MCP Server Quality Scores

Independent quality analysis of 45732 public MCP servers

45732
Discovered
29516
Scored
2112
Verified
16952
Complete

Last updated 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
4551
bmorphism
Slowtime MCP Server Claim 1
A secure Model Context Protocol server that manages time-based operations using…
B 74 54 96 57 N/A 17 90 92
4552
engineers-hub-ltd-in-house-project
Minimal MCP Claim
A basic educational MCP server that provides simple tools for mathematical calc…
B 74 54 90 50 N/A 23 95 100
4553
maxkulish
GitLab MCP Server Claim 1
Enables project management and repository operations on GitLab through the GitL…
B 74 55 80 68 40 78 94
4554
bingal
Webshot MCP Claim
Enables taking screenshots of web pages with support for multiple devices (desk…
B 74 55 90 100 N/A 46 95 20
4555
ttiimmaacc
cinema4d-mcp Claim
Cinema 4D plugin integrating Claude AI for prompt-driven 3D modeling, scene cre…
B 74 54 90 40 N/A 54 95 86
4556
MaidToShelly
UluVoiMCP Claim 2
An MCP server that provides a semantic layer for the Voi ecosystem, translating…
B 74 55 45 100 N/A 48 95 78
4557
fredriksknese
mcp-cohesity Claim
Provides AI assistants with access to Cohesity DataProtect for managing backups…
B 74 55 76 72 38 82 94
4558
pinkpixel-dev
Prysm MCP Server Claim 1
A Model Context Protocol server enabling AI assistants to scrape web content wi…
B 74 55 81 60 43 80 97
4559
robotmcp
ros-mcp-server Claim
Connect AI models like Claude & GPT with robots using MCP and ROS.
B 74 54 84 20 N/A 85 92 99
4560
suvarchal
Docker MCP Server Claim
Allows Claude and other AI assistants to interact with Docker through the MCP p…
B 74 54 78 70 N/A 18 95 94
4561
yunkee-lee
MCP Kakao Local Claim
Connects to Kakao Local API and Kakao Maps, enabling access to location-based s…
B 74 55 76 68 43 82 96
4562
ebbfijsf
agent-reader Claim
Document beautifier for AI agents. Converts Markdown to styled webpages (with s…
B 74 54 84 36 N/A 79 87 87
4563
saleor
Saleor MCP Server Claim
Enables AI assistants to interact with Saleor Commerce instances to fetch data …
B 74 55 67 70 52 81 99
4564
KS-GEN-AI
confluence-mcp-server Claim 1
Get Confluence data via CQL and read pages.
B 74 55 86 65 45 74 91
4565
iskifogl
Slack MCP Server Claim 1
Integrates AI assistants with Slack workspaces using OAuth 2.0 authenticated us…
B 74 55 90 66 24 80 95
4566
rajbos
This server integrates with GitHub Advanced Security to load security alerts an…
B 74 55 80 61 41 82 100
4567
agentailor
MCP Server for SlimContext - AI chat history compression tools
B 74 54 57 75 N/A 49 95 91
4568
ajmastra
Connects Claude to Todoist to intelligently parse meeting notes into actionable…
B 74 55 60 72 67 82 94
4569
dragonkhoi
Talk to your Mixpanel analytics events data seamlessly! Query retention number,…
B 74 55 90 70 N/A 44 71 85
4570
barbosaihan
Enables AI assistants to interact with Autodesk Civil 3D, allowing them to retr…
B 74 54 68 65 N/A 47 95 93
4571
rishikavikondala
AWS MCP Server Claim 2
A Model Context Protocol server implementation that enables Claude to perform A…
B 74 54 81 58 N/A 47 90 88
4572
moonbirdai
Amplitude MCP Server Claim 1
A Model Context Protocol server that enables AI assistants like Claude to track…
B 74 55 81 66 39 81 92
4573
srmorete
ADB MCP Server Claim 1
A TypeScript-based bridge between AI models and Android device functionality, e…
B 74 55 90 82 N/A 54 90 40
4574
WAI-Soft
Enables seamless task synchronization between Kiro IDE and the Cirvoy project m…
B 74 54 72 68 37 89 98
4575
kzmshx
Frontmatter MCP Claim
