MCP Server Quality Scores

Independent quality analysis of 66495 public MCP servers

66495
Discovered
31823
Scored
2112
Verified
16953
Complete

Last updated 7 hours ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12751
a05031113
Enables querying Yahoo Finance data including stock prices, historical data, fi…
C 60 55 60 36 16 81 100
12752
ZohaibCodez
Comprehensive tools for discrete mathematics: logic, algorithms, number theory,…
C 60 54 72 61 N/A 33 92 30
12753
VikasPrajapati1998
A Model Context Protocol server built with FastMCP that provides tools for retr…
C 60 54 39 33 N/A 45 90 99
12754
rhamsagar-sf
Enables semantic search and question-answering over FAQ documents using RAG (Re…
C 60 55 54 51 22 81 88
12755
kukapay
An MCP server for nearby place searches with IP-based location detection.
C 60 55 61 31 42 80 85
12756
BearNetwork-BRNKC
SketchupMCP Claim
Integration that connects Sketchup to Claude AI through the Model Context Proto…
C 60 55 60 31 43 81 87
12757
3351163616
MCP PDF Reader Claim 1
Intelligent PDF processing server that automatically detects PDF types (text or…
C 60 55 60 82 N/A 24 95 23
12758
nmichaud0
Converts Digital Object Identifiers (DOIs) to BibTeX format using the official …
C 60 66 78 58 0 42 81 100
12759
PhialsBasement
Acts as a bridge between AI models and Google's PageSpeed Insights API, enablin…
C 60 66 74 70 0 47 81 90
12760
ceami
Enables exploration and interaction with South Korea's Public Data Portal (Open…
C 60 66 74 70 0 49 81 85
12761
wassima-azzouzi
An interactive travel planning server that integrates flight searching, weather…
C 60 55 66 42 25 77 85
12762
colesmcintosh
NumPy Calculator Claim
A Model Context Protocol (MCP) server that provides mathematical calculations a…
C 60 55 60 30 22 84 100
12763
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
12764
tejpalvirk
Provides tools for managing qualitative research knowledge graphs, enabling str…
C 60 55 76 33 18 81 82
12765
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
12766
Lillard01
chatExcel Claim 1
A Model Context Protocol server for intelligent Excel processing and data analy…
C 60 55 63 28 49 81 79
12767
Alberto-Codes
docvet Claim
Docstring quality vetting for Python -- enrichment, freshness, coverage, and pr…
C 60 66 78 31 0 89 84 91
12768
hifriendbot
ailist-mcp Claim 1
MCP server for AiList — search and discover Ai projects from Claude Code
C 60 64 55 71 0 50 95 93
12769
cegme
This MCP server enables users to interact with and analyze the dair-ai/emotion …
C 60 55 48 30 45 83 99
12770
salvisare
sensecritiq Claim
UX research synthesis. Upload interviews and get themes, findings, and verbatim…
C 60 54 54 42 N/A 20 83 93
12771
script-dragonmkop8t
Provides AI agents with real-time cryptocurrency news and media updates sourced…
C 60 55 42 40 44 80 100
12772
MaPa07
gong-mcp Claim
gong-mcp
C 60 55 84 57 25 81 37
12773
bkoseda
Chess MCP Server Claim
Enables chess gameplay and interaction through MCP protocol. Allows users to pl…
C 60 55 56 82 24 81 44
12774
idcdev
MCP Magic UI Claim 3
A Model Context Protocol server that provides access to Magic UI components, al…
C 60 55 61 82 27 78 36
12775
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
12776
plainday
ManualWorks MCP Claim
Enables keyword searching across ManualWorks documents by combining document an…
C 60 55 56 37 45 83 80
12777
TencentCloudADP-DevRel
An MCP server for managing and publishing 3D files using S3-compatible storage …
C 60 55 57 32 26 81 100
12778
611711Dark
A mathematical computation service that enables users to perform symbolic calcu…
C 60 55 62 25 39 81 94
12779
ramprasadchauhan
Farm OS MCP Server Claim
Enables management and monitoring of farm operations including field and crop t…
C 60 54 54 25 N/A 24 94 100
12780
rvibek
Enables AI agents to generate UNHCR-styled data visualizations including bar, l…
C 60 55 60 50 21 81 82
12781
xcollantes
Jira MCP Claim
Enables control and interaction with Jira through the Jira Command Line interfa…
C 60 66 72 61 0 74 67 96
12782
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
12783
whdghk1907
A Model Context Protocol server providing comprehensive Korean stock market ana…
C 60 55 69 33 34 81 80
12784
HemantaPatil
Provides intelligent access to the USDA nutrition database through AI assistant…
C 60 55 74 28 21 74 94
12785
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
12786
mcp2everything
MCP2Brave Claim 1
A server based on the MCP protocol that uses the Brave API for web search funct…
C 60 55 70 27 35 81 84
12787
marioluciofjr
A Python application that automatically generates different types of mind maps …
C 60 54 60 12 N/A 42 95 90
12788
datalayer
Earthdata MCP Server Claim 1
A Model Context Protocol server that enables efficient discovery and retrieval …
C 60 55 53 40 46 78 85
12789
ChristianChiarulli
A template for deploying secure Model Context Protocol servers to Cloudflare Wo…
C 60 55 54 57 27 81 76
12790
mjucius
mjucius-cozi_mcp Claim
Manage your family's calendars and lists in Cozi. View, create, and update appo…
C 60 66 72 68 0 40 81 97
12791
Jiliar
Enables tracking and analyzing personal expenses stored in CSV files. Supports …
C 60 54 48 33 N/A 32 95 90
12792
NodeGIS
GeoSpatial MCP Server Claim 1
A Model Context Protocol (MCP) based geographic processing server that provides…
C 60 55 48 100 39 83 19
12793
ibproduct
A Model Context Protocol server that reduces token consumption by efficiently c…
C 60 64 81 58 0 20 92 100
12794
glasses666
Enables image analysis and recognition through multiple LLM vision models (Gemi…
C 60 55 66 31 24 81 94
12795
kLabUM
SWMM-MCP Claim 1
An MCP server that provides a toolbox for interacting with EPA SWMM stormwater …
C 60 54 51 30 N/A 24 92 100
12796
strickvl
MCP Beeminder Server Claim 2
An MCP server that provides AI assistants access to the Beeminder API, allowing…
C 60 55 51 42 37 80 92
12797
hunterphillips
sn-mcp Claim
Provides AI assistants with read access to ServiceNow instances to aid in build…
C 60 55 54 38 30 81 97
12798
lisy09
Enables text-to-image generation using Zhipu AI's CogView4 model with support f…
C 60 55 72 35 24 81 81
12799
Steven-Luo
Enables AI-powered business intelligence and data analysis using pandas and LLM…
C 60 55 56 62 21 81 70
12800
121yaseen
Implements a Model Context Protocol server that connects with Zerodha Kite API,…
C 60 55 54 65 21 81 72
Showing 12751–12800 of 66495 servers
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