MCP Server Quality Scores

Independent quality analysis of 48148 public MCP servers

48148
Discovered
29622
Scored
2112
Verified
16952
Complete

Last updated 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22601
CDataSoftware
IBM DB2 MCP Server by CData
C 64 33 58 N/A N/A 34 95
22602
shlomico-tr
Provides Model Context Protocol tools for interacting with eToro's public API e…
C 64 44 72 70 19 80
22603
rkirkendall
A Model Context Protocol server that enables natural language commands to manag…
C 64 44 63 61 45 81
22604
vidal-renao
Enterprise-grade AI-powered helpdesk MCP server for Swiss SMEs, enabling autono…
C 64 33 54 N/A N/A 40 95
22605
CDataSoftware
Apache CouchDB MCP Server by CData
C 64 33 58 N/A N/A 34 95
22606
datalabs89
Tableau MCP Server Claim
Enables AI applications to integrate with Tableau through developer primitives …
C 64 44 48 71 59 81
22607
CDataSoftware
Amazon S3 MCP Server by CData
C 64 33 58 N/A N/A 34 95
22608
jghiringhelli
codeseeker Claim
Graph-powered code intelligence with semantic search and knowledge graph for AI…
C 64 43 64 33 N/A 72 90
22609
uscensusbureau
The U.S. Census Bureau Data API MCP connects AI Assistants with official Census…
C 64 43 64 40 N/A 61 92
22610
CDataSoftware
This read-only MCP Server allows you to connect to SuiteCRM data from Claude De…
C 64 33 58 N/A N/A 33 95
22611
yangfch3
A Unity Editor plugin that exposes Unity Editor capabilities to external AI age…
C 64 33 48 N/A N/A 51 95
22612
DocMinus
DECIMER MCP Server Claim 1
MCP server for DECIMER image-to-SMILES chemical structure recognition
C 64 33 45 N/A N/A 53 95
22613
mcp-wp
ai-command Claim
Control WordPress using WP-CLI, AI, and MCP.
C 64 33 50 N/A N/A 48 95
22614
eterdis
11 open strategy frameworks as AI-guided prompts for any MCP client.
C 64 33 60 N/A N/A 29 95
22615
dcSpark
MCP Helius Claim 1
A Model Context Protocol server that provides Claude with comprehensive access …
C 64 44 69 46 64 76
22616
whichguy
Bridges AI assistants with Google Apps Script to enable automated building, man…
C 64 43 60 41 N/A 62 95
22617
JerryZhongJ
Memory MCP Claim
Provides project memory management for Claude Desktop, storing memories as Mark…
C 64 43 76 33 N/A 45 95
22618
microsoft
mcp-gateway Claim
MCP Gateway is a reverse proxy and management layer for MCP servers, enabling s…
C 64 43 64 53 N/A 57 80
22619
andrijdavid
vinted-mcp Claim 4
MCP Server for Vinted that allows to search items, compare prices, and analyze …
C 64 33 71 N/A N/A 50 67
22620
theYahia
yandex-metrika-mcp Claim 1
MCP server for Yandex Metrika — web analytics, counters, goals, traffic (Russia)
C 64 33 51 N/A N/A 62 83
22621
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 33 58 N/A N/A 33 95
22622
CDataSoftware
HDFS MCP Server by CData
C 64 33 58 N/A N/A 34 95
22623
CDataSoftware
Google AdWords MCP Server by CData
C 64 33 58 N/A N/A 34 95
22624
rohith1125
AI-controlled algorithmic trading engine exposing 40 MCP tools across 9 namespa…
C 64 33 60 N/A N/A 31 95
22625
SynkraAI
MCP Ecosystem: Docker MCP Toolkit, IDE Configs & Presets for AIOS
C 64 33 54 N/A N/A 40 95
22626
t4dhg
MCP FactorialHR Claim
A comprehensive MCP server that provides AI assistants with full access to Fact…
C 64 43 64 46 64 83
22627
CDataSoftware
This read-only MCP Server allows you to connect to RSS data from Claude Desktop…
C 64 33 58 N/A N/A 33 95
22628
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 33 58 N/A N/A 33 95
22629
vespo92
Provides AI assistants with complete access to the Mindbody API for fitness and…
C 64 44 64 31 85 81
22630
jdh747
Todoist MCP Claim
Connects LLMs to Todoist for comprehensive task and project management, enablin…
C 64 44 68 60 42 81
22631
theYahia
planfix-mcp Claim 1
MCP server for Planfix API enabling task, project, contact, and comment managem…
C 64 33 55 53 83
22632
muvon
mcp-binance-futures Claim 1
MCP server for Binance USDT-M Futures trading — exposes tools for market data, …
C 64 44 53 72 48 81
22633
pictify-io
Enables AI assistants to programmatically generate images, GIFs, and PDFs from …
C 64 44 60 77 30 81
22634
electrocucaracha
MCP OpenAPI Proxy Claim
A tool that accelerates MCP protocol adoption by automatically generating MCP-c…
C 64 44 86 45 30 81
22635
ljdigital
Gives any MCP-compatible AI agent instant access to the Australian Business Reg…
C 64 33 64 39 83
22636
CDataSoftware
Apache Hbase MCP Server by CData
C 64 33 58 N/A N/A 34 95
22637
dunialabs
Peta Core Claim
A production-ready MCP gateway and control plane that provides credential vault…
C 64 43 54 46 64 95
22638
zerocore-ai
microsandbox Claim
microsandbox
C 64 44 56 41 83 82
22639
CDataSoftware
This read-only MCP Server allows you to connect to YouTube Analytics data from …
C 64 33 58 N/A N/A 33 95
22640
CDataSoftware
Neo4J MCP Server by CData
C 64 33 58 N/A N/A 34 95
22641
V-Sekai-fire
Solve symbolic mathematics problems using SymPy.
C 64 33 54 N/A N/A 39 95
22642
aliengiraffe
spotdb Claim
Ephemeral data sandbox for AI workflows with guardrails and security
C 64 43 64 41 N/A 74 81
22643
Cranot
roam-code Claim
Provides local codebase intelligence as an MCP server, enabling AI agents to qu…
C 64 43 60 25 N/A 80 95
22644
neurondb
neurondb Claim
PostgreSQL extension for vector search, embeddings, and ML, plus NeuronAgent ru…
C 64 43 64 36 N/A 62 95 C
22645
ancrz
Penpot MCP Server Claim
Enables AI agents to programmatically access self-hosted Penpot instances to re…
C 64 44 72 63 45 71
22646
slamer59
Educational Python refactoring assistant that provides guided suggestions for A…
C 64 44 72 28 67 86
22647
Swartdraak
Docker MCP Server Claim 2
An MCP server that enables AI assistants to manage Docker containers, images, n…
C 64 43 63 50 N/A 60 84
22648
yonaka15
A Model Context Protocol server for interacting with Redmine using its REST API…
C 64 44 71 51 47 81
22649
allthatjazzleo
A server that provides tools for interacting with MantraChain blockchain throug…
C 64 44 66 60 44 81
22650
ampcome-mcps
MCP Linear Claim 1
A Model Context Protocol server that enables AI assistants to interact with Lin…
C 64 44 63 63 47 81
Showing 22601–22650 of 48148 servers
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