MCP Server Quality Scores

Independent quality analysis of 57580 public MCP servers

57580
Discovered
29834
Scored
2112
Verified
16953
Complete

Last updated 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10401
RafaelCartenet
Model Context Protocol (MCP) server for Databricks that empowers AI agents to a…
C 65 55 76 23 N/A 52 81 92
10402
dawnslab
jebmcp Claim
C 65 54 66 40 N/A 24 95 95
10403
pkgxdev
pkgx MCP Claim 1
A Model Context Protocol server that allows AI to run any Open Source tool via …
C 65 54 47 56 N/A 32 95 90
10404
putchom
v0 MCP Server Claim
Enables generating web application prototypes from natural language requirement…
C 65 55 84 66 21 81 54
10405
BACH-AI-Tools
Calculator MCP Claim
Provides mathematical computation capabilities including basic arithmetic opera…
C 65 55 80 36 27 81 91
10406
grafana
Grafana UI MCP Server Claim
Provides AI assistants with comprehensive access to Grafana's React component l…
C 65 66 90 76 0 59 76 91
10407
hasmcp
hasmcp-ce Claim
HasMCP Community Edition
C 65 54 92 43 N/A 50 90 41
10408
hwillGIT
OneNote MCP Server Claim 1
An MCP server that enables AI assistants to programmatically browse and interac…
C 65 55 75 38 21 81 100
10409
nikhil-grayscale
Enables searching the National Library Board Singapore catalogue by title, auth…
C 65 55 68 42 40 81 92
10410
ravikant1918
Upstox MCP Server Claim 1
A MCP server exposing Upstox market, technical, and account data as MCP tools f…
C 65 55 57 43 N/A 61 80 88
10411
SheshuGit
Provides secure, read-only access to a PostgreSQL Hospital Management System th…
C 65 54 60 43 N/A 26 95 97
10412
PovedaAqui
Auto-Snap MCP Claim
A server that automates screenshot capture and document processing, allowing us…
C 65 54 60 33 N/A 41 95 96
10413
shbaek2474
A starter template designed to jumpstart the development of Model Context Proto…
C 65 54 66 63 N/A 27 95 63
10414
chirag127
Provides systematic thinking tools including mental models, design patterns, de…
C 65 55 78 82 31 81 34
10415
laxmimerit
Provides access to real-time stock prices, financial statements, news, and opti…
C 65 55 68 26 59 80 97
10416
Traia-IO
A standardized MCP server designed for testing integration with the Des MCP Ser…
C 65 55 72 43 27 80 98
10417
petekmet
MCP Datastore Server Claim 2
An MCP server that enables interaction with Google Firestore in Datastore mode …
C 65 55 71 55 24 76 89
10418
alexandru2882
Enables fetching visible text content and extracting all links from web pages t…
C 65 55 66 82 N/A 18 95 45
10419
creating-cat
Utilizes the Google Gemini API to generate context-specific categories and dive…
C 65 55 66 67 62 81 43
10420
sandraschi
Provides comprehensive monitoring and observability for MCP server ecosystems w…
C 65 55 60 62 26 81 87
10421
jameslovespancakes
MokuPDF Claim
Enables AI applications to read and process PDF files with intelligent file sea…
C 65 54 62 38 N/A 42 90 92
10422
accelizero
Provides stock market data and computes technical indicators like EMA, MACD, an…
C 65 55 72 61 19 82 79
10423
sapientpants
DeepSource MCP Server Claim 1
A Model Context Protocol server that integrates with DeepSource to provide AI a…
C 65 55 81 41 79 84 40
10424
abel9851
mcp-server-mariadb Claim 1
An mcp server that provides read-only access to MariaDB.
C 65 54 61 27 N/A 58 90 91
10425
hemangbhavasar
Enables LLMs to interact with Oracle Databases by providing specific table and …
