MCP Server Quality Scores

Independent quality analysis of 48680 public MCP servers

48680
Discovered
29623
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10051
lifestylearb
tokenmonkey Claim
P2P wagering protocol for AI agents on Solana. Coinflip & dice challenges for U…
C 66 54 60 66 N/A 25 74 99
10052
Ceeon
Gemini MCP Claim
Enables image processing and analysis using Google's Gemini 2.5 Flash model. Su…
C 66 55 66 43 57 81 82
10053
king-of-the-grackles
Discourse MCP Claim
Enables AI agents to interact with Discourse forums through search, reading top…
C 66 66 86 75 0 62 80 92
10054
wer8956741
lint-mcp Claim
Enables intelligent Go code quality checking with smart change detection throug…
C 66 54 78 28 N/A 45 95 80
10055
Creo-DRB1008
Logs Cursor AI chat interactions to Notion databases for documentation and know…
C 66 55 78 46 19 81 92
10056
iuill
MCP Grareco Claim 1
A MCP server that creates graphic recordings by converting websites or text inp…
C 66 54 53 58 N/A 39 95 84
10057
varun369
superlocalmemory Claim
Local-first AI memory with knowledge graphs and hybrid search. 17+ AI tools via…
C 66 64 72 65 0 88 95 85
10058
imouiche
MCP server providing 50+ tools for MITRE ATT&CK techniques, groups, and mitigat…
C 66 54 76 31 N/A 29 94 95
10059
jonathan-politzki
Official Substack MCP Server
C 66 55 72 46 22 80 100
10060
lengbone
Enables intelligent image analysis using GLM-4.5V model, specializing in extrac…
C 66 55 72 100 26 81 32
10061
Futuretechaiguy
A Model Context Protocol server that helps users create, validate, manage, and …
C 66 55 81 75 43 81 37
10062
Joseph19820124
Enables Claude Desktop to trigger and interact with Make.com automation scenari…
C 66 55 84 100 25 81 17
10063
MarkLNEO
duckduckgo-mcp-server Claim 1
C 66 54 64 33 N/A 42 92 99
10064
recursechat
An MCP Server Integration with Apple Shortcuts
C 66 54 63 48 N/A 45 77 98
10065
xiaonieli7
A server that provides real-time flight information query capabilities to AI as…
C 66 55 66 53 40 78 91
10066
scofield5658
MCP-NTP Time Service Claim 1
A Model Context Protocol server that provides accurate network time services fo…
C 66 54 57 41 N/A 39 95 97
10067
beekmarks
WASM MCP Server Claim 1
This server enables running a Model Context Protocol in a web browser with func…
C 66 55 78 60 21 77 83
10068
devbrother2024
A boilerplate project for quickly developing Model Context Protocol servers usi…
C 66 54 60 58 N/A 32 94 77
10069
huangzesen
XHelio-SPICE Claim
Spacecraft ephemeris made easy — auto-managed SPICE kernels for heliophysics
C 66 54 60 33 N/A 55 92 92
10070
vinsidious
Whodis MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to check domain name…
C 66 55 51 63 36 82 94
10071
khgs2411
Memvid MCP Server Claim
Enables AI agents to use persistent, file-based memory through Memvid, supporti…
C 66 54 54 60 N/A 32 89 92
10072
xj-bear
Enables querying financial data including stocks, indices, funds, and futures f…
C 66 55 72 46 24 81 98
10073
anupamsharnagat
A Python-based demonstration server showcasing multiple Model Context Protocol …
C 66 55 86 30 22 83 100
10074
bhjo0930
OpenAI MCP Server Claim 1
Enables advanced OpenAI GPT model integration with Claude through 5 specialized…
C 66 55 66 66 21 74 93
10075
mapdevsaikat
Geocode addresses, lookup administrative boundaries, and process DigiPin codes …
C 66 64 86 73 0 60 83 93
10076
phaserjs
Connects LLMs to Phaser Editor v5 to facilitate the management of game scenes, …
C 66 54 56 50 N/A 34 90 97
10077
handsomegentlemen
Enables AI models to access user geolocation information through EdgeOne Pages …
C 66 55 66 37 41 82 100
10078
smogievogie
Enables generation of detailed Chinese Ziwei Doushu (Purple Star) astrological …
C 66 55 54 71 37 81 83
10079
ThinkFar
Provide systematic thinking, mental models, and debugging approaches to enhance…
C 66 55 86 82 25 81 37
10080
jianqiaojia
Enables AI assistants to interact with the WinDbg GUI through the Model Context…
C 66 54 54 62 N/A 29 90 89
10081
lt012071
Enables secure, read-only access to Firebase Firestore collections and Storage …
C 66 55 76 41 46 82 79
10082
Khushi-c-sharma
Enables AI assistants to manage personal expenses through natural conversation,…
C 66 54 76 30 N/A 24 95 96
10083
mateusdata
A TypeScript-based MCP server that enables users to interact with Prometheus me…
C 66 55 66 60 28 80 90
10084
runekaagaard
An email assistant server that connects Claude Desktop to notmuch email databas…
C 66 54 72 28 N/A 41 87 100
10085
onesvat
MCP Beancount Tool Claim
Enables interaction with local Beancount accounting ledgers through structured …
C 66 54 46 65 N/A 24 95 96
10086
cyberchitta
llm-context.py Claim
Share code context with LLMs via MCP or clipboard
C 66 54 66 22 N/A 69 90 89
10087
cornelcroi
Enables AI assistants to calculate French individual income tax and retrieve cu…
C 66 55 78 82 35 81 41
10088
physictim
THSRC MCP Server Claim
Enables real-time Taiwan High Speed Rail (THSRC) information queries including …
C 66 55 54 82 42 81 64
10089
Alec2435
Provides an interactive Python REPL environment that maintains persistent sessi…
C 66 54 86 22 N/A 23 95 93
10090
LeonelGordon
A template for deploying remote Model Context Protocol servers to Cloudflare Wo…
C 66 55 62 72 32 78 76
10091
Parichay-Pothepalli
Provides access to comprehensive financial data including income statements, ba…
C 66 55 60 61 26 81 95
10092
NinjaEde
A Model-Context-Protocol server that provides a read-only interface to ProAlpha…
C 66 55 72 43 39 81 92
10093
saktheeswar
Enables AI agents to query and interact with Azure DevOps data, including work …
C 66 55 60 63 27 81 91
10094
rafael-pina
Polymarket MCP Server Claim 1
Enables AI assistants to query Polymarket prediction markets, accessing real-ti…
C 66 55 60 62 26 82 95
10095
Sunwood-ai-labs
A Model Context Protocol server that allows secure execution of pre-approved co…
C 66 55 69 100 N/A 44 87 17
10096
gchallen
Enables retrieval of health data from Withings smart scales including weight me…
C 66 55 72 75 N/A 22 95 48
10097
baryhuang
A Model Context Protocol server that enables Claude to execute Python code usin…
C 66 55 79 40 42 81 84
10098
SunmaiLee
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 66 54 66 70 N/A 26 95 58
10099
punkpeye
mcp-animal-of-the-day Claim 1
Explore a new amazing animal every single day!
C 66 55 36 87 N/A 45 95 65
10100
securityfortech
secops-mcp Claim
All-in-one security testing toolbox that brings together popular open source to…
C 66 54 76 27 N/A 48 89 86
Showing 10051–10100 of 48680 servers
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