MCP Server Quality Scores

Independent quality analysis of 56925 public MCP servers

56925
Discovered
29777
Scored
2112
Verified
16953
Complete

Last updated 19 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12651
johnneerdael
Enables management of Netskope Network Private Access (NPA) infrastructure thro…
C 60 55 60 60 33 81 60
12652
Gatescrispy
A comprehensive integration for Google Analytics 4 providing 54 tools for advan…
C 60 55 58 36 41 81 85
12653
zzenonn
A Python-based template for creating modular command center servers using the M…
C 60 55 62 35 18 81 98
12654
aplavin
julia-mcp Claim 2
Enables AI assistants to execute Julia code efficiently with persistent session…
C 60 54 39 31 N/A 51 92 95
12655
121yaseen
Implements a Model Context Protocol server that connects with Zerodha Kite API,…
C 60 55 54 65 21 81 72
12656
coffee-fuelled-code
mcp-pageshot Claim
Paste a URL to see exactly how it renders as a social card on Twitter, LinkedIn…
C 60 55 72 0 53 81 96
12657
JackKuo666
Sci-Hub MCP Server Claim
Enables AI assistants to search for academic papers by DOI, title, or keywords …
C 60 55 64 30 19 81 100
12658
aharvard
Enables interactive restaurant discovery and ordering through a synthetic comme…
C 60 66 72 73 0 42 81 91
12659
JackKuo666
medRxiv-MCP-Server Claim
🔍 Enable AI assistants to search and access medRxiv papers through a simple MCP…
C 60 55 70 30 16 83 93
12660
JurreBrandsenInfoSupport
A comprehensive server that allows users to interact with the Zendesk API, prov…
C 60 55 56 82 N/A 19 95 31
12661
DevAdalat
Colab MCP Claim 1
A Model Context Protocol server that enables users to control and interact with…
C 60 55 39 57 42 81 81
12662
aglitch120
PubMed MCP Server Claim
Enables comprehensive biomedical literature research through PubMed database ac…
C 60 66 86 55 0 39 81 99
12663
zad0xlik
Provides access to RateSpot.io mortgage rate APIs, enabling AI assistants to fe…
C 60 55 60 82 42 81 22
12664
pinion05
Claude Code can't do everything well. This MCP covers Claude Code's weaknesses …
C 60 54 42 50 N/A 20 87 100
12665
Alberto-Codes
docvet Claim
Docstring quality vetting for Python -- enrichment, freshness, coverage, and pr…
C 60 66 78 31 0 89 84 91
12666
whdghk1907
A Model Context Protocol server providing comprehensive Korean stock market ana…
C 60 55 69 33 34 81 80
12667
amithmathew
Enables interaction with Google Maps services through the Model Context Protoco…
C 60 54 54 33 N/A 21 95 90
12668
citizenhicks
Enables AI assistants to access real-time financial data, historical stock pric…
C 60 55 68 31 20 81 90
12669
billychl1
AI match predictions for Premier League & Champions League - scores, goals, cor…
C 60 64 66 61 0 49 95 92
12670
arnstarn
mcp-server-spotinst Claim 1
MCP server for Spot.io (Spotinst) API with 23 tools for managing Ocean clusters…
C 60 55 69 0 63 81 96
12671
hngkr
MCP Releases Server Claim 1
An MCP server that provides GitHub release information through the Model Contex…
C 60 55 47 46 29 82 93
12672
jilanisayyad
Kafka MCP Server Claim 2
An MCP server that enables interaction with Kafka clusters to manage topics, mo…
C 60 55 35 67 48 82 72
12673
cnitlrt
A server that provides remote binary analysis capabilities through IDA Pro's he…
C 60 55 62 36 20 81 92
12674
Rafaysherwani
A lightweight microservice that fetches weather alerts and forecasts from the N…
C 60 55 66 28 18 83 100
12675
jdelon02
Exposes the Integrated Memory System (IMS) capabilities, including session mana…
