MCP Server Quality Scores

Independent quality analysis of 69007 public MCP servers

69007
Discovered
→
33753
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
64751
axel-belfort
Postal address validation API for AI agents. Parse and validate addresses world…
— ○ ⏳ — — — — 81 —
64752
wqsaali
rubyui-mcp Claim
Provides AI assistants with access to RubyUI component library documentation, i…
— ○ ⏳ — N/A N/A — — —
64753
saitoomituru
MCP bridge integrating oscilloscopes, logic analyzers, and cameras for AI-drive…
— ○ ⏳ — N/A N/A — — —
64754
noelrim
Midnight MCP Claim
Enables LLM clients to query a comprehensive Midnight knowledge workspace using…
— ○ ⏳ — N/A N/A — — —
64755
cchen7
substack-mcp Claim
An MCP server that gives Copilot access to Substack posts from your authenticat…
— ○ ⏳ — N/A N/A — — —
64756
us-all
Google Drive + Workspace MCP — 98 tools for Docs, Sheets, Slides, Shared Drives…
— ○ ⏳ — — — — — —
64757
robincoelho
Connects Lelly.chat workspace with AI agents, offering tools for tasks, reminde…
— ○ ⏳ — — — — — —
64758
cessda
Enables AI assistants to explore the OpenAIRE Research Graph and ScholExplorer …
— ○ ⏳ — N/A N/A — — —
64759
vexxhost
MCP server for Microsoft To Do that enables managing task lists, tasks, and che…
— ○ ⏳ — N/A N/A — — —
64760
thesammykins
poke_discord Claim
Enables interaction with Discord through natural language, including reading an…
— ○ ⏳ — — — — — —
64761
CSOAI-ORG
Trust Chain MCP server. Tools: create trust anchor, verify chain, add attestati…
— ○ ⏳ — N/A N/A — — —
64762
geraservicesuk
mcp-gerarent Claim
Property rental: search listings, check availability, book rentals. 50+ countri…
— ○ ⏳ — N/A N/A — 95 —
64763
sator-imaging
An MCP server that generates skill manifests from GitHub skills directories and…
— ○ ⏳ — — — — — —
64764
sivabhogela88
A production-ready server that integrates ERPNext with AI assistants like Claud…
— ○ ⏳ — N/A N/A — 95 —
64765
chaworld
A portable MCP server enabling AI assistants to operate VS Code, including file…
— ○ ⏳ — N/A N/A — — —
64766
@wxkingstar
search-docs ⚡ Claim
— ○ ⏳ — N/A N/A — 95 —
64767
94series
Aizex MCP Claim
Controls Aizex shared ChatGPT/Claude account pool via Playwright browser automa…
— ○ ⏳ — N/A N/A — — —
64768
alexander-kastil
smithery Claim
— ○ ⏳ — N/A N/A — 95 —
64769
suhnion
molon Claim
— ○ ⏳ — N/A N/A — 95 —
64770
RubenGlez
devicecloud Claim
Triage failing DeviceCloud Maestro test runs: fail reasons, screenshots, flaky-…
— ○ ⏳ — N/A N/A — — —
64771
theastraway
Enables AI agents to persist and retrieve memories via a personal knowledge gra…
— ○ ⏳ — — — — — —
64772
yushulx
MCP server that helps AI assistants generate accurate code and guidance for Dyn…
— ○ ⏳ — — — — — —
64773
pipeworx-io
Enables querying the abuse.ch MalwareBazaar database for malware samples by tag…
— ○ ⏳ — — — — — —
64774
krondor-corp
libre-mcp Claim
MCP server for controlling LibreOffice (Writer and Calc) via the UNO API, enabl…
— ○ ⏳ — N/A N/A — — —
64775
SCV-Consultants
selenium-mcp Claim
A production-ready MCP server that exposes Selenium 4 browser automation as MCP…
— ○ ⏳ — N/A N/A — — —
64776
mrexodia
Test MCP Claim
