MCP Server Quality Scores

Independent quality analysis of 45732 public MCP servers

45732
Discovered
29507
Scored
2112
Verified
16952
Complete

Last updated 2 hours, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3951
TrueBad0ur
A self-contained, dependency-free MCP server that provides utility tools for ti…
B 75 55 78 72 42 74 100
3952
CodeHalwell
n8n MCP Server Claim
Enables creation, management, and execution of n8n workflows through a secure H…
B 75 55 86 68 38 80 91
3953
stefanoverna
Basecamp MCP Server Claim 1
Enables LLMs to interact with Basecamp projects, managing messages, todos, comm…
B 75 55 78 72 52 80 86
3954
yangjeep
Provides implementation guidance, code validation, and troubleshooting tools fo…
B 75 55 92 60 29 82 98
3955
translated
lara-mcp Claim 1
MCP Server for Lara Translate API, enabling powerful translation capabilities w…
B 75 55 57 73 64 87 99
3956
burtthecoder
Shodan Server Claim 1
A Model Context Protocol server for querying the Shodan API and Shodan CVEDB, p…
B 75 54 73 53 N/A 61 95 93
3957
pickstar-2002
Enables automated grading of student homework images using Qwen3-VL multimodal …
B 75 55 80 72 47 81 88
3958
KonMam
s3-mcp Claim
A Model Context Protocol (MCP) server for AWS S3 integration using FastMCP and …
B 75 55 54 82 N/A 43 95 99
3959
tuannvm
A Model Context Protocol (MCP) server for Apache Kafka implemented in Go, lever…
B 75 54 84 38 N/A 62 95 95
3960
Gcluowenqiang
Mysql-mcp Claim
A specialized MySQL MCP server for Cursor that enables users to query table str…
B 75 55 84 58 48 81 96
3961
ljy9303
MapleStory MCP Server Claim 1
Provides structured access to Nexon's MapleStory Open API, allowing users to qu…
B 75 55 80 71 28 83 100
3962
any4ai
Enables web scraping and crawling capabilities for LLM clients, supporting sing…
B 75 55 69 86 38 81 91
3963
Alfanous-team
Search and explore the Holy Qur'an with Arabic text, transliteration, and advan…
B 75 54 94 25 N/A 82 94 84
3964
shifusen329
n8n-mcp Claim
A Python-based MCP server adapted from the n8n_agent project that implements a …
B 75 54 84 66 N/A 21 95 97
3965
btn0s
Granola MCP Server Claim 1
Provides access to Granola notes, meeting transcripts, calendar events, and doc…
B 75 54 78 67 N/A 28 89 100
3966
mochow13
Enable seamless integration of Ticketmaster data and services into your applica…
B 75 54 96 68 N/A 12 87 91
3967
Vivek-k3
Models PLUS Claim
Provides comprehensive AI model metadata through MCP, enabling search and filte…
B 75 55 84 60 49 80 95
3968
danielenricocahall
Lorcana MCP Claim 1
MCP server for searching, exploring, and aggregating Disney Lorcana cards.
B 75 44 53 N/A N/A 55 95 96
3969
markolive1501
Provides tools to monitor host system health including CPU load, disk usage, an…
B 75 54 94 56 N/A 27 87 99
3970
StevenFengLi
tavily-mcp Claim
tavily-mcp
B 75 55 84 70 42 81 90
3971
HayoDev
Safari DevTools MCP Claim 2
MCP server for Safari DevTools — browser debugging and automation for AI coding…
B 75 44 57 N/A N/A 79 95 75
3972
BatchLion
Enables text-to-speech conversion with smart language detection (using Google T…
B 75 54 96 38 N/A 44 92 98
3973
noahjohannessen
Canvas MCP Claim
Enables AI agents to interact with Canvas LMS and Gradescope, allowing users to…
B 75 55 76 68 45 81 97
3974
QuartzUnit
Docpick Claim
Schema-driven document extraction with local OCR + LLM. Document in, Structured…
B 75 54 72 55 N/A 63 90 96
3975
shibayu36
