MCP Server Quality Scores

Independent quality analysis of 66427 public MCP servers

66427
Discovered
31773
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
5801
Whitemarmot
postbolt Claim
Publish to 13+ social media platforms from any AI agent via MCP.
B 73 54 60 70 N/A 55 80 98
5802
sscmfi
Enables AI assistants to perform high-precision Price and Yield calculations fo…
B 73 55 90 58 30 82 91
5803
E-Conners-Lab
network-mcp Claim 1
Provides AI assistants with direct access to multi-vendor network devices for t…
B 73 55 88 41 53 80 98
5804
a157034816
Memory MCP Claim 1
A Rust-based MCP server that provides long-term memory capabilities for AI agen…
B 73 54 72 68 N/A 47 92 77
5805
browsermcp-com
BrowserMCP Claim
Remote browser instances for your AI agents. Reliably complete any browser-base…
B 73 55 80 55 49 81 93
5806
EOSC-Data-Commons
Enables natural language search and discovery of open-access scientific dataset…
B 73 55 70 66 57 80 90
5807
dfkai
XTQuantAI Claim 1
An MCP server that integrates the XTQuant quantitative trading platform with AI…
B 73 54 71 68 N/A 42 95 82
5808
bnookala
MCP Emotional Support Claim 1
Provides a therapeutic interface for LLMs to receive emotional validation and p…
B 72 55 86 53 39 80 92
5809
bitnovo
MCP Bitnovo Pay Claim
Enables AI agents to create cryptocurrency payments, check payment status, gene…
B 72 55 78 46 71 81 87
5810
tuanpham197
Enables LLMs to search and read files in local and GitHub repositories, analyze…
B 72 55 84 100 29 81 45
5811
TehilaTheStudent
Enables interaction with Huawei Cloud Container Engine (CCE) through proprietar…
B 72 54 66 72 N/A 32 84 100
5812
KaranThink41
Keka MCP Server Claim
Integrates with Keka HR platform to manage employee profiles, attendance, leave…
B 72 55 78 66 25 81 99
5813
thamaji
Yak MCP Claim
Enables coding agents to speak aloud using text-to-speech functionality. Works …
B 72 54 78 52 N/A 31 95 95
5814
teddylee777
Dify MCP Server Claim 1
A server implementation that enables integration of Dify workflows with Model C…
B 72 55 96 55 20 78 97
5815
vinhphatfsg
MCP server for CSV/JSON data transformation using YAML rules
B 72 54 75 33 N/A 76 95 88
5816
khandrew1
Usher MCP Claim
Enables users to search and view detailed movie information from TMDB, includin…
B 72 55 74 62 35 80 100
5817
Algiras
skillz Claim 1
Self-extending MCP server - build and execute custom AI tools at runtime
B 72 54 66 56 N/A 78 82 82
5818
Maimikuru
A Model Context Protocol (MCP) server that provides Google Search functionality…
B 72 55 72 62 44 82 94
5819
Ackberry
Enables control of Spotify playback, search, and playlist management through MC…
B 72 55 78 63 30 81 100
5820
poly-mcp
GitLab MCP Server Claim
Integrates GitLab with AI assistants to manage merge requests, analyze CI/CD pi…
B 72 55 88 51 40 82 90
5821
jschoemaker
driftguard-mcp Claim 1
MCP server for DriftGuard — exposes AI conversation drift scores and session he…
B 72 55 69 75 N/A 30 95 80
5822
MayssenBHA
Provides tools for fetching real-time news and performing AI-powered sentiment …
B 72 55 90 60 21 81 93
5823
SUSE
suse-ai-up Claim
A comprehensive platform for managing and proxying Model Context Protocol (MCP)…
B 72 54 90 41 N/A 60 95 71
5824
shaharia-lab
goai Claim 1
AI SDK for building AI-powered applications in Go
B 72 54 86 61 N/A 64 91 51
5825
mypracticaltools
reddit-mcp-server Claim
Reddit MCP Server via Apify
B 72 55 72 100 N/A 55 83 40
5826
narumiruna
yfinance-mcp Claim 1
An MCP server that uses yfinance to obtain information from Yahoo Finance.
