MCP Server Quality Scores

Independent quality analysis of 57597 public MCP servers

57597
Discovered
29848
Scored
2112
Verified
16953
Complete

Last updated 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9401
michaelkrasa
Provides access to Alpha ESS solar inverter and battery system data, enabling m…
C 67 55 62 41 50 81 100
9402
browser-use
vibetest-use Claim
Vibetest MCP - automated QA testing using Browser-Use agents
C 67 54 60 55 N/A 27 95 91
9403
zaidk2021
Provides a standardized interface to fetch and deliver jokes, including Chuck N…
C 67 55 48 55 52 82 100
9404
maxisoft-git
InstantCMS MCP Server Claim 1
Provides a specialized environment for developing InstantCMS 2 addons and templ…
C 67 54 84 53 N/A 32 95 55
9405
standardbeagle
A high-performance server that provides clipboard access for AI assistants, spe…
C 67 54 70 33 N/A 49 92 91
9406
latiftplgu
Spotify MCP Server Claim 2
A Model Context Protocol server that enables AI assistants like Claude Desktop …
C 67 55 57 72 19 83 94
9407
asoluka
Enables intelligent ingestion and querying of PDF, Markdown, and text files usi…
C 67 55 54 100 N/A 27 95 45
9408
deeppath-ai
Enables rapid analysis of landing pages for SEO compliance, conversion structur…
C 67 55 58 100 41 81 43
9409
Hormold
MCP Command Proxy Claim 1
A proxy server that enables AI assistants to run and interact with command-line…
C 67 55 54 57 56 80 92
9410
ShogoOkamoto
Google Search MCP Claim 1
Enables Large Language Models to perform real-time web searches using Google Cu…
C 67 55 76 36 40 84 95
9411
jmstar85
A comprehensive implementation of Model Context Protocol servers enabling natur…
C 67 55 78 55 22 81 87
9412
thunderboltsid
mcp-nutanix Claim
Go-based MCP Server for interfacing with Nutanix Prism Central resources.
C 67 55 68 37 51 80 100
9413
BrunoSSantana
A proof of concept server that provides tools for accessing and managing Loomer…
C 67 54 66 43 N/A 42 95 86
9414
croit
mcp-croit-ceph Claim 2
MCP server for Croit Ceph cluster management with dynamic OpenAPI tool generati…
C 67 54 85 38 N/A 36 81 87
9415
marcciosilva
Turns Confluence documentation into an AI-powered knowledge base, enabling natu…
C 67 54 72 42 N/A 21 95 95
9416
cybairfly
codify-mcp Claim
Easily create reusable automation tools from casual browser actions using Apify…
C 67 54 94 70 N/A 54 83 19
9417
ccam80
Zotero Chunk RAG Claim
Enables passage-level semantic search over a Zotero library by extracting, chun…
C 67 54 76 42 N/A 30 90 88
9418
sbl-sdsc
MCP Server Proto-OKN Claim 1
A Model Context Protocol server that provides tools for querying SPARQL endpoin…
C 67 55 61 38 69 81 93
9419
rogeriolembo
An MCP server that integrates with Sonar API to provide Claude with real-time w…
C 67 55 51 67 42 82 91
9420
Chillbruhhh
Provides AI agents and coding assistants with advanced web crawling and RAG cap…
C 67 54 72 30 N/A 42 95 95
9421
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
9422
tetsuo-ai
grok-api-mcp Claim 2
An MCP server that provides comprehensive xAI/Grok API documentation, allowing …
C 67 55 53 67 32 82 99
9423
Paddione
Enables document search and retrieval using TF-IDF vector similarity across HTM…
C 67 54 74 52 N/A 16 90 93
9424
hsinyuyen
PostgreSQL MCP Server Claim 1
Provides read-only access to PostgreSQL databases, enabling LLMs to inspect dat…
C 67 55 84 55 19 76 89
9425
williammian
