MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 18 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7051
datdeboer
A production-ready MCP server that enables safe, read-only SQL SELECT queries a…
B 71 55 78 61 27 81 96
7052
oeo
Enables crawling and extracting clean content from documentation websites with …
B 71 55 90 56 23 80 92
7053
ongjin
K8s Doctor MCP Claim 1
AI-powered Kubernetes diagnostics that analyzes pod crashes, logs, and cluster …
B 71 55 66 61 49 82 96
7054
AlanTaranti
Enables AI assistants to search Slack messages and channels using the Slack Web…
B 71 55 84 60 32 81 87
7055
ramuzes
A Model Context Protocol server that connects AI agents to Apache Jena, enablin…
B 71 55 71 66 40 76 95
7056
onebirdrocks
ebook-mcp Claim 1
Enables natural language interaction with e-books, extracting metadata, table o…
B 71 54 69 31 N/A 62 95 99
7057
angrysky56
Enables AI assistants to use Neo4j knowledge graphs and Qdrant vector databases…
B 71 55 90 31 49 80 100
7058
michalnaka
A Model Context Protocol server that enables downloading and parsing Substack p…
B 71 55 75 100 N/A 22 95 45
7059
kentaroajisaka
labor-law-mcp Claim
Provides access to Japanese labor and social insurance laws and administrative …
B 71 54 60 65 55 94 77
7060
IvanRublev
keyphrases-mcp Claim 1
An MCP server to extract keyphrases from a text with the BERT model
B 71 54 53 63 N/A 56 95 91
7061
realugbun
AgentExecMPC Claim
A FastMCP server that enables AI agents to safely execute shell commands, run c…
B 71 55 78 67 27 81 91
7062
twolven
Puppeteer MCP Server Claim 2
A Model Context Protocol server that provides browser automation capabilities u…
B 71 54 75 56 N/A 36 82 100
7063
CoderGamester
mcp-unity Claim 1
MCP Server for Unity3d Game Engine integration for game development
B 71 54 73 33 N/A 69 95 87
7064
praveenc
MCP Server Builder Claim
Provides searchable access to official MCP protocol specification and FastMCP f…
B 71 55 60 60 65 81 92
7065
MCPJam
A production-ready template for building MCP servers on Cloudflare Workers that…
B 71 55 78 58 32 81 98
7066
rezo8
Enables searching and retrieving Datadog logs through the Model Context Protoco…
B 71 55 84 68 27 74 87
7067
988664li-star
Enables web search through DuckDuckGo and webpage content fetching with intelli…
B 71 55 56 82 43 81 90
7068
tcsenpai
Transforms any documentation website (GitBook, Vercel docs, Next.js sites, etc.…
B 71 55 94 36 44 81 95
7069
AkM-2018
Enables querying Amazon Neptune databases and analytics graphs using openCypher…
B 71 55 66 82 44 82 75
7070
mansurjisan
GFS-Wave (WAVEWATCH III) forecasts and NDBC buoy wave observations
B 71 54 80 32 N/A 54 92 95
7071
packetracer
Enables comprehensive management of Palo Alto Networks firewalls through a modu…
B 71 55 78 68 26 81 89
7072
funsjanssen
Faker MCP Server Claim
Generates realistic mock data using Faker.js for database seeding, API testing,…
B 71 55 90 82 50 81 38
7073
akalaric
MCP_WolframAlpha Claim
MCP\_WolframAlpha
B 71 55 72 50 57 81 97
7074
AI-Hub-Admin
Converts various document formats to desired output formats, currently supporti…
B 71 66 90 46 82 24 81 90
7075
yasg1988
MCP Rosreestr Claim
Enables retrieval of Russian real estate cadastral data including coordinates, …
B 71 55 84 63 39 81 75
7076
howiehuang220-star
Enables AI assistants to deploy and manage static websites directly through Edg…
B 71 55 88 56 27 82 91
7077
Activi-AI
A central knowledge hub that connects AI tools to a unified 'Master Brain' with…
B 71 55 78 60 33 80 96
7078
whataboutyou-ai
mcp-eunomia Claim 1
Eunomia MCP Server is an extension of the Eunomiaframework that connects Eunomi…
B 71 54 66 56 N/A 41 95 94
7079
TykTechnologies
A tool that creates MCP (Model Context Protocol) servers from OpenAPI/Swagger s…
B 71 55 92 82 64 81 23
7080
sungmin-koo-ai
Enables Claude Desktop users to generate and edit high-quality images using Goo…
B 71 54 62 46 N/A 53 95 99
7081
tannertm0
Enables AI assistants to connect with Freshservice ITSM for managing tickets, a…
B 71 55 76 63 35 80 90
7082
johnjjung
Vitally MCP Server Claim 1
An MCP server that provides access to Vitally customer data, allowing users to …
B 71 55 69 66 36 76 100
7083
focus-digital
Indexes the locally-installed @trussworks/react-uswds package and helps code as…
B 71 54 74 58 N/A 27 95 90
7084
adexltd
MCP Google Suite Claim 3
A Model Context Protocol server that provides seamless integration with Google …
B 71 55 63 100 62 82 40
7085
patch-ridermg48
Provides advanced cryptocurrency and stock market analysis using TradingView da…
B 71 55 54 82 49 81 87
7086
vvarp
openapi-slice-mcp Claim
B 71 54 66 38 N/A 64 92 98
7087
goswamig
Fetch MCP Server Claim 1
Provides functionality to fetch web content in various formats, including HTML,…
B 71 55 90 47 23 81 100
7088
OnePieceLwc
CodeMind MCP Claim
Enables users to manage GitCode repositories and automatically generate mind ma…
B 71 55 78 72 42 80 71
7089
gharshit
Enables AI assistants to safely interact with PostgreSQL databases through read…
B 71 55 72 52 47 81 100
7090
flutterninja9
Better Fetch Claim 1
A Model Context Protocol server that intelligently fetches and processes web co…
B 71 55 63 100 50 81 52
7091
laodev1
Perplexity MCP Server Claim 1
A Node.js implementation that enables Claude to interact with Perplexity AI's l…
B 71 55 90 61 19 81 88
7092
hugohow
mcp-audio-analysis Claim
MCP to analyse local audio file.
B 71 54 76 47 N/A 49 90 89
7093
neosun100
notebookLM2PPT Claim
Enables AI models to convert NotebookLM PDF exports into high-quality PowerPoin…
B 71 55 72 57 47 81 93
7094
NakiriYuuzu
MSSQL MCP Server Claim
Enables interaction with Microsoft SQL Server databases through a Model Context…
B 71 55 60 62 70 81 88
7095
marlinkcyber
Enables DNS and email security analysis through passive and active scanning cap…
B 71 55 66 82 21 81 94
7096
N3uraX
Tafa MCP Server Claim
A production-ready Model Context Protocol server that provides comprehensive fi…
B 71 54 54 65 N/A 41 95 99
7097
greatSumini
Puppeteer Swarm MCP Claim 1
Enables browser automation with concurrent tab pool management using Puppeteer.…
B 71 55 78 100 N/A 54 95 13
7098
evangstav
Memory MCP Server Claim 1
Provides knowledge graph functionality for managing entities, relations, and ob…
B 71 55 60 62 54 82 96
7099
terryso
mcp-pinterest Claim
A Pinterest Model Context Protocol (MCP) server for image search and informatio…
B 71 55 84 83 66 81 32
7100
git-scarrow
Oracle MCP Server Claim
Provides flexible access to Oracle databases for AI assistants like Claude, sup…
B 71 55 96 75 39 81 49
Showing 7051–7100 of 67197 servers
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