B 72 55 63 63 63 82 92
5827
amgadabdelhafez
Enables interaction with Dropbox through the Model Context Protocol, providing …
B 72 55 92 40 44 81 94
5828
ZachFlint
ssh-mcp-server Claim
Enables AI assistants to securely execute remote SSH commands, perform file tra…
B 72 55 66 72 47 76 94
5829
automateyournetwork
ISE MCP Server Claim 1
A Model Context Protocol server that enables programmatic interaction with Cisc…
B 72 55 65 73 43 81 94
5830
xianminx
Flomo MCP Server Claim
Enables users to create and save notes in Flomo directly through AI chat intera…
B 72 55 70 62 51 81 94
5831
cyntrisec
cyntrisec-cli Claim 1
Local-first AWS security analyzer that discovers attack paths and generates rem…
B 72 54 72 40 N/A 85 80 90
5832
dheersingh1973
MCP MySQL Server Claim
Enables interaction with MySQL databases through MCP, supporting query executio…
B 72 55 84 100 24 81 48
5833
smart-mcp-proxy
mcpproxy-go Claim
Local MCP proxy with BM25 tool filtering, quarantine security, activity logging…
B 72 54 80 40 N/A 77 92 72
5834
aoprisan
Converts Markdown files and standalone Mermaid diagrams into high-quality PDF o…
B 72 55 78 100 N/A 21 95 44
5835
stevenvo
Slack MCP Server Claim 1
Enables AI assistants to read messages, threads, channel info, user profiles, s…
B 72 55 78 65 50 64 100
5836
guangxiangdebizi
XLSX Reader MCP Claim 1
A Model Context Protocol server that enables reading and analyzing Excel docume…
B 72 55 81 100 33 81 46
5837
salman-arefin74
Repo Therapist Claim 2
An MCP server that transforms repositories into queryable knowledge by combinin…
B 72 54 79 56 N/A 25 92 96
5838
baking-bread
Provides access to real-time and historical water conditions of the Aare river …
B 72 55 84 53 41 81 96
5839
scanpower
Enables interaction with ScanPower's inventory and shipment management system t…
B 72 55 92 87 26 74 64
5840
op7418
Generative-UI-MCP Claim
MCP server that teaches AI models to generate interactive visualizations — char…
B 72 55 76 60 N/A 37 83 96
5841
Zaroganos
OakVar MCP Server Claim 1
Enables AI assistants to perform genomic variant analysis using OakVar, includi…
B 72 54 78 57 N/A 24 90 100
5842
renepajta
m365-copilot-mcp Claim
Integrates Microsoft 365 enterprise data into GitHub Copilot and Claude Desktop…
B 72 55 72 67 47 82 89
5843
0x1abin
matter-controller-mcp Claim 1
An MCP server for Matter Controller, enabling AI agents to control and interact…
B 72 54 63 72 N/A 46 95 77
5844
sujalpat1810
OrgFlow MCP Claim
Enables comprehensive organizational data management including employee trackin…
B 72 55 84 66 24 81 92
5845
milind-kulshrestha
FRED MCP Server Claim 1
A Model Context Protocol server that provides access to Federal Reserve Economi…
B 72 55 81 68 16 81 98
5846
jimthompson5802
This server implements the Model Context Protocol to provide sentiment analysis…
B 72 54 72 51 N/A 43 95 94
5847
wqhui
Enables AI clients to manage GitLab pipelines through natural language commands…
B 72 55 78 72 21 81 92
5848
suprsend
Manage your entire notification infrastructure using natural language. Trigger …
B 72 44 58 N/A N/A 56 83 93
5849
InditexTech
A Model Context Protocol (MCP) server that enables LLMs to interact with iOS si…
B 72 54 54 53 N/A 85 92 88
5850
indexnetwork
Enables ChatGPT integration with Index Network's discovery protocol through MCP…
B 72 55 78 68 30 81 93
Showing 5801–5850 of 66427 servers
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