Provides weather alerts for US states and geographic forecasts by leveraging th…
C 67 55 66 60 21 81 100
9426
zq940222
HybridHub Claim
Enables unified access to both structured databases (PostgreSQL, MySQL, SQLite,…
C 67 55 54 66 32 80 99
9427
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
9428
Yang-Charles
Enables AI assistants to perform IP geolocation and nearby place searches using…
C 67 54 54 71 N/A 31 95 75
9429
AK1979
ABAP MCP Claim 1
An AI-powered server that provides comprehensive coding assistance for SAP ABAP…
C 67 54 78 75 N/A 27 90 50
9430
neosapience
Enables seamless integration with Typecast API through the Model Context Protoc…
C 67 55 56 71 29 81 93
9431
lucky-dersan
GitLab MCP Server Claim
Provides GitLab integration for AI assistants using Model Context Protocol, ena…
C 67 55 66 66 19 77 98
9432
fabiothiroki
Talk to your data locally 💬📊. A private AI Data Analyst built with the Model Co…
C 67 54 66 37 N/A 45 95 92
9433
freakynit
one-mcp Claim
A lightweight MCP server that enables intelligent tool management and semantic …
C 67 55 64 53 39 80 93
9434
jmagar
unraid-mcp Claim
Query, monitor, and manage Unraid servers via GraphQL API through MCP tools. Su…
C 67 55 66 43 N/A 57 80 90
9435
hekmon8
Jenkins Server MCP Claim 3
A Model Context Protocol server that enables AI assistants to interact with Jen…
C 67 55 69 100 45 71 39
9436
andyl25
A Model Context Protocol server that connects to Google Cloud services, allowin…
C 67 54 57 68 N/A 26 95 80
9437
Leee62
PickAPIcon MCP Claim
MCP server that allows FE/UI/Designers to retrieve SVG icons via the Iconify AP…
C 67 55 66 100 40 81 37
9438
Aganium
agenium-mcp-server Claim
Bridge MCP servers to the AGENIUM agent:// network via DNS discovery
C 67 66 94 72 0 55 80 99
9439
kitsanannam-hue
minimax-mcp Claim
C 67 54 66 43 N/A 45 90 89
9440
shibuiwilliam
MCP Data Wrangler Claim 2
A Model Context Protocol server for data wrangling that provides standardized i…
C 67 55 39 100 N/A 41 95 55
9441
tuanle96
mcp-odoo Claim 2
Production-grade MCP server for Odoo ERP (16-19) with zero Odoo-side install. 2…
C 67 55 51 62 N/A 67 80 79
9442
edgardamasceno-dev
Extracts structured dictionary data from the Longman Dictionary of Contemporary…
C 67 55 78 91 27 81 40
9443
punitarani
fli Claim
Enables flight search and fare calendar exploration by interacting with Google …
C 67 66 86 72 0 82 81 90
9444
roadwy
cve-search_mcp Claim
A Model Context Protocol (MCP) server for querying the CVE-Search API. This ser…
C 67 54 64 31 N/A 48 95 98
9445
dannywillowliu-uchi
Enables creating, editing, and compiling LaTeX resumes directly from Claude usi…
C 67 54 60 28 N/A 64 95 93
9446
pavel-kirienko
Webcam MCP Claim 1
An MCP server that provides LLM agents with direct access to webcam hardware fo…
C 67 54 49 31 N/A 71 94 99
9447
ujs204
BlenderMCP Claim
Connects Blender to Claude AI through the Model Context Protocol (MCP), enablin…
C 67 54 66 33 N/A 43 95 97
9448
ZZZHDW
Kusto MCP Server Claim 2
An MCP server that provides access to Azure Data Explorer (ADX) clusters, allow…
C 67 55 69 53 35 81 92
9449
zPeppOz
Wraps the TanStack CLI to provide programmatic access to documentation, library…
C 67 55 62 56 35 78 99
9450
ran-ai-agency
Enables interaction with Google NotebookLM through natural language to create a…
C 67 54 60 36 N/A 50 92 99
Showing 9401–9450 of 57597 servers
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