MCP Server Quality Scores

Independent quality analysis of 57597 public MCP servers

57597
Discovered
29844
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 41 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15751
uju777
Search Naver (Korea's #1 search engine) for shopping prices, real-time news, an…
F 30 55 70 30 57 80 61
15752
c-rick
Jimeng MCP Server Claim 1
Integrates Jimeng AI image and video generation services through MCP protocol, …
F 30 55 54 66 42 76 72
15753
youngsupchoi
playwright-mcp Claim 1
F 30 54 72 58 N/A 56 87 93
15754
Suixinlei
A TypeScript-based Model Context Protocol server that enables large language mo…
F 30 55 48 65 46 78 87
15755
themightyboosh
Taskflow MCP Claim 1
Automates Notion task workflows with AI-powered tag processing, enabling Claude…
F 30 55 84 53 48 74 92
15756
mark-oori
MCP Serve Claim 1
A server tool for running Deep Learning models that offers Shell execution, Ngr…
F 30 55 60 25 56 64 94
15757
OpenLinkSoftware
mcp-server-sqlalchemy Claim 1 2
An MCP server for generic Database Management System (DBMS) Connectivity via SQ…
F 30 54 69 40 N/A 42 84 90
15758
savhascelik
Meta API MCP Server Claim 1 2
A meta API Gateway server that works with the Model Context Protocol (MCP), ena…
F 30 54 100 70 28 77 100
15759
runbookai
Runbook Claim 1
Run your own runbooks from Claude Desktop. You can create your runbooks and ex…
F 30 55 48 22 49 74 83
15760
DrDroidLab
Signoz MCP Server Claim 1 2
An MCP server that enables AI assistants to interact with Signoz observability …
F 30 55 79 61 50 77 93
15761
romainsantoli-web
firm-mcp-server Claim 1
Python MCP server that bridges VS Code Copilot agents to the Firm Gateway ecosy…
F 30 54 84 75 N/A 61 87 98
15762
GoodestUsername
SearXNG Search Server Claim 1
Provide programmatic access to privacy-respecting meta-search functionality via…
F 30 54 72 57 N/A 42 90 88
15763
owayo
GitLabとの連携機能を提供するModel Context Protocol (MCP) サーバーです。GitLabの特定のプロジェクトからパイプラインの失…
F 30 55 42 17 44 76 31
15764
havingautism
Qurio Claim 1
Qurio brings multi-provider models, custom agents, reusable skills, MCP servers…
F 30 54 100 43 N/A 48 87 99
15765
aira-security
mcp-checkpoint Claim 1
MCP Checkpoint continuously secures and monitors Model Context Protocol operati…
F 30 54 88 35 N/A 63 76 96
15766
pixfishx
MCP Epic Free Games Claim 1
Provides tools to retrieve information about current and upcoming free games on…
F 30 55 86 57 52 76 100
15767
teddynote-lab
Quick-start Auto MCP Claim 1
A tool that helps easily register Anthropic's Model Context Protocol (MCP) in C…
F 30 54 72 40 N/A 51 82 94
15768
l0kifs
Enables AI agents to autonomously manage and improve execution processes for re…
F 30 54 66 60 N/A 76 90 100
15769
tuannvm
slack-mcp-client Claim 1
A Slack bot and MCP client acts as a bridge between Slack and Model Context Pro…
F 30 54 94 35 N/A 64 88 100
15770
dongprojectteam
An AI-powered server that analyzes uploaded images and automatically generates …
F 30 54 68 52 N/A 16 87 100
15771
fgasparetto
MCP server for transcribing Google Chat voice messages using Groq Whisper API
F 30 54 51 41 N/A 50 71 92
15772
xraywu
An MCP server that provides a tool to extract text content from local PDF files…
F 30 54 71 47 N/A 25 94 86
15773
rampify-dev
Rampify Claim 1 2
SEO MCP server: crawl your site, find AI-visibility gaps, and ship the fix from…
F 30 55 90 77 36 80 88
15774
pwh-pwh
coin-mcp-server Claim 1
Bitget API to fetch cryptocurrency price.