C 60 55 60 43 25 81 84
12676
mondaycom
monday.com Claim 1
MCP server for monday.com integration.
C 60 66 61 72 0 63 80 92
12677
nuin
AGR MCP Server Claim
Enables querying genomics data from the Alliance of Genome Resources across mod…
C 60 66 78 68 0 40 81 93
12678
mlazag
A template for deploying authentication-free MCP servers on Cloudflare Workers.…
C 60 55 48 45 26 81 95
12679
kukapay
crypto-rss-mcp Claim 1
An MCP server that aggregates real-time cryptocurrency news from multiple RSS f…
C 60 55 57 25 41 80 97
12680
nickpending
MCP-Censys Claim 1
A Model Context Protocol server that enables natural language querying of the C…
C 60 55 61 35 18 82 98
12681
kukapay
nft-analytics-mcp Claim 1
An MCP server that delivers NFT collection analytics powered by data from Dune …
C 60 55 45 40 38 81 96
12682
xpqz
APLCart MCP Server Claim 2
An MCP server providing access to the APLCart idiom collection with semantic se…
C 60 55 53 32 36 81 100
12683
cloudera
Enables read-only access to Apache Iceberg tables via Impala, allowing LLMs to …
C 60 55 54 25 49 76 98
12684
BerejikB
LmsPs Claim
Enables interaction with a persistent PowerShell session through LM Studio. Pro…
C 60 55 62 82 42 81 24
12685
dufangshi
A TypeScript MCP server for launching, tracking, and managing external coding-a…
C 60 55 72 60 37 81 41
12686
syauqi-uqi
QGISMCP Claim 1
A Model Context Protocol server that connects Claude AI to QGIS, enabling direc…
C 60 55 69 27 36 69 98
12687
landscapedotcl
MCP Veracode Claim 1
An MCP server that enables users to interact with Veracode security services th…
C 60 55 33 67 35 76 91
12688
bader1919
Odoo MCP Server Claim 1
Enables AI assistants to interact with Odoo ERP systems through XML-RPC, provid…
C 60 55 66 47 18 80 79
12689
AiAgency-Now
Best VoiceAI White Label Platform for Agencies with Full MCP Connectivity to An…
C 60 66 78 71 0 32 81 92
12690
salvisare
sensecritiq Claim
UX research synthesis. Upload interviews and get themes, findings, and verbatim…
C 60 54 54 42 N/A 20 83 93
12691
noviq-ai
Enables LLMs to interact with the Google Ads API to retrieve account informatio…
C 60 55 60 30 48 81 80
12692
karaage0703
NotionMCP Light Claim 1
A Model Context Protocol server that synchronizes Markdown files with Notion pa…
C 60 55 57 43 54 82 65
12693
marioluciofjr
A Python application that automatically generates different types of mind maps …
C 60 54 60 12 N/A 42 95 90
12694
averagejoeslab
PDF Reader MCP Server Claim 1
An MCP server that provides comprehensive PDF processing capabilities including…
C 60 54 47 27 N/A 32 95 99
12695
ebwinters
Chunky MCP Claim 1
An MCP server that manages chunking and reading of large responses, allowing to…
C 60 54 51 30 N/A 43 92 88
12696
aiteks-ltda
MCP Evolution API Claim 1
A Model Context Protocol server that enables Claude to interact with WhatsApp t…
C 60 66 63 73 0 53 81 91
12697
Chris-June
A Model Context Protocol server that enables role-based context management for …
C 60 55 63 35 24 81 90
12698
redhat-community-ai-tools
A ModelContextProvider server that enables secure querying of Red Hat internal …
C 60 55 54 43 23 81 95
12699
tomekkorbak
oura-mcp-server Claim 2
An MCP server for Oura, an app for tracking sleep
C 60 55 41 38 41 83 100
12700
czirakim
F5 MCP Server Claim 1
A Model Context Protocol server that enables management of F5 devices through n…
C 60 55 53 35 45 81 85
Showing 12651–12700 of 56925 servers
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