MCP server specialized in retrieving information from Slack messages and threads
B 75 54 66 51 N/A 79 95 91
3976
gnokit
Provides current local datetime information with timezone support. Serves as a …
B 75 54 90 58 N/A 18 95 100
3977
moneyflowz367
Enables users to manage affiliate marketing directly within Claude by connectin…
B 75 55 76 71 35 83 100
3978
jgordini
Provides AI assistants with access to University of Alabama at Birmingham's Res…
B 75 55 72 71 50 81 97
3979
brunoprela
QuestDB MCP Server Claim
Enables AI assistants to interact with QuestDB time-series databases through to…
B 75 55 78 100 43 81 59
3980
gqy20
genome-mcp Claim 1
Intelligent Genomic Data Server Provides high-quality gene information queries,…
B 75 55 72 82 71 81 68
3981
RossH121
An MCP server that enables Claude to perform web searches using Perplexity's AP…
B 75 55 85 63 49 81 91
3982
kuroko1t
webclaw Claim
A WebMCP-native browser agent that runs inside your real Chrome — control it fr…
B 75 54 90 25 N/A 78 95 89
3983
vzeman
Odoo MCP Server Claim 2
A Model Context Protocol server that enables AI assistants to interact with Odo…
B 75 55 75 70 45 80 97
3984
splinesreticulating
Icecast MCP Server Claim
Analyzes and optimizes Icecast streaming server configurations with automated s…
B 75 55 78 58 62 81 94
3985
anthony-maio
Cartograph Claim
Repo analysis for coding agents with ranked files, dependency maps, and task-sc…
B 75 54 60 57 N/A 81 90 96
3986
BAS-More
total-recall Claim
Persistent, verified, cross-session memory for AI agents. 26 tools. SQLite + sy…
B 75 44 53 N/A N/A 59 95 96
3987
fkom13
mcp-sftp-orchestrator Claim 1
Serveur MCP pour l'orchestration de tâches distantes (SSH/SFTP) avec une file d…
B 75 54 78 71 N/A 41 90 85
3988
sammyl720
A TypeScript-based MCP server that generates images using OpenAI's dall-e-3 mod…
B 75 55 94 66 19 80 100
3989
niondigital
MoCo MCP Server Claim
Provides a Model Context Protocol interface to MoCo time tracking and project m…
B 75 55 78 83 43 81 78
3990
negokaz
Excel MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to read from and wri…
B 75 55 57 75 72 80 97
3991
gremlin
Enables interaction with Gremlin's reliability management APIs to monitor servi…
B 75 55 78 71 47 81 90
3992
bablulawrence
Enables AI agents to interact with Microsoft Fabric by exposing tools for manag…
B 75 55 66 82 39 81 99
3993
dagba
An MCP server that provides comprehensive tools for managing iOS simulators, in…
B 75 54 69 62 N/A 50 92 99
3994
X3r0K
This is a Model Context Protocol (MCP) server that provides access to the Shoda…
B 75 55 94 65 21 81 100
3995
Positronic-AI
MCP Dynamic Tools Claim
A dynamic MCP server that automatically discovers Python files in a directory a…
B 75 54 84 58 N/A 37 95 90
3996
thypon
Enables semantic search through markdown documentation in code repositories usi…
B 75 54 90 60 N/A 21 95 94
3997
imdinu
apple-mail-mcp Claim
Fast MCP server for Apple Mail — 87x faster email fetching via batch JXA and FT…
B 75 54 82 32 N/A 80 87 100
3998
dbsectrainer
Universal data connector for CSV, Postgres, and REST APIs via DuckDB
B 75 44 63 N/A N/A 62 83 92
3999
rchanllc
joltsms-mcp-server Claim 1
Provision dedicated real-SIM US phone numbers, receive inbound SMS, poll for me…
B 75 54 72 72 69 83 76
4000
kylestratis
Enables creating and managing Spotify playlists using natural language with adv…
B 75 55 86 71 41 81 86
Showing 3951–4000 of 45732 servers
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