MCP Server Quality Scores

Independent quality analysis of 69236 public MCP servers

69236
Discovered
→
33926
Scored
→
2112
Verified
→
16953
Complete

Last updated 31 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46551
ArturSkowronski
minipainter Claim
Local-first miniature-paint inventory and cross-brand color matching for AI age…
— ○ ⏳ — N/A N/A — — —
46552
Syncause
Enables AI agents to query runtime debugging facts (stack traces, logs, functio…
— ○ ⏳ — N/A N/A — — —
46553
AdilzhanB
A robust MCP server for real-time sentiment analysis with AI-powered insights, …
— ○ ⏳ — — — — — —
46554
johnib
kusto-mcp Claim
Enables AI assistants to query Azure Data Explorer using natural language, elim…
— ○ ⏳ — — — — — —
46555
mundurragacl
An MCP server that enables AI assistants to interact with Amazon Connect contac…
— ○ ⏳ — — — — — —
46556
wecantdoit
Enables AI-powered browser automation and test development within the Magni aut…
— ○ ⏳ — N/A N/A — 95 —
46557
bughide010
hide1 Claim
— ○ ⏳ — N/A N/A — 95 —
46558
mrohith29
Manage your MakeMeBetter AI tasks, habits, and goals from your AI assistant.
— ○ ⏳ — — — — — —
46559
raviraj-ntp
mysql-mcp Claim
Feature-rich MCP server for MySQL and MariaDB with multi-connection support. Co…
— ○ ⏳ — — — — — —
46560
lingy-Mg
An MCP-based rule parsing engine for creating book sources, supporting CSS sele…
— ○ ⏳ — N/A N/A — — —
46561
jabbawocky
Draft client proposals in your own voice from a new brief, based on your saved …
— ○ ⏳ — N/A N/A — — —
46562
jbaker48
Connects to Garmin Connect and exposes fitness and health data (activities, ste…
— ○ ⏳ — — — — — —
46563
camr8989
MCP server that supports cybersecurity operations by providing CVE lookup, risk…
— ○ ⏳ — N/A N/A — — —
46564
cyanheads
Search ReliefWeb humanitarian reports, disasters, jobs, training, and country p…
— ○ ⏳ — — — — — —
46565
pipeworx-io
Enables searching and retrieving articles, sections, and tags from The Guardian…
— ○ ⏳ — — — — — —
46566
limitless235
Athena Claim
A project-aware, capability-driven advisory framework for AI coding assistants,…
— ○ ⏳ — N/A N/A — — —
46567
MAghadavoodi
Lightweight MCP server for Google Workspace (Calendar, Gmail, Drive) designed f…
— ○ ⏳ — N/A N/A — — —
46568
fr0ster
MCP server for SAP Cloud ALM, providing 54 tools across 9 services to manage fe…
— ○ ⏳ — — — — — —
46569
goww7
ActTrace Claim
MCP server for EU AI Act compliance, providing risk classification of AI featur…
— ○ ⏳ — N/A N/A — — —
46570
tomerose
A lightweight MCP server that lets AI assistants publish notes to Xiaohongshu (…
— ○ ⏳ — N/A N/A — — —
46571
ppandrangi
Enables interaction with Datadog APIs through natural language, supporting full…
— ○ ⏳ — — — — — —
46572
MAX208V
Deploy a remote MCP server on Cloudflare Workers without authentication, enabli…
— ○ ⏳ — — — — — —
46573
mikrominiw
MMWRAG Claim
Bilingual RAG for scientific literature with search-only MCP server. Enables hy…
— ○ ⏳ — N/A N/A — — —
46574
MAG-Cie
MCP server for Microsoft To Do via Microsoft Graph. MSAL device code flow, no c…
— ○ ⏳ — N/A N/A — — —
46575
marceliogreen
An MCP server for academic research combining local document search with Semant…
— ○ ⏳ — N/A N/A — — —
46576
atmflow55
Real-time smart contract security for autonomous AI agents, offering tools for …
— ○ ⏳ — N/A N/A — — —
46577
jesee
Enables interaction with Elasticsearch clusters for health checks, index manage…
— ○ ⏳ — N/A N/A — — —
46578
madaoQ
A Type 3 DAuth MCP server for Perplexity AI API that provides web search, chat,…
— ○ ⏳ — — — — — —
46579
LegnaOS
An MCP server for the DM3 game engine that enables AI assistants to create, bui…
— ○ ⏳ — N/A N/A — — —
46580
trashchenkov
Generates images from text prompts using the Kandinsky neural network API, with…
— ○ ⏳ — N/A N/A — — —
46581
nishi0077
Enables management and analysis of Meta (Facebook/Instagram) ads through natura…
— ○ ⏳ — N/A N/A — — —
46582
scottyphillips
Provides accurate system time to LLM applications with multi-timezone support v…
— ○ ⏳ — N/A N/A — — —
46583
gradebg96
mcp Claim
Profile, CV, jobs, compensation & application-tracking tools for AI agents, by …
— ○ ⏳ — N/A N/A — — —
46584
chen-muxi
AI-SyncForge Claim
A LAN multi-AI collaborative development ecosystem connecting tools like Cursor…
— ○ ⏳ — — — — — —
46585
manh20051151
Provides real-time weather, forecasts, historical data, and air quality for AI …
— ○ ⏳ — N/A N/A — — —
46586
SaharshPamecha
Generate draw.io diagrams and architecture designs from natural language, via t…
— ○ ⏳ — N/A N/A — — —
46587
thunderbit-com
Thunderbit MCP lets AI agents search, scrape, and extract structured data from …
— ○ ⏳ — — — — — —
46588
xiaobenyang-com
An MCP server for obtaining the README content, metadata and search function of…
— ○ ⏳ — N/A N/A — 95 —
46589
huangzesen
NASA CDAWeb data access for heliophysics — browse observatories, inspect parame…
— ○ ⏳ — N/A N/A — — —
46590
jackccrawford
token-scout Claim
Discovers LLM models in real time from cloud providers and local Ollama instanc…
— ○ ⏳ — — — — — —
46591
GitDro
Research and analysis toolkit offering real-time data access via MCP, including…
— ○ ⏳ — N/A N/A — — —
46592
HoukasaurusRex
MCP server that equips AI agents with dev workflow tools including GitHub proje…
— ○ ⏳ — N/A N/A — — —
46593
guilhermeoguri
MCP server to attach PDF status reports to file columns on Monday.com items.
— ○ ⏳ — — — — — —
46594
mjojo
MCP server for advanced PowerShell integration with AI agents, enabling autonom…
— ○ ⏳ — N/A N/A — — —
46595
code-yeongyu
Exposes Language Server Protocol (LSP) tools such as diagnostics, goto definiti…
— ○ ⏳ — N/A N/A — — —
46596
berkcangumusisik
Runtime safety guardrails for AI coding agents. Checks file access, validates s…
— ○ ⏳ — N/A N/A — — —
46597
NeelContractor
Enables users to track expenses by adding, listing, and summarizing them with c…
— ○ ⏳ — — — — — —
46598
dontuh3
Gives AI agents access to The Latent Lounge, an arcade, dueling hall, and philo…
— ○ ⏳ — — — — — —
46599
adacreativeco
ADA Turbo Claim
Provides a complete agency operating system with 20+ roles (strategy, creative,…
— ○ ⏳ — N/A N/A — — —
46600
nikos.workflow
demo Claim
— ○ ⏳ — N/A N/A — 95 —
Showing 46551–46600 of 69236 servers
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