F 30 55 74 57 39 80 94
15775
CaptainCrouton89
A starter template for building custom MCP servers with example tools, TypeScri…
F 30 55 60 62 28 80 87
15776
devraj21
DP-MCP Server Claim 1 2
A comprehensive Data Platform server that enables seamless integration between …
F 30 55 78 27 28 80 100
15777
QuantGeekDev
docker-mcp Claim 1 3
Docker container management and operations through MCP
F 30 54 86 55 N/A 46 87 94
15778
characat0
databricks-mcp-server
F 30 55 66 46 61 80 98
15779
ShellyDeng08
Enables AI assistants to search videos, channels, and playlists, retrieve video…
F 30 64 94 60 0 39 92 98
15780
fzheng0222
Jiminny MCP Server Claim 1
Enables access to Jiminny sales call transcripts, AI-generated summaries, and a…
F 30 55 76 72 27 80 96
15781
AgentWong
IaC Memory MCP Server Claim 1 4
Enhances Claude AI with persistent memory storage for Infrastructure-as-Code co…
F 30 55 90 91 35 76 38
15782
noahlozevski
MCP-IDB Claim 1 2
Integration between Model Context Protocol (MCP) and Facebook's iOS Development…
F 30 55 62 82 N/A 43 87 14
15783
saigontechnology
AgentCrew Claim 1
Chat application with multi-agents system supports multi-models and MCP
F 30 54 90 41 N/A 89 89 92
15784
Gyeom
md2confluence-mcp Claim 1 2
Upload Markdown to Confluence with auto-converted Mermaid diagrams, code blocks…
F 30 55 90 71 58 76 93
15785
Vincent-Dhalluin
uptodoc Claim 1
Enables AI assistants in IDEs to query custom documentation databases for more …
F 30 66 60 51 0 51 80 94
15786
get-airlock
Maverick MCP Claim 1 2
A behavioral intelligence server that detects a user's unique interaction style…
F 30 54 90 0 N/A 27 87 96
15787
Filippo-Venturini
ctxvault Claim 1
Local memory infrastructure for AI agents. Store knowledge and skills in isolat…
F 30 54 76 72 N/A 81 88 95
15788
ai-zerolab
Yourware MCP Claim 1 2
An MCP server that allows users to upload projects (single files or directories…
F 30 66 47 66 0 73 80 91
15789
jmanhype
Dart MCP Server Claim 1
A Dart-based MCP server implementation that enables AI-assisted task management…
F 30 55 100 58 48 69 98
15790
omer-ayhan
A Model Context Protocol server that transforms text into structured JSON data …
F 30 54 69 57 N/A 42 90 85
15791
ekailabs
A Model Context Protocol server that connects AI agents to Dune Analytics data,…
F 30 55 39 65 41 78 91
15792
esola-thomas
Documentation MCP Server Claim 1 2
Enables AI assistants to navigate and query hierarchical documentation structur…
F 30 55 84 31 55 80 92
15793
drewtech
MCP AI POC Claim 1
Provides AI-powered development tools including code generation, refactoring, d…
F 30 55 90 31 44 76 95
15794
rgbkrk
Minecraft Docker MCP Claim 1 2
Enables AI interactions with a running Minecraft server inside a Docker contain…
F 30 55 70 35 17 69 96
15795
tahooki
Ureanl-Blender-MCP Claim 1
Unreal-Blender MCP is a unified server for controlling both Blender and Unreal …
F 30 55 72 26 27 74 97
15796
Shougakusei
An AI-powered FastMCP server tool that automates the process of planning tasks,…
F 30 55 60 43 21 76 89
15797
smcdonnell7
Content Plan Builder Claim 1 3
An MCP server that uses AI to generate structured Asana project plans from dive…
F 30 55 81 71 27 80 90
15798
haakco
MCP Utils Claim 1
A comprehensive utilities library for building Model Context Protocol servers, …
F 30 54 90 66 N/A 49 90 59
15799
OthmaneBlial
A DeepSeek MCP-like Server for Terminal
F 30 54 96 63 N/A 45 84 98
15800
LokiMCPUniverse
Salesforce MCP Server Claim 1 3
A customizable MCP server for integrating Salesforce APIs with GenAI applicatio…
F 30 54 75 68 N/A 34 87 92
Showing 15751–15800 of 57597 servers
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