Enables querying and updating Markdown frontmatter metadata using DuckDB SQL, w…
B 74 54 76 31 N/A 76 95 97
4576
ampcome-mcps
Enables natural language interactions with CircleCI through Model Context Proto…
B 74 55 78 70 43 81 88
4577
IQAIcom
Upbit MCP Server Claim 1
Enables interaction with the Upbit cryptocurrency exchange through public marke…
B 74 55 84 82 74 81 45
4578
kuro-tomo
Enables AI agents to autonomously browse inventory, negotiate terms, manage car…
B 74 55 72 68 58 82 89
4579
AB498
Provides code context and analysis for AI assistants by extracting directory st…
B 74 55 72 100 N/A 49 90 49
4580
silvaleo1979
Enables the calculation and management of hourly-based commercial proposals wit…
B 74 54 72 61 N/A 50 92 93
4581
FrancoSbaffi
xhs-mcp Claim
Enables AI agents to automatically publish photo notes to Xiaohongshu (RedNote)…
B 74 54 90 50 N/A 43 87 93
4582
roampal-ai
roampal-core Claim 2
Outcome-based persistent memory for AI coding tools. Memories that help get pro…
B 74 54 90 28 N/A 69 95 88
4583
irskep
persistproc Claim
MCP server + command line tool that allows agents to see & control long-running…
B 74 54 88 38 N/A 66 92 87
4584
sussa3007
MySql MCP Server Claim 1
Connect and interact with MySQL databases seamlessly. Execute SQL queries, mana…
B 74 55 84 83 48 76 71
4585
kaznak
Allows executing shell commands within a secure Docker container through Claude…
B 74 54 70 58 N/A 63 87 90
4586
Vorota-ai
Shodan MCP Server Claim
Enables AI agents to perform passive reconnaissance, vulnerability intelligence…
B 74 54 76 53 49 92 94
4587
piskunproject
Connects Claude Desktop and other MCP clients directly to Notion with secure SS…
B 74 55 84 66 52 80 82
4588
inteligencianegociosmmx
Vega-Lite MCP Server Claim 1
Provides AI assistants with access to Vega-Lite documentation, visualization ex…
B 74 55 94 91 45 81 42
4589
matty-v
Enables searching, retrieving, and managing files in Google Drive using a servi…
B 74 55 78 68 35 81 100
4590
oleander
A Model Context Protocol server that allows large language models to control an…
B 74 55 71 70 49 81 97
4591
Taewoong1378
An optimized read-only server for AI assistants to efficiently query and retrie…
B 74 55 84 61 54 80 86
4592
urfanazad
Enables ChatGPT and Claude Desktop to post text content directly to your Linked…
B 74 54 74 68 N/A 27 95 97
4593
unforced
Suno MCP Claim 1
Enables AI music generation through Suno, allowing users to create songs with c…
B 74 54 86 56 N/A 27 89 100
4594
thechandanbhagat
Generates professional Draw.io compatible diagrams (flowcharts, sequence diagra…
B 74 54 78 52 N/A 70 92 76
4595
tecnomanu
PAMPA Claim
Provides semantic code search and retrieval capabilities for AI agents, enablin…
B 74 55 84 43 85 82 79
4596
HITENDRAPAL3
YouTube MCP Server Claim 1
Enables AI agents to search for YouTube videos and play them in the default bro…
B 74 55 94 62 27 80 91
4597
jonradoff
lastsaas Claim
Read-only admin MCP server for LastSaaS — dashboards, users, tenants, billing, …
B 74 54 72 61 N/A 65 83 92
4598
wilson-romero
Integrates with Google Tasks to enable searching, listing, creating, and managi…
B 74 55 78 66 44 80 98
4599
alexei-led
aws-mcp-server Claim
A lightweight but powerful server that enables AI assistants to execute AWS CLI…
B 74 55 88 31 86 80 92
4600
gurdasnijor
Basic MCP Server Claim
A minimal Model Context Protocol server demonstrating basic MCP capabilities wi…
B 74 54 74 51 N/A 45 95 100
Showing 4551–4600 of 45732 servers
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