C 65 55 84 28 41 71 98
10426
RenzoReccio
A demonstration implementation of Model Context Protocol (MCP) using NestJS fra…
C 65 55 80 52 21 81 80
10427
snippetWizard
Converts plain text scripts into structured storyboards with shot breakdowns us…
C 65 55 60 57 42 81 79
10428
matchs
Enables AI assistants to interact with Terraform Cloud workspaces and runs, inc…
C 65 55 66 100 24 81 38
10429
isaacgounton
A Model Context Protocol server that integrates with Brave Search API to provid…
C 65 55 57 66 23 81 88
10430
qiao-925
Enables AI agents to recognize and extract text from images using PaddleOCR, su…
C 65 55 72 70 N/A 32 95 44
10431
HgDeveloper13
Enables interaction with Google Sheets, Docs, and Drive to manage spreadsheets,…
C 65 55 68 38 40 80 99
10432
z4656207
Enables interaction with Mowen Notes to create, edit, and manage rich text cont…
C 65 55 66 46 64 81 70
10433
yuki777
MySQL MCP Server Claim 1
A tool that connects to local MySQL databases and enables large language models…
C 65 54 72 58 N/A 32 90 62
10434
seansoreilly
ABS MCP Server Claim 3
An MCP server that provides AI assistants with access to Australian Bureau of S…
C 65 55 71 58 18 82 85
10435
joepangallo
cloud-agent Claim
AI software engineer — writes code, opens PRs, reviews code, generates tests, a…
C 65 66 94 78 0 57 72 89
10436
functicons
A backend service that provides accurate arithmetic calculation capabilities to…
C 65 55 66 43 34 81 96
10437
non-dirty
IMAP MCP Server Claim 2
A Model Context Protocol server that enables AI assistants to access and manage…
C 65 55 69 43 35 81 94
10438
burnshall-ui
SovietRepublic-MCP Claim 2
An MCP server that exposes live game data from Workers & Resources: Soviet Repu…
C 65 54 75 31 N/A 27 90 95
10439
yesdevcn
YesDev MCP Server Claim
Automatically logs developer work hours and manages tasks, projects, requiremen…
C 65 55 68 100 25 81 35
10440
tamago-labs
XRPL MCP Claim
Enables interaction with XRP Ledger blockchain for managing wallets, creating a…
C 65 55 54 68 28 76 95
10441
octave-commons
A unified MCP server with composable tools for GitHub operations, file manageme…
C 65 55 90 43 30 81 70
10442
appricos
mcp-pushinator Claim
Pushinator MCP lets you send push notifications to your devices from your LLM-p…
C 65 55 54 62 41 76 91
10443
SimonUTD
AI Cognitive Nexus Claim
Enables dynamic creation and orchestration of hierarchical AI agent teams with …
C 65 55 66 61 24 81 81
10444
yaoxiaolinglong
A Model Context Protocol server that enables AI models to interact with both My…
C 65 55 63 82 46 81 46
10445
hydavinci
Formula 1 Schedule Claim
Provide up-to-date and historical Formula 1 race schedules for any specified ye…
C 65 54 60 32 N/A 44 92 100
10446
shiguri-01
Fusion MCP Claim 1
A Model Context Protocol server that connects LLMs with Autodesk Fusion, enabli…
C 65 54 59 36 N/A 42 95 93
10447
sakebomb
Early MCP Claim
Integrates with the EARLY (Timeular v4) API to manage activities, track time, a…
C 65 55 68 38 30 82 100
10448
peijun1700
Bluemouse Claim
Advanced AI Code Quality Gate
C 65 55 78 26 N/A 72 74 81
10449
burnssa
Afterpaths Claim
Session memory for AI coding agents. Search past sessions, extract rules, and t…
C 65 54 66 52 N/A 31 77 92
10450
TitanmindAGI
A WhatsApp marketing and messaging service that handles both free-form messages…
C 65 55 72 42 44 81 84
Showing 10401–10450 of 57580 servers
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