MCP Server Quality Scores

Independent quality analysis of 45732 public MCP servers

45732
Discovered
29516
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 8 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
4501
jbccc
Provides document reranking capabilities via the ZeroEntropy Zerank API, allowi…
B 74 55 78 76 26 81 95
4502
piskunproject
Connects Claude Desktop and other MCP clients directly to Notion with secure SS…
B 74 55 84 66 52 80 82
4503
aidenlab
An MCP server that bridges AI clients with a frontend 3D visualization applicat…
B 74 55 63 75 45 82 100
4504
zhhbinn
YAPI MCP Server Claim 1
Enables AI assistants to manage YAPI API documentation by providing tools to cr…
B 74 55 78 66 48 80 90
4505
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
4506
oleander
A Model Context Protocol server that allows large language models to control an…
B 74 55 71 70 49 81 97
4507
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
4508
femto
Chrome MCP Server Claim
Enables AI assistants to control and automate your Chrome browser directly, lev…
B 74 54 78 41 N/A 71 95 89
4509
jwaxman19
qlik-mcp Claim 1
MCP Server for Qlik Cloud API that enables querying applications, sheets, and e…
B 74 55 71 75 41 82 94
4510
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
4511
arjshiv
Provides quick access to local system utilities including time/date, hostname, …
B 74 54 66 57 N/A 64 89 97
4512
hongnoul
mit-dining Claim
Real-time MIT dining hall menus with dietary filtering across all 6 halls
B 74 54 66 68 N/A 38 92 100
4513
tiovikram
Linear MCP Server Claim 1
Enables interaction with Linear's API for managing issues, teams, and projects …
B 74 55 90 70 22 81 93
4514
Atomic-Germ
Enables consulting with local Ollama models for reasoning from alternative view…
B 74 55 84 82 71 81 44
4515
samusilv
QA Agent Pro Claim
Enables AI assistants to perform automated web testing by controlling a Chrome …
B 74 55 72 100 N/A 24 95 60
4516
matty-v
Enables searching, retrieving, and managing files in Google Drive using a servi…
B 74 55 78 68 35 81 100
4517
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
4518
delorenj
Facilitates knowledge graph representation with semantic search using Qdrant, s…
B 74 55 94 62 25 80 92
4519
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
4520
Benniu
emqx-mcp-server Claim
A Model Context Protocol (MCP) server implementation that provides EMQX MQTT br…
B 74 55 84 46 66 81 95
4521
bennyzen
A comprehensive toolkit for color conversion, manipulation, and accessibility a…
B 74 55 82 61 50 80 92
4522
cmaujean
A Model Context Protocol server that analyzes application codebases with real-t…
B 74 54 75 58 N/A 36 95 97
4523
dragonkhoi
Talk to your Mixpanel analytics events data seamlessly! Query retention number,…
B 74 55 90 70 N/A 44 71 85
4524
rajbos
This server integrates with GitHub Advanced Security to load security alerts an…
B 74 55 80 61 41 82 100
4525
WAI-Soft
Enables seamless task synchronization between Kiro IDE and the Cirvoy project m…
B 74 54 72 68 37 89 98
4526
silvaleo1979
Enables the calculation and management of hourly-based commercial proposals wit…
B 74 54 72 61 N/A 50 92 93
4527
SepulvedaRafael
BooksAPI-MCP Claim
A Model Context Protocol (MCP) server implementation built with Python and Fast…
B 74 54 64 65 N/A 40 95 100
4528
list91
MCP CopyQ Server Claim
Integrates CopyQ clipboard manager with LLM agents, enabling reading, writing, …
B 74 55 78 74 N/A 21 95 88
4529
Luminaire1337
MCP server for MTA:SA documentation with intelligent search and caching
B 74 54 73 58 N/A 53 90 94
4530
cfdude
Jira MCP Server Claim
Enables enterprise-level integration with Jira's REST API for AI assistants to …
B 74 55 86 43 67 82 91
4531
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
4532
ruliana
MCP Chain Claim
A composable middleware framework for building MCP server chains that enables t…
B 74 55 96 31 65 81 97
4533
claude-world
notebooklm-skill Claim
Bridges NotebookLM's research capabilities with Claude's content generation, en…
B 74 54 76 42 N/A 71 90 92
4534
jorgeraad
mcp4gql Claim
GraphQL MCP Server that acts as a bridge allowing MCP clients (like Cursor or C…
B 74 55 74 73 41 80 97
4535
nacal
Allows AI assistants to connect to and control Minecraft players on remote serv…
B 74 55 60 72 73 80 91
4536
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
4537
rmrfslashbin
MCP Server - Images Claim 1
A Model Context Protocol server that enables AI-powered image generation throug…
B 74 55 81 100 N/A 41 95 36
4538
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
4539
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
4540
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
4541
CyberRoute
MCP Exploit-DB Server Claim 1
Provides access to the Exploit-DB database through the searchsploit tool, enabl…
B 74 54 94 56 N/A 21 87 95
4542
ozgureyilmaz
A Model Context Protocol (MCP) server for Polymarket prediction markets, provid…
B 74 55 86 31 76 82 99
4543
shuakami
mcp-ssh Claim
Enables AI models to access and manage SSH connections through a standardized i…
B 74 54 70 68 N/A 39 88 97
4544
agentailor
MCP Server for SlimContext - AI chat history compression tools
B 74 54 57 75 N/A 49 95 91
4545
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
4546
KS-GEN-AI
confluence-mcp-server Claim 1
Get Confluence data via CQL and read pages.
B 74 55 86 65 45 74 91
4547
fredriksknese
mcp-cohesity Claim
Provides AI assistants with access to Cohesity DataProtect for managing backups…
B 74 55 76 72 38 82 94
4548
swapnilsurdi
A comprehensive personal productivity server that manages projects, todos, cale…
B 74 55 92 82 68 76 43
4549
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
4550
YachtsyAI
Provides AI-powered yacht and boat marketplace intelligence with access to 25,0…
B 74 55 72 70 51 81 91
Showing 4501–4550 of 45732 servers
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