1
An MCP server that enables users to add translation keys to Lokalise projects u…
C 69 55 57 68 47 80 90
8263
castrillon89
Siigo MCP Server Claim 1
Enables interaction with the Siigo API to manage products, customers, and invoi…
C 69 55 72 68 30 80 85
8264
Valiant-Cat
Enables interaction with ZenTao project management system through RESTful API v…
C 69 55 72 66 26 76 93
8265
lucad87
Enables migration of test automation projects from WebDriverIO to Playwright us…
C 69 55 78 58 31 81 89
8266
masseater
MCP Template Claim
A generic template for developing MCP servers with basic examples including ech…
C 69 54 60 60 N/A 40 95 84
8267
Angad-2002
Enables managing AI meeting bots that can join, record, transcribe meetings, sp…
C 69 55 78 75 N/A 43 95 43
8268
Meerkats-Ai
Hatch MCP Server Claim 1
A Model Context Protocol server for Hatch API integration that provides tools f…
C 69 55 69 68 20 81 98
8269
aynul-abedin
my-mcp-server Claim
C 69 54 66 61 N/A 24 95 91
8270
robotmem
RobotMem Claim
Enables robots to store, retrieve, and consolidate episodic experiences includi…
C 69 54 76 37 N/A 62 95 73
8271
samhyun
Apidog MCP Server Claim
Enables AI tools to search and explore API documentation from Apidog projects o…
C 69 55 90 42 27 81 91
8272
zhixiaoqiang
antd-components-mcp Claim 1
一个 Ant Design 组件查询的 mcp 服务,包含 组件文档、API 文档、代码示例、组件更新日志查询
C 69 55 70 82 57 82 45
8273
jackalterman
Provides Windows system diagnostic capabilities to AI agents, allowing them to …
C 69 55 84 75 N/A 24 95 50
8274
igorbrasileiro
A full-stack template for building Model Context Protocol (MCP) servers with a …
C 69 55 84 57 18 81 91
8275
MiniMax-AI
Specialized MiniMax Model Context Protocol (MCP) server designed for coding-pla…
C 69 54 70 43 N/A 50 89 93
8276
mfreeman451
JSON Logs MCP Server
C 69 55 86 87 34 81 37
8277
aliyun
ESA MCP Server Claim 1
An implementation of the Model Context Protocol server that enables AI models t…
C 69 55 84 78 54 80 40
8278
ebowman
mcp-server-things Claim
A rich MCP server for Things
C 69 55 62 74 N/A 64 95 49
8279
dbsmith7491
This MCP server enables users to interact with AWS Amplify Gen2 application dat…
C 69 55 66 71 26 76 98
8280
maxyychen
MCP Sendmail Server Claim 1
Enables sending emails via SMTP with support for HTML content, attachments, bul…
C 69 55 92 40 21 80 99
8281
joehuangcoding
MCP Tools Claim
A local Model Context Protocol (MCP) server that exposes custom tools to Claude…
C 69 54 80 25 N/A 53 88 99
8282
qso-graph
iota-mcp Claim
Islands on the Air MCP server. Group lookup, island search, DXCC mapping, nearb…
C 69 54 70 42 N/A 38 94 98
8283
BACH-AI-Tools
Provides basic and advanced mathematical operations including addition, subtrac…
C 69 55 80 61 29 82 83
8284
JustTryAI
A server that implements the Model Completion Protocol (MCP) to allow LLMs to i…
C 69 55 84 40 31 80 100
8285
varaprasadreddy9676
huly-mcp Claim 1
MCP server for Huly — manage projects, issues, documents and more via natural l…
C 69 54 61 60 N/A 37 82 100
8286
Deploya-labs
Compose and send emails directly from your LLM applications without the hassle …
C 69 54 62 66 N/A 21 95 92
8287
pickstar-2002
MySQL MCP Server Claim
Enables AI assistants to manage MySQL databases through natural language comman…
C 69 55 72 100 38 81 38
8288
minhyeoky
mcp-server-ledger Claim
A ledger-cli integration for managing financial transactions and generating rep…
C 69 54 70 55 N/A 33 89 93
8289
matsjfunke
Paperclip Claim
The paperclip server enables searching and retrieving research papers from vari…
C 69 55 82 36 48 81 96
8290
kongyo2
An MCP server for EVE Online that provides EVE Server Time (EST) information an…
C 69 55 45 87 43 81 87
8291
zaboura
Vertica MCP Server Claim
Enables AI assistants to interact with Vertica Analytics Databases for querying…
C 69 55 88 36 48 81 87
8292
escenariosparalatransformacion
Enables humanitarian negotiators to analyze complex situations using proven met…
C 69 55 66 61 45 81 88
8293
kirillsaidov
Ollama MCP example for dummies.
C 69 54 80 25 N/A 42 95 98
8294
takehig
Enables natural language search and management of product information through a…
C 69 55 88 58 16 80 87
8295
NitayRabi
FitBit MCP Claim
A Model Context Protocol (MCP) implementation for Fitbit, enabling AI assistant…
C 69 55 60 71 49 81 83
8296
JaxsonWang
Docs Query MCP Claim
Enables semantic search and retrieval over local Markdown/MDX documentation usi…
C 69 54 60 58 N/A 56 92 78
8297
griifth
Provides browser automation and web scraping capabilities including page naviga…
C 69 54 72 53 N/A 24 95 93
8298
ghoshsoham71
Generates personalized music playlists based on mood analysis using AI sentimen…
C 69 55 76 45 42 81 98
8299
robertheadley
An MCP server to allow you to debug webpages using LLMs
C 69 54 75 46 N/A 31 95 92
8300
boldcommerce
Magento 2 MCP Server Claim 1
A Model Context Protocol server that connects to a Magento 2 REST API, allowing…
C 69 55 53 68 45 81 99
Showing 8251–8300 of 33537 servers
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