MCP Server Quality Scores

Independent quality analysis of 33593 public MCP servers

33593
Discovered
27821
Scored
1883
Verified
16957
Complete

Last updated 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9501
browser-use
Vibetest Use Claim
Launches multiple Browser-Use agents to automatically test websites for UI bugs…
C 67 54 60 55 N/A 27 95 91
9502
voska
hass-mcp Claim 1
Home Assistant MCP Server
C 67 55 59 41 N/A 68 81 93
9503
alex-gon
The Game Crafter Claim 1
Design, manage, and price tabletop games on The Game Crafter via MCP.
C 67 54 88 0 N/A 80 77 99
9504
jakreymyers
MCP Boilerplate Claim
A minimal, production-ready MCP server with a simple addition calculator tool t…
C 67 55 82 70 41 81 49
9505
worksona
Integrates 100+ specialized AI agents with Claude Desktop, providing automated …
C 67 54 92 30 N/A 29 90 83
9506
qinyuanpei
基于 Model Context Protocol 的微博数据接口服务器 - 实时获取微博用户信息、动态内容、热搜榜单、粉丝关注数据。支持用户搜索、内容搜索、…
C 67 55 51 100 N/A 50 81 48
9507
kerlos
A template for building Model Context Protocol servers using Elysia and Bun run…
C 67 55 66 55 39 83 85
9508
Dysron
Ableton MCP Claim 1
Enables AI assistants to control Ableton Live through natural language by query…
C 67 54 76 33 N/A 25 92 100
9509
tejas-borate-wai
An MCP server that extracts transcripts, metadata, and summaries from YouTube v…
C 67 55 63 58 24 81 100
9510
MarceauSolutions
amazon-seller-mcp Claim 1
Amazon Seller Central operations via SP-API - manage inventory, track orders, a…
C 67 55 90 41 24 78 92
9511
plainyogurt21
Provide seamless access to comprehensive FDA drug data through intuitive search…
C 67 54 72 46 N/A 22 88 99
9512
merge-api
Merge MCP Server Claim
Provides integration between Merge API and LLM providers supporting the MCP pro…
C 67 55 78 45 27 82 94
9513
aeiyannn
Enables AI assistants to query and manage local PostgreSQL databases through SQ…
C 67 54 54 56 N/A 38 87 100
9514
kfrzr
A starter template for building MCP servers with FastMCP, providing testing, li…
C 67 54 54 51 N/A 41 95 94
9515
renant
A Model Context Protocol server that enables AI tools to interact with TabNews,…
C 67 55 63 100 46 81 32
9516
mcp-protocol
node-runtime Claim
This package is intended for demonstration only. Maintained by JFrog Security.
C 67 54 52 52 N/A 37 95 100
9517
OddbeakerLLC
Enables AI tools like Claude to interact with a remote machine's file system an…
C 67 55 94 38 27 67 99
9518
huoshuiai42
An MCP server that provides document format conversion
C 67 54 45 67 N/A 31 90 97
9519
punkpeye
Notion MCP Server Claim
Enables AI agents to interact with Notion workspaces through the Notion API. Su…
C 67 55 92 65 44 81 37
9520
sonirico
mcp-shell Claim
🏎️ 🏠 🍎 🪟 🐧 Give hands to AI. MCP server to run shell commands securely, auditab…
C 67 54 60 36 N/A 73 82 94
9521
anirban1592
MCP-AWS Claim
A custom server with tools that enable AI agents to provision and terminate AWS…
C 67 55 66 57 29 78 98
9522
crazyrabbitLTC
MCP Ethers Wallet Claim 1
A Model Context Protocol server that gives LLMs the ability to interact with Et…
C 67 55 81 26 49 77 100
9523
chaofanx
Enables management of Minecraft servers through the MCSManager API. Supports ex…
C 67 55 66 70 23 81 86
9524
feuerdev
keep-mcp Claim
Read, create, update and delete Google Keep notes.
C 67 55 62 41 69 76 95
9525
Errorrrrr
Apifox MCP Server Claim
Enables users to import OpenAPI 3 and Swagger 2 formatted JSON data directly in…
