MCP Server Quality Scores

Independent quality analysis of 47923 public MCP servers

47923
Discovered
29615
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 46 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8751
bughide010
Enables Claude to remember information about users across chats using a persist…
C 68 55 78 50 29 81 93
8752
mattlemmone
Expo MCP Server Claim 1
A Model Context Protocol server that provides development and debugging tools f…
C 68 54 59 57 N/A 23 95 100
8753
bobhuff0
A comprehensive suite of four MCP servers providing real-time stock market data…
C 68 55 96 25 30 81 99
8754
danielrosehill
Save-To-NAS MCP Claim
Enables saving files and folders to a local NAS over NFS with automatic share d…
C 68 54 60 58 N/A 29 95 91
8755
skynet-base
A Model Context Protocol server for Turkish taxi services that enables fare est…
C 68 55 69 58 24 82 100
8756
kfnzero
Mantis MCP Server Claim 1
A Model Context Protocol (MCP) service that enables integration with Mantis Bug…
C 68 55 60 100 53 80 41
8757
CliffsGPT
Alpaca MCP Server Claim
Enables natural language trading operations through Alpaca's Trading API, suppo…
C 68 55 72 43 42 81 100
8758
zengxiaolou
Enables AI coding assistants like Cursor and Claude to engage in real-time two-…
C 68 54 54 58 N/A 40 95 92
8759
MelaLitho
Enables chat with multiple LLM providers (OpenAI and Anthropic) while maintaini…
C 68 55 84 53 23 76 90
8760
amazon-mq
mcp-server-rabbitmq Claim 1
MCP server for RabbitMQ
C 68 54 41 45 N/A 75 95 96
8761
robinong79
A server that enables LLMs like Claude to interact with Azure Cosmos DB databas…
C 68 55 84 52 40 67 89
8762
carlosarmenta75
Enables CRUD operations and schema exploration on Microsoft Dataverse databases…
C 68 55 78 50 27 76 99
8763
crunchloop
MCP Teamtailor Claim 1
A Model Context Protocol server that enables integration with the Teamtailor AP…
C 68 55 51 63 56 81 92
8764
yoriichi-07
Coordinates specialized agents (Architecture, Quality, Cloud, Prompt) to autono…
C 68 55 84 43 31 81 89
8765
armmac1
Enables interaction with the Hostinger Ecommerce API to retrieve product inform…
C 68 55 60 70 21 81 100
8766
admon84
Integrates live Screeps game data into AI development workflows, providing comp…
C 68 55 84 71 25 81 61
8767
kidapu
Gemini Search MCP Claim
Enables AI-powered web searches using Google's Gemini 2.5 models with Google Se…
C 68 55 54 71 35 81 97
8768
Opti-kjh
Palette MCP Claim
Converts Figma designs to React/Vue code using existing Design System component…
C 68 55 72 68 58 81 54
8769
mixelpixx
Edit-MCP Claim 1
A Model Context Protocol server that integrates with Microsoft's Edit tool, all…
C 68 55 81 41 37 81 95
8770
ShivamPansuriya
Enables dynamic generation of tools based on user-specific permissions from an …
C 68 55 78 48 22 81 99
8771
handsomestWei
Enables AI tools to analyze Java dependencies by scanning Maven projects, decom…
C 68 55 86 75 N/A 48 95 19
8772
tarnover
MCP SysOperator Claim 1
A Model Context Protocol server enabling AI assistants to directly interact wit…
C 68 55 79 82 57 81 31
8773
johnreitano
An MCP server that provides simple query capabilities for Google Cloud Datastor…
C 68 55 71 56 22 82 99
8774
DocHatty
Searches real developer solutions from Stack Overflow, Reddit, GitHub issues, a…
C 68 55 72 48 42 81 91
8775
advitrocks9
Provides structured, SQL-style query access to Notion databases, allowing Claud…
C 68 55 60 71 30 81 92
8776
masatoshi118
Enables interaction with Google Forms API to create forms, add questions, and r…
C 68 55 80 67 17 81 79
8777
GoCoder7
Enables interaction with Oracle Cloud Infrastructure services through a unified…
C 68 55 84 62 20 81 78
8778
july090
MCP Knowledge Base Claim
A local knowledge base system based on ChromaDB that supports automatic chunkin…
C 68 54 78 33 N/A 36 92 96
8779
enesbol
GCP MCP Server Claim
Enables AI assistants to interact with and manage Google Cloud Platform resourc…
C 68 55 78 41 42 80 94
8780
quickchatai
Allows users to integrate their custom Quickchat AI Agents into various AI appl…
C 68 54 56 42 N/A 49 95 100
8781
roberthamel
Enables web searching via SearXNG, page content extraction with Crawl4AI, and i…
C 68 55 76 38 48 81 93
8782
angshuman
pdf-mcp Claim 2
An MCP server that provides tools for reading, writing, and manipulating PDF fi…
C 68 44 45 N/A N/A 30 95 98
8783
StdioA
beancount-mcp Claim
MCP Server to query from your Beancount ledger, or submit transaction.
