MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29776
Scored
2112
Verified
16952
Complete

Last updated 25 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13401
hollaugo
Analyze stocks with summaries, price targets, and analyst recommendations. Trac…
C 58 66 96 38 0 26 81 100
13402
Redtri-git
Ecomm MCP Server Claim
Enables product search and retrieval from e-commerce APIs, returning markdown-f…
C 58 55 54 62 19 81 66
13403
Stevekaplanai
Intelligently optimizes and enhances user prompts before execution using patter…
C 58 66 78 67 0 26 81 87
13404
Gorav22
An MCP server that executes Manim Python scripts to generate and return rendere…
C 58 54 49 25 N/A 36 95 83
13405
emi-dm
PubMed MCP Server Claim
Enables searching and retrieving detailed information from PubMed articles usin…
C 58 55 60 30 26 81 90
13406
ctvidic
Strava MCP Server Claim 2
A Model Context Protocol server that enables language models to interact with S…
C 58 55 45 43 31 78 92
13407
Kyure-A
mcp-booth Claim
Booth.pm
C 58 55 38 82 N/A 35 95 34
13408
burningion
Geoapify MCP Server Claim 1
Converts addresses to GPS coordinates and creates map visualizations using the …
C 58 55 60 32 19 81 92
13409
cuongpham2107
Word MCP Server Claim
A Python application that allows creating and editing Microsoft Word (.docx) do…
C 58 54 54 31 N/A 18 95 84
13410
bjesus
Begagnad MCP Claim
Enables AI agents to search and retrieve listings from Sweden's largest second-…
C 58 66 78 58 0 24 81 100
13411
Luis-CJr
A Model Context Protocol server that provides a variety of jokes and humorous c…
C 58 55 45 17 55 83 100
13412
Juan-Andres-Motta
Enables scheduling and managing appointments through a PostgreSQL database, all…
C 58 55 48 33 25 81 100
13413
clipsense
Enables AI-powered analysis of mobile app bug videos through screen recordings.…
C 58 66 90 56 0 26 81 90
13414
soundrolling
Enables management of companies, contacts, and related CRM data through the Med…
C 58 66 72 73 0 23 81 90
13415
bandageok
A unified local API gateway providing caching, rate limiting, and full Model Co…
C 58 55 94 27 25 81 47
13416
a-ddollar-cs
An educational example demonstrating how to build MCP servers in Python using F…
C 58 54 48 22 N/A 29 95 98
13417
yvain13
Enables interaction with ServiceNow CMDB tables through a Model Context Protoco…
C 58 54 56 33 N/A 16 95 85
13418
arrrggghhh
Enables AI assistants to fetch and analyze transcripts from YouTube videos usin…
C 58 55 60 25 23 84 94
13419
foundry-works
foundry-mcp Claim
Turn AI coding assistants into reliable software engineers with structured spec…
C 58 55 72 23 N/A 72 81 46
13420
fencith
Provides AI assistants with access to the OpenViking knowledge base for semanti…
C 58 54 58 31 N/A 25 90 82
13421
zlatanpham
Anki MCP Server Claim
Enables AI assistants to manage Anki flashcard decks and cards through natural …
C 58 66 66 66 0 55 81 87
13422
leonwgc
Ant Design MCP Server Claim 1
Provides access to Ant Design component library documentation and information f…
C 58 66 80 50 0 37 84 98
13423
debabhinav1-hub
Enables automatic generation of test scenarios from user stories uploaded to Cl…
C 58 54 50 32 N/A 24 95 87
13424
mkamranr
A demonstration MCP server that provides basic utility tools including hello wo…
C 58 55 54 20 36 81 100
13425
mrchris2000
Enables work item management in DevOps Plan systems, allowing users to create, …
C 58 66 60 68 0 53 76 99
13426
uneco
Git Polite Claim
Enables AI agents to intelligently organize Git changes into clean, focused com…
C 58 55 54 15 56 81 89
13427
joeyheath65
A customizable, production-ready template for building Model Context Protocol s…
C 58 55 60 33 22 81 90
13428
Ayesha0300
MCP server that fetches LinkedIn profile information using the Fresh LinkedIn P…
C 58 55 48 37 23 81 100
13429
Jsgordon420365
Google Sheets MCP Claim 1
An MCP server that enables AI agents to read, create, and modify Google Spreads…
C 58 66 63 60 0 48 81 100
13430
Believe-SA
DataDog MCP Server Claim
Enables AI assistants to interact with DataDog's observability platform through…
C 58 55 70 42 38 81 52
13431
MBratkowski
Koleo MCP Server Claim 1
An MCP server that provides access to the Koleo API for Polish train timetables…
C 58 55 45 42 30 80 93
13432
derikfernandes
Enables access to Brazil's Central Bank (BCB) Open Data API for payment methods…
C 58 66 84 47 0 44 81 90
13433
mix0z
Enables AI agents to perform semantic search over codebases by converting natur…
C 58 55 66 82 21 77 29
13434
M-H-Amini
Enables read-only interaction with Overleaf LaTeX projects through compatible c…
C 58 55 50 30 26 81 100
13435
eduresser
sqlite-mcp Claim 1
An MCP server that enables AI agents to interact with SQLite databases by query…
C 58 55 61 0 64 76 96
13436
SupenBysz
Gitea MCP Tool Claim 1
Enables AI assistants to interact with Gitea repositories through intelligent t…
C 58 66 78 55 0 51 82 83
13437
JoseGarayar
Enables AI assistants to manage employee data through a REST API with full CRUD…
C 58 54 48 25 N/A 24 95 94
13438
serenichron
Enables interaction with the Procesio automation platform to list, view, and ma…
C 58 66 80 50 0 39 81 100
13439
neeraj-somani
Enables web search capabilities through the Tavily API, allowing users to perfo…
C 58 55 60 30 26 81 89
13440
peterj
An MCP server that enables Git repository operations and GitHub PR workflows, a…
C 58 55 55 36 23 81 91
13441
Rish-it
NotesY Claim
A Claude MCP integration that allows seamless interaction with Apple Notes thro…
C 58 55 54 82 N/A 20 95 23
13442
chrishayuk
MCP Time Server Claim 1
A Python microservice that provides utilities for retrieving current times and …
C 58 55 54 74 46 82 27
13443
whobcode
Provides a secure interface for AI assistants to interact with penetration test…
C 58 54 60 31 N/A 21 95 78
13444
ShresthaAnkit
MCP Server Claim
Integrate your applications with real-world data and tools seamlessly. Access f…
C 58 54 36 35 N/A 24 95 98
13445
theonlypal
Voice Loop MCP Claim
Enables hands-free voice conversations with Claude using real-time speech recog…
C 58 54 54 23 N/A 24 95 88
13446 C 58 64 78 45 0 48 88 88
13447
xjxjin
A database query service that enables users to search and retrieve data from Po…
C 58 55 54 47 22 80 82
13448
leewnsdud
Garmin Connect MCP Claim 1
A Model Context Protocol server that integrates Garmin Connect data with LLMs t…
C 58 55 39 46 27 82 98
13449
didlawowo
datadog Claim
provide access to monitor and cluster logs from datadog
C 58 55 54 43 28 78 81
13450
alperenkocyigit
Enables analysis of academic author networks and research collaborations by ret…
C 58 55 64 26 19 81 95
Showing 13401–13450 of 54421 servers
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