C 67 55 78 71 16 81 70
9526
csonigo
An MCP server that enables interaction with Datagouv APIs, primarily allowing u…
C 67 55 71 55 31 81 90
9527
rohinigaonkar
Implements a math agent using Model Control Protocol that performs mathematical…
C 67 54 86 31 N/A 16 95 93
9528
neal3000
MCP Media Server Claim
Enables browsing and playing media files from a local Movies directory through …
C 67 54 78 36 N/A 25 95 92
9529
Ritesh-sudo
Enables searching for AI/ML internships and entry-level positions across multip…
C 67 55 84 91 25 80 36
9530
goodfel10w
MCP Server für automatische Generierung professioneller Willkommenstexte für ne…
C 67 55 66 82 N/A 53 83 46
9531
Akshay-Quorum2145
Enables interaction with Azure DevOps work items through AI assistants like VS …
C 67 55 78 91 21 81 43
9532
chris-miaskowski
A custom server implementation that allows AI assistants to interact with GitLa…
C 67 55 72 63 17 81 87
9533
cyclimse
Unofficial MCP Server for Scaleway Serverless Functions
C 67 54 68 63 N/A 69 95 37
9534
kunwarmahen
Enables AI to query and manage PostgreSQL and MongoDB databases through natural…
C 67 55 72 53 21 81 98
9535
Merlin21x
A basic TypeScript implementation of the Model Context Protocol (MCP) server de…
C 67 55 60 87 N/A 27 95 54
9536
tianhuil
Provides state and log management tools designed for long-lived AI agents that …
C 67 54 70 30 N/A 45 92 99
9537
wsargent
icalPal MCP Server Claim
Enables AI assistants to interact with macOS Calendar and Reminders application…
C 67 44 54 N/A N/A 21 95 88
9538
almogqwinz
Amadeus MCP Server Claim
Enables flight search capabilities through the Amadeus Flight Offers Search API…
C 67 55 68 48 42 81 92
9539
Quegenx
Supabase MCP Server Claim 1
A powerful server that provides administrative control over Supabase PostgreSQL…
C 67 55 66 62 21 80 97
9540
AlanOgic
Enables AI assistants to interact with Odoo ERP systems through the Model Conte…
C 67 55 84 46 31 81 85
9541
Sarthak-ignite
Steady MCP Claim
Enables submitting team check-ins to Steady (app.steady.space) by automating th…
C 67 54 84 72 N/A 29 95 39
9542
maxronner
task-mcp Claim 1
An MCP server for Taskwarrior that implements agent claim and lease semantics f…
C 67 54 45 70 N/A 32 90 97
9543
DTeam-Top
A Next.js-based MCP server template that implements OAuth 2.1 authentication wi…
C 67 55 66 46 41 81 100
9544
rpavez
MCP Remote Server Claim
Enables execution of SSH commands on remote servers and management of Google Cl…
C 67 54 78 42 N/A 24 90 93
9545
pickstar-2002
Enables conversion between multiple image formats including JPG, PNG, WebP, GIF…
C 67 55 72 63 22 81 84
9546
jcamier
A modular server implementation that integrates Auth0 OAuth 2.0 authentication …
C 67 54 72 43 N/A 18 95 97
9547
grupo-avispa
dsr_mcp_server Claim 1
An MCP server that provides tools for interacting with Deep State Representatio…
C 67 54 65 31 N/A 47 92 99
9548
kimasplund
MCP Pyrefly Claim 1
Integrates Pyrefly's real-time Python type checker with a gamification system t…
C 67 54 60 55 N/A 51 81 89
9549
gemini-dk
A server providing a unified interface to interact with Firebase services, incl…
C 67 55 78 50 19 80 97
9550
spranjal3301
BlenderMCP Claim
Connects Claude AI to Blender through the Model Context Protocol, enabling AI-a…
C 67 54 66 33 N/A 44 95 96
Showing 9501–9550 of 33593 servers
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