MCP Server Quality Scores

Independent quality analysis of 43365 public MCP servers

43365
Discovered
29451
Scored
2111
Verified
16952
Complete

Last updated 29 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
42901
Xenovative
Sage MCP Claim
An academic research server that provides LLMs with full-text search and retrie…
81
42902
snoe-findley
Enables AI agents to interface with Velociraptor for digital forensics and inci…
81
42903
MCP-Mirror
Mevzuat MCP Claim
Provides programmatic access to the Turkish Ministry of Justice Legislation Inf…
81
42904
pishnuke
Enables fetching market and options data including OHLCV prices, option chains,…
81
42905
mdz-axo
Provides comprehensive codebase analysis and semantic understanding through int…
N/A N/A 95
42906
AlvisoOculus
Equity comp tax (ISO/NSO/RSU/QSBS), concentration & hedging. 50-state tax code,…
42907
axel-belfort
User agent string parser API for AI agents. Parse any user agent into structure…
81
42908
w1561778301
An MCP server that automates Playwright-based UI and API testing, supporting te…
42909
archergate-mcp
Archergate Claim
Open-source software licensing SDK. Generate ready-to-paste license validation …
N/A N/A 95
42910
geoffsdesk
memanto-mcp Claim
Typed semantic memory for Claude. Memory with opinions, designed for regulated …
42911
chexma
vibeMK Claim
Enables complete management of CheckMK monitoring environments through natural …
42912
jamesrez
Find where the money is in AI services. See what's earning and find market gaps.
N/A N/A 90
42913
kirandk
vsfclub1 Claim
N/A N/A 95
42914
chestnutforty
Retrieves historical prediction data, community forecasts, and user comments fr…
81
42915
Arkya-AI
Ember MCP Claim
A local-first persistent memory server that uses Voronoi partitioning and tempo…
N/A N/A 95
42916
axel-belfort
TCP port scanner API for AI agents. Scan any host for open/closed port status w…
81
42917
rodaddy
A template for deploying MCP servers to Cloudflare Workers without authenticati…
81
42918
googleworkspace
Provide AI assistants with up-to-date access to Google Workspace APIs and servi…
N/A N/A 95
42919
amajorai
Provides tools for AI assistants to search and explore the Update Night catalog…
42920
Leaders-of-AI
n8n-mcp Claim
N/A N/A 95
42921
9Churze
Enables AI assistants to query nearby parties, retrieve party details, and gene…
42922
wx-b
An MCP server implementing Recursive Language Models (RLM) to process arbitrari…
N/A N/A 95
42923
shichao402
vikunja-mcp Claim
Enables AI assistants to interact with Vikunja task management via ergonomic an…
42924
Keesan12
Martin Loop Claim
Governed MCP server for AI coding agents with budgets, verifier gates, and insp…
N/A N/A
42925
Sl-m
Slack Claim
Manage workspace communications by sending messages, replying to threads, and s…
81
42926
InstantMCP
Enable your AI assistant to generate stunning images and perform various action…
N/A N/A 95
42927
KarthikSKumar98
Enables AI assistants to query HPE Aruba Networking Central data (sites, device…
42928
axel-belfort
Text sentiment analysis API for AI agents. Analyze sentiment (positive/negative…
81
42929
kluster-ai
Enables fact-checking of AI responses against reliable sources and validation o…
81
42930
pipeworx-io
Provides access to Deutsche Bundesbank (Germany's central bank) statistics via …
42931
carlosalvite
Find SaaS ideas worth building. Revenue data, growth signals and pain points fr…
N/A N/A
42932
toiletmadarchut
Enables users to control the cursor in Figma through verbal commands using an a…
N/A N/A 95
42933
Infatoshi
ThinkingCap Claim
Multi-agent research server that runs multiple LLM providers in parallel with w…
81
42934
axel-belfort
Multi-chain gas price API for AI agents. Compare gas prices across Ethereum, Ba…
81
42935 N/A N/A 95
42936
sophieMiao
SpeechPulse Claim
Analyzes speech audio to detect emotions, urgency, and sarcasm using prosodic f…
N/A N/A
42937
cbuntingde
An enhanced Model Context Protocol (MCP) server implementing the Ralph Wiggum t…
81
42938
stefanoamorelli
A lightweight MCP server that provides seamless access to Codemagic CI/CD APIs,…
42939
voidmob
voidmob-mcp Claim
VoidMob MCP server for mobile proxies, non-VoIP SMS verifications, and global e…
N/A N/A 95
42940
zb2947244682
A novel management tool that uses SQLite database to store and manage novel inf…
N/A N/A 95
42941 N/A N/A 95
42942
openclaw-ai
Create harmonious color palettes based on theory and convert colors between for…
81
42943 N/A N/A 95
42944
fursatdev-tech
Fursat Claim
AI-bookable curated vacation homes in Northeast India and the Himalayas. Book o…
42945
the-meta-value
quantum_echo Claim
N/A N/A 95
42946
CSOAI-ORG
currency-converter-ai-mcp MCP server by MEOK AI Labs
N/A N/A
42947
Personalcreativelda
A TypeScript implementation of a Model Context Protocol server that enables rea…
N/A N/A 95
42948
tulaman
Fetches your YouTube Watch Later playlist using yt-dlp with browser cookies, by…
N/A N/A
42949
Cogniledger
Public MCP server for Makuri, an EU-compliant AI tutoring platform for immigran…
42950
shmoon-7297
mcp_sererver Claim
N/A N/A 95
Showing 42901–42950 of 43365 servers
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