MCP Server Quality Scores

Independent quality analysis of 50103 public MCP servers

50103
Discovered
29730
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 47 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49901
dockai
dock-ai Claim
Discover whether a business domain has a ready-to-use connector so you can shop…
81
49902
CseperkePapp
Validate design tokens for accessibility, scales, and design-system constraint …
N/A N/A
49903
MCP-Mirror
Searches and fetches real-time documentation for libraries like Langchain, Open…
81
49904
2646788106xh
scholarmcp Claim
N/A N/A 95
49905
MCP-Mirror
Enables malware analysis through terminal command execution with specialized to…
N/A N/A 95
49906
KovaMind
Enables AI memory persistence and secure credential management via vault tools …
49907
Auxin-io
Generate secure Java code snippets and starter projects for common tasks. Learn…
N/A N/A 95
49908
Wakizara
val Claim
QA agent for vibecoded apps. Real browser checks, your AI fixes them. Ship to g…
N/A N/A
49909
CSOAI-ORG
inventory-management-ai-mcp MCP server by MEOK AI Labs
N/A N/A
49910
mohammed-almassri
MCP server for debugging Node.js programs through the V8 Inspector Protocol, al…
N/A N/A
49911 N/A N/A 95
49912
AliyahZombie
OctSSH Claim
Provides LLMs with safe, controllable, and stateful SSH access to shell environ…
49913
dathere
Provides access to FBI Crime Data Explorer API, enabling queries for crime stat…
49914
jessicaruthabbott
Enables programmatic management of Substack content, including creating drafts,…
81
49915
anatolykoptev
Autonomous AI agent for n8n workflow automation with credential factories, exec…
49916
softvoyagers
Free privacy-first URL shortener API with analytics and link management. No API…
95
49917
r-space-technology-ltd
rspace Claim
R.Space — the real estate OS for the UAE. The platform powers every side of th…
81
49918
mcpassistant
Enables automated testing and coverage reporting for MCP services with test exe…
N/A N/A 95
49919
0xXrer
Bridges AI assistants with Roblox game environments in real-time via a Lua clie…
N/A N/A 95
49920
monostate
Helps corporate HR teams airdrop Solana tokens to employees with support for ro…
81
49921
chigwell
Exposes PyAutoGUI desktop automation functions as MCP tools, enabling mouse con…
N/A N/A
49922
ebenova
insights Claim
N/A N/A 95
49923
ahmed-coding
Production-grade, autonomous Model Context Protocol (MCP) server that elevates …
N/A N/A
49924
pipeworx-io
Enables querying metadata from MyVariant.info, a comprehensive variant annotati…
49925
negillett
AllocContext Claim
Portfolio-aware crypto context for AI agents. Discover holdings, market, sentim…
49926
Stevegriswoldatl
Book Sandals, Beaches, and cruises through Pixie Vacations with co-branded book…
49927
jaye773
A powerful MCP server that provides comprehensive Android device automation cap…
N/A N/A
49928
visioneth
Enables AI agents to read chain data, execute transactions, swap tokens, and ma…
49929
yk-lab
Caches Figma file data locally and provides an MCP server for AI agents to sear…
49930
hannoeru
hass-mcp Claim
Enables controlling and querying Home Assistant devices and services via natura…
49931
ankitvirdi4
mcp-helmet Claim
A production middleware toolkit for MCP servers providing auth, health checks, …
49932
pankaj28843
An MCP server that connects AI assistants to Confluence, enabling search and fe…
49933
soundstear
adsdas Claim
adsdas
N/A N/A 95
49934
Noriget
AgentCron Claim
Schedule tasks for later from your AI agent: reminders, delayed webhooks, recur…
49935
Able-rip
Convert photos to LEGO-style brick mosaic previews with AI-powered color quanti…
N/A N/A
49936 N/A N/A 95
49937
Nasty-Fury
server Claim
Construction data API for AI agents: calculators, codes, costs, products, bench…
49938
cphoskins
gptzero-mcp Claim
Enables AI content detection with sentence-level and paragraph-level AI probabi…
49939
Dhugster
A government-oriented MCP server implementing security controls for AegisReader…
N/A N/A 95
49940
Milad
A policy-enforcing MCP sidecar that provides Gmail and Google Calendar tools, e…
49941
universal-mcp
Provides a standardized interface for interacting with Reddit's tools and servi…
49942
brianveltman
A Model Context Protocol (MCP) server for Sonatype Nexus Repository Manager tha…
49943
RainCherb
Enables LLM agents to compress handoffs into structured, auditable context caps…
N/A N/A
49944
manavgup
Intelligent PR boundary detection and recommendation system that analyzes git c…
49945
sandraschi
blender-mcp Claim
Enables AI-powered control of Blender through natural language, allowing users …
N/A N/A
49946
nehaRoy25
Offers real-time stock prices, sector and historical analysis, top performers f…
49947
BadRooBot
my_test Claim
Get current weather for any city and create images from your prompts. Streamlin…
N/A N/A 95
49948
zuhabul
Fetchium Claim
Fetchium — token-efficient web retrieval for AI agents
49949
QuartzUnit
Browsegrab Claim
Token-efficient browser agent for local LLMs. Playwright + accessibility tree +…
N/A N/A 95
49950
nexo Claim 1
Cognitive memory for AI agents. Atkinson-Shiffrin, RAG, knowledge graph. 100+ t…
N/A N/A 81
Showing 49901–49950 of 50103 servers