A minimal MCP server template for testing and development, providing example im…
— ○ ⏳ — N/A N/A — — —
64777
PassionZale
Automates routine DevOps tasks like Jenkins builds and GitLab merge requests th…
— ○ ⏳ — — — — — —
64778
nickcheban
ruckus-mcp Claim
Enables monitoring and management of Ruckus Unleashed WiFi controllers, includi…
— ○ ⏳ — — — — — —
64779
ASMHunter Claim 1
Drive ASMHunter attack-surface monitoring from an AI agent: recon, scans, findi…
— ○ — N/A N/A — 69 —
64780
njoppi2
Provides browser automation capabilities using Playwright, allowing LLMs to int…
— ○ ⏳ — N/A N/A — — —
64781
millsymills-com
gandi-mcp Claim
Production-grade MCP server for the Gandi v5 API, enabling domain, DNS, email, …
— ○ ⏳ — — — — — —
64782
vfxprojoe
AI-powered media & entertainment intelligence — research, briefs, and market da…
— ○ ⏳ — N/A N/A — 83 —
64783
mcp Claim 1
Play ranked FluxDots matches against humans on a shared Elo ladder. Zero-depend…
— ○ — N/A N/A — 81 —
64784
wisrovi
Enables AI agents to connect to the NeuralForgeAI cluster for inspecting and co…
— ○ ⏳ — — — — — —
64785
LeoKuPo
xugu-mcp Claim
A Model Context Protocol server for XuguDB with full DDL/DML support, multi-LLM…
— ○ ⏳ — — — — — —
64786
DrewCyber
astro-mcp Claim
High-precision astrology tools for LLM agents, including natal charts, transits…
— ○ ⏳ — — — — — —
64787
WenyuChiou
research-hub Claim
Research workspace for Zotero + Obsidian + NotebookLM. Search, ingest, sync, ve…
— ○ ⏳ — N/A N/A — — —
64788
Bankee-ai
Live financial data MCP: FX, crypto, stocks, news, URL reader. x402 on Base: $0…
— ○ ⏳ — — — — — —
64789
keotheodangcha548
sei-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
64790
BabyScope
nodeflare Claim
Blockchain JSON-RPC on 23 EVM chains for AI agents - free tier, API key, or x40…
— ○ ⏳ — N/A N/A — — —
64791
selva1990kumar
An MCP server that enables AI assistants to call weather tools, read resources,…
— ○ ⏳ — N/A N/A — 95 —
64792
aide-memory
aide-memory Claim
Persistent memory layer for AI coding agents — your agent remembers what you ta…
— ○ ⏳ — N/A N/A — — —
64793
yairl
xhost Claim
Agent-first hosting: create apps, commit code, deploy, get HTTPS URLs. OAuth si…
— ○ ⏳ — — — — — —
64794
chrischall
onehome-mcp Claim
OneHome (CoreLogic) real-estate access for Claude — search, property details, p…
— ○ ⏳ — N/A N/A — — —
64795
mreider
better-bear Claim 1
MCP server for Bear notes — read, search, create, edit, tag, and manage notes v…
— ○ ⏳ — N/A N/A — 95 —
64796
HorizunGroup
Open-source MCP server for Autodesk Revit: typed BIM edits, families, exports a…
— ○ ⏳ — N/A N/A — — —
64797
ArtemGontar
Yomio Claim
Read Yomio expense, income, account, budget, and spending data in an MCP-compat…
— ○ ⏳ — — — — — —
64798
atfinke
MCP server for anonymous OpenTable restaurant discovery and availability checki…
— ○ ⏳ — N/A N/A — — —
64799
civicteam
X402 MCP Claim
Enables micropayments for MCP tool invocations using the X402 payment protocol,…
— ○ ⏳ — — — — — —
64800
Apocalypse-Meow
Fallout 4 crash log diagnosis tool for MCP clients. Analyzes crash logs, load o…
— ○ ⏳ — N/A N/A — — —
Showing 64751–64800 of 69007 servers