MCP Server Quality Scores

Independent quality analysis of 47403 public MCP servers

47403
Discovered
29595
Scored
2112
Verified
16952
Complete

Last updated 2 hours, 12 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
24701
moeinnajafi1998
A task management system that exposes CRUD operations for todos through a custo…
D 48 43 42 28 N/A 24 95
24702
arahimi-hims
Enables AI agents to manage Databricks Lakeflow jobs by building and uploading …
D 48 44 42 38 35 76
24703
kri77
A Model Context Protocol server that translates high-level intents into command…
D 48 43 27 50 N/A 22 92
24704
AtulanZaman
A streaming chat agent that integrates Google ADK with Model Context Protocol a…
D 48 44 54 20 34 80
24705
vsv21gml
A corporate file management system that enables users to upload and activate fi…
D 48 44 42 37 29 80
24706
mohrstade
Provides a semantic layer for querying and analyzing BigQuery's Austin Bikeshar…
D 48 43 54 12 N/A 25 95
24707
anhminhnguyen3110
An auto-generated MCP server that enables interaction with AWS QuickSight servi…
D 48 44 48 31 27 81
24708
nathannj
Notes MCP Server Claim
Manages markdown notes in a specified directory, allowing users to create, read…
D 48 43 48 35 N/A 15 87
24709
samihalawa
Provides high-quality text-to-speech synthesis with 10 natural voices, emotion …
D 48 44 54 12 44 81
24710
GabrielBBaldez
Send notifications across 23 channels with 36 AI-ready tools. One API, zero boi…
D 47 43 60 0 N/A 76 56
24711
Rkshobhit
MCP Weather Server Claim
Enables users to get current weather information for any city through a simple …
D 47 44 34 46 27 81
24712
Cdalwadi
MCP Weather Server Claim
Exposes weather forecast APIs as MCP tools, allowing LLMs to retrieve current w…
D 47 44 50 27 25 81
24713
2squirrelsai
Enables intelligent analysis and organization of image collections with smart f…
D 47 43 42 27 N/A 19 95
24714
merakimiles
Meraki MCP Claim
Provides dynamic access to 400+ Meraki Dashboard API endpoints with intelligent…
D 47 44 42 38 26 78
24715
mediar-ai
A multi-agent orchestrator that enables multiple AI agents to share a single Ch…
D 47 43 54 7 N/A 27 95
24716
eeeeeeeason
Enables AI models to invoke SpinQ's quantum computing hardware resources by cre…
D 47 44 56 20 25 81
24717
ajkeast
A personal AI coding assistant that connects to various development environment…
D 47 43 48 22 N/A 16 95
24718
IsaiahDupree
An Apify Actor implementing the Model Context Protocol for Perplexity API, enab…
D 47 44 48 38 18 76
24719
AllTerrainDeveloper
professionals Claim 1
Find skilled tradespeople in Spain — fontaneros, electricistas, pintores, cerra…
D 47 33 24 N/A N/A 23 95
24720 D 47 33 30 N/A N/A 13 95
24721
robobobby
An MCP server that provides current weather conditions and hourly forecasts for…
D 47 44 45 31 30 80
24722
georgi-terziyski
A Model Context Protocol server that provides tools for connecting to and inter…
D 47 44 33 56 16 78
24723
liqiongyu
Xueqiu MCP Claim
A MCP service based on the Xueqiu (Chinese stock market) API that enables users…
D 47 44 42 22 45 81
24724
shaike1
MCP SSH Server Claim 1
A secure SSH server implementation for Model Context Protocol that enables remo…
D 47 44 48 33 26 76
24725
24mlight
A-Share MCP Server Claim 1
A Model Context Protocol server focused on China's A-share stock market that pr…
D 47 44 27 33 55 81
24726
AlandeXiong
Enables AI-powered insurance marketing campaign management with audience target…
D 47 44 48 31 21 81
24727
SaViGnAnO
A Model Context Protocol server that enables LLMs to interact with VS Code's Si…
D 47 43 45 20 N/A 24 95
24728
akilat-spec
Track and manage employee leave with instant access to balances and history. Re…
D 47 43 40 25 N/A 24 94
24729
Priya-1514
Provides real-time and historical cryptocurrency market data from major exchang…
D 47 44 50 28 21 81
24730
mokemoke0821
MCP Server Claim
A cross-platform shell command execution server that supports Windows, macOS, a…
D 47 43 38 33 N/A 24 88
24731
MaxisTechnology-Dev
Maximo Enterprise MCP Claim 3
MCP server for IBM Maximo, by Maxis Technology — assets, work orders, inventory…
D 47 33 33 N/A N/A 45 67
24732
kaman05010
A production-ready server that provides Wikipedia search and content retrieval …
D 47 44 50 25 25 82
24733
hirebalzac
Balzac MCP Server Claim
Enables AI agents to manage the end-to-end content pipeline on the Balzac AI pl…
D 47 44 66 0 35 81
24734
woohq
Godette Claim 1
An MCP server for Godot game development that provides 45 tools for reading, an…
D 47 43 45 0 N/A 56 91
24735
akazwz
A demonstration project that uses Cloudflare Workers MCP to create custom AI to…
D 47 44 50 30 21 78
24736
ajay800800
An intelligent hospital appointment management system that allows users to add …
D 47 44 38 41 24 81
24737
couchrishi
kjlahsdjkashd
D 47 44 50 33 16 81
24738
kim62210
SVG Canvas MCP Claim 2
An MCP server for Claude Code that enables the creation and manipulation of pro…
D 47 44 47 25 29 82
24739
BigVik193
Manage Reddit advertising end to end across accounts, funding methods, campaign…
D 47 55 54 70 0 23 80
24740
patclarke
MCP Tekmetric Claim 1
A Model Context Protocol server that allows AI assistants to interact with Tekm…
D 47 44 35 35 40 81
24741
madhavi-opsera
Bug Detector Claim
Analyzes code for bugs, security vulnerabilities, and code smells
D 47 33 26 N/A N/A 17 95
24742
csc-0812
MCP Server Demo Claim
A WebSocket-based Model Control Protocol (MCP) server that processes model requ…
D 47 43 42 22 N/A 24 95
24743
paulabaal12
Kitchen MCP Server Claim
Enables querying food nutritional information, discovering recipes by ingredien…
D 47 43 48 12 N/A 27 95
24744
Kazy1014
Notion MCP Server Claim
Enables interaction with Notion databases through the Notion API, supporting fu…
D 47 44 42 30 34 81
24745
cortexapps
Cortex MCP Claim 1
A Model Context Protocol server that provides natural language access to Cortex…
D 47 44 41 22 47 81
24746
tsiongk
Sponge MCP Server Claim
Provides a Model Context Protocol interface to the Sponge wallet API for managi…
D 47 44 48 25 27 81
24747
filipljoljic
Discover and map React components across your codebase to clarify architecture.…
D 47 43 40 20 N/A 32 95
24748
siarhei-fedziukovich
Enables molecular visualization and analysis from SMILES strings using multiple…
D 47 44 48 33 25 76
24749
datalayer
A Model Context Protocol server implementation that provides geospatial analysi…
D 47 44 35 33 40 81
24750
winkash
Enables AI assistants like Claude to interact with Databricks workspaces throug…
D 47 44 50 16 34 84
Showing 24701–24750 of 47403 servers
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