MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 1 day ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
20101
pdaxt
agentos Claim
AI agent fleet orchestration runtime. Spawn, coordinate, monitor autonomous age…
C 63 43 60 57 N/A 36 95
20102
Nicolasvegam
garmin-connect-mcp Claim 1
An MCP server that provides access to Garmin Connect fitness, health, and train…
C 63 44 73 55 32 81
20103
indrasishbanerjee
AEM MCP Server Claim 1
A Model Context Protocol server for Adobe Experience Manager that provides REST…
C 63 44 69 42 59 81
20104
venikman
Enables offline AI agent automation with embedded local LLM (Qwen 2.5), sandbox…
C 63 43 62 60 N/A 25 95
20105
Azure
Data API builder provides modern REST, GraphQL endpoints and MCP tools to your …
C 63 43 60 30 N/A 73 92
20106
strangeadvancedmarketing
Persistent memory tools for Claude Desktop. Search your vault or Obsidian notes…
C 63 43 84 0 N/A 78 89
20107
maydali28
memcp Claim
A persistent memory MCP server for Claude Code - Recursive Language Model integ…
C 63 43 60 31 N/A 74 92
20108
CloakedAgent
Trustless spending accounts for AI agents on Solana with on-chain enforced limi…
C 63 43 60 42 N/A 54 95
20109
gajanm
Blender MCP Server Claim
Enables AI agents to control Blender 3D software through natural language comma…
C 63 43 60 60 N/A 30 95
20110
icy-r
Bitbucket MCP Claim 1
Enables AI assistants to manage Bitbucket Cloud repositories, pull requests, br…
C 63 44 60 43 72 82
20111
golioth
tinymcp Claim
Let LLMs control embedded devices via the Model Context Protocol.
C 63 43 60 42 N/A 52 95
20112
QustXuHao
paper-search-mcp Claim
C 63 43 76 28 N/A 47 95
20113
lihongjie0209
SQLx MCP Server Claim
Provides comprehensive database management tools for PostgreSQL, MySQL, and SQL…
C 63 44 58 58 57 80
20114
justmert
HashPilot Claim 1
A Model Context Protocol server that enables AI assistants to interact with Hed…
C 63 44 81 38 46 80
20115
MingHuiLiu
Enables AI assistants to interact with running Godot 4 C# games in real-time, p…
C 63 33 48 N/A N/A 44 95
20116
Immunogenic-prismspectroscope589
Blender MCP Claim 1
An MCP server that enables AI agents to control Blender through natural languag…
C 63 33 45 N/A N/A 50 95
20117
mattweg
YNAB MCP Claim 1
A Model Context Protocol server that enables Claude Code to interact with You N…
C 63 44 81 45 31 81
20118
IMAGIN-studio
Semantic search over IMAGIN.studio API documentation — CDN, API, integration gu…
C 63 33 54 N/A N/A 37 95
20119
lbds137
A Model Context Protocol server that enables Claude to collaborate with Google'…
C 63 44 69 46 54 81
20120
notch-ai
autosteer Claim
Desktop app for multi-workspace Claude Code management
C 63 43 64 20 N/A 76 95
20121
claymore666
A unified Model Context Protocol Gateway that bridges LLM interfaces with vario…
C 63 44 88 47 18 81
20122
Algovate
XHS MCP Claim
Enables interaction with Xiaohongshu (Little Red Book) platform through automat…
C 63 43 54 43 N/A 62 95
20123
prasadad
mcp-simple-pubmed Claim
C 63 43 64 46 N/A 42 95
20124
Niel-RunPod
RunPod MCP Server Claim 1
A Model Context Protocol server that enables interaction with the RunPod REST A…
C 63 43 51 66 N/A 42 89
20125
the-momentum
An MCP server that provides access to exported data from Apple Health. Data ana…
C 63 43 43 52 N/A 74 90
20126
flyanima
Open Search MCP Claim
A comprehensive Model Context Protocol server providing 33 specialized research…
C 63 43 64 36 N/A 57 95
20127
acnlabs
A basic MCP server template that provides a foundation for building custom tool…
C 63 43 84 33 N/A 27 95
20128
priyapanigrahy
Salesforce MCP Server Claim 1
Integrates Claude with Salesforce to enable natural language querying, modifica…
C 63 44 78 55 42 69
20129
Dokujaa
Enables Claude Desktop to control and interact with the Godot Engine editor thr…
C 63 43 80 43 N/A 18 95
20130
19-84
redd-archiver Claim
A PostgreSQL-backed archive generator that creates browsable HTML archives from…
C 63 43 58 31 N/A 72 95
20131
pazuzu1w
A secure protocol server that allows AI assistants to safely interact with Ubun…
C 63 44 72 45 50 81
20132
Bdata0
Enables hotel booking operations through the Exely Distribution API via natural…
C 63 44 66 73 22 81
20133
afarhadi99
Expose WordPress and WooCommerce REST API tools to enable seamless integration …
C 63 43 74 55 N/A 22 89
20134
awslabs
IAM Policy Autopilot is an open source static code analysis tool that helps you…
C 63 44 64 33 N/A 79 81
20135
joreilly
GalwayBus Claim
Galway Bus Kotlin Multiplatform project using Jetpack Compose and SwiftUI
C 63 33 44 N/A N/A 51 95
20136
OpsLevel
OpsLevel MCP Claim
OpsLevel MCP
C 63 44 68 36 67 80
20137
yeison-liscano
A demonstration MCP server that provides example tools for weather queries, tim…
C 63 44 56 70 43 81
20138
adindotdev
ableton-mcp Claim 1
An MCP server that enables Claude to control Ableton Live in real-time via the …
C 63 43 65 52 N/A 35 92
20139
Sharmarajnish
Enables solving complex combinatorial optimization problems with logical and nu…
C 63 44 54 47 73 81
20140
davidlandais
ovh-api-mcp Claim 2
MCP server for the OVH API. Explore and call any OVH endpoint via sandboxed JS.
C 63 43 45 66 N/A 72 75
20141
stass
blew BLE MCP Claim
Bluetooth Low Energy (BLE) MCP server that allows AI agents to scan, connect to…
C 63 33 50 N/A N/A 42 95
20142
palolxx
Integrates Google's Gemini API to provide sequential analytical thinking and pr…
C 63 44 84 47 23 81
20143
jahzlariosa
Enables interaction with WordPress sites through the REST API, supporting conte…
C 63 44 60 72 30 81
20144
zekozhang
mcp-remote-static Claim
Connects MCP clients to remote servers using static OAuth 2.0 client authentica…
C 63 44 62 43 67 80
20145
khengyun
Enables automated interactions with Google's NotebookLM through browser automat…
C 63 43 56 43 N/A 61 95
20146
jaspertvdm
Bridge to local Ollama LLM server. Run Llama, Mistral, Qwen and other local mod…
C 63 33 54 N/A N/A 37 95
20147
yashagldit
mysql-mcp-webui Claim
MySQL MCP Server enables Claude Desktop and Claude Code to execute SQL queries,…
C 62 43 48 35 N/A 79 92
20148
markswendsen-code
This MCP server provides tools for interacting with Shake Shack restaurant data…
C 62 44 96 25 30 81
20149
nfsarch33
PDF MCP Server Claim 1
An MCP server for PDF form filling, basic editing, and OCR text extraction. It …
C 62 43 57 35 N/A 61 95
20150
jplansink
Enables AI assistants to manage Coolify infrastructure including servers, appli…
C 62 44 48 66 61 76
Showing 20101–20150 of 30006 servers
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