C 68 54 84 28 N/A 45 87 92
8784
Vanshika-Rana
Provides AI assistants with access to Payman's documentation, helping developer…
C 68 55 66 100 N/A 16 95 44
8785
shawnnygoh
ArXiv Scout Claim
Search and retrieve academic papers directly from arXiv with advanced query cap…
C 68 55 72 41 48 83 93
8786
samgwd
DiSH MCP Server Claim
Enables interaction with the DiSH room booking platform to search availability,…
C 68 54 76 43 N/A 29 92 90
8787
canvrno
Proxmox MCP Server Claim 1
A Python-based server enabling interaction with Proxmox hypervisors. It support…
C 68 55 50 68 41 80 100
8788
ResakaGit
mcp-glassbox Claim 1
An MCP server that enables running tests and retrieving filtered telemetry summ…
C 68 54 51 65 N/A 40 90 89
8789
tumf
web3-mcp Claim 1
An MCP server implementation wrapping Ankr Advanced API. Access to NFT, token, …
C 68 55 51 63 54 80 95
8790
tjx666
vscode-mcp Claim 1
Connects VSCode with MCP to provide AI assistants real-time access to LSP diagn…
C 68 54 57 58 N/A 58 95 70
8791
anortham
A lightweight short-term memory MCP server that automatically stores and recall…
C 68 55 94 30 38 81 87
8792
mybolide
mcp-probe-kit Claim
AI-Powered Development Toolkit with 21 tools for code quality, project manageme…
C 68 55 90 51 N/A 85 82 31
8793
da-ponta
Enables AI assistants to read, write, and format Google Spreadsheets through th…
C 68 55 72 57 27 82 95
8794
kailashAppDev
Integrate Figma's powerful design capabilities into your applications. Leverage…
C 68 55 66 66 N/A 28 82 89
8795
Tar-ive
An MCP server that enables users to search for government grants based on keywo…
C 68 55 69 66 27 80 88
8796
haltakov
Meme MCP Server Claim 1
A simple Model Context Protocol server that allows AI models to generate meme i…
C 68 55 66 58 52 80 84
8797
RandyNorthrup
Enables comprehensive Windows desktop automation including screen capture, OCR …
C 68 54 90 61 N/A 67 95 15
8798
DeepakJangra239
Enables fast code analysis and navigation through hybrid semantic search, graph…
C 68 54 72 31 N/A 45 95 96
8799
HelicopterHelicopter
Outline MCP Server Claim 2
An MCP server that enables reading, writing, and searching documents in Outline…
C 68 55 63 63 23 82 99
8800
philschmid
Provides tools to search and retrieve Google Gemini API documentation with full…
C 68 54 66 33 N/A 59 92 92
Showing 8751–8800 of 47923 servers
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