MCP Server Quality Scores

Independent quality analysis of 69182 public MCP servers

69182
Discovered
→
33868
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52051
radres
Call Me Claim
Your AI rings your iPhone, speaks its question, and gets your spoken answer bac…
— ○ ⏳ — — — — — —
52052
wkzng
Enables extracting metadata from Beatport track URLs, including preview audio, …
— ○ ⏳ — N/A N/A — — —
52053
wealth29
Wraps common web penetration testing tools in a Docker container and exposes th…
— ○ ⏳ — N/A N/A — — —
52054
naga-pavan12
MealOS Claim
Enables users to plan meals and place orders across Swiggy Food, Instamart, and…
— ○ ⏳ — N/A N/A — — —
52055
RitikaJain8818
Provides transit concierge tools for Indian Railways, including live train stat…
— ○ ⏳ — N/A N/A — — —
52056
namanbansalcodes
Enables policy-enforced access to dangerous tools like file read/write/delete a…
— ○ ⏳ — N/A N/A — — —
52057
s-morgan-jeffries
Enables AI assistants to read, send, search, and manage emails in Apple Mail on…
— ○ ⏳ — N/A N/A — — —
52058
lidiaev
me-db Claim
Enables Claude to read, write, and search markdown notes stored in a private gi…
— ○ ⏳ — — — — — —
52059
asachs01
A Model Context Protocol server that enables natural language querying of Kasey…
— ○ ⏳ — — — — 81 —
52060
RoyAzran
MCP Ads Claim
Run Google Ads, Meta Ads, GA4 and Search Console from chat: read, audit and lau…
— ○ ⏳ — — — — — —
52061
thomenz
soldefi-mcp Claim
Paid access to Solana DeFi risk intelligence — rug/honeypot scans, liquidity-po…
— ○ ⏳ — — — — — —
52062
vaibhavGoyal1096
Okta-MCP Claim
A production-ready MCP server for Identity and Access Management with Okta inte…
— ○ ⏳ — N/A N/A — — —
52063
hayamot0
AI customer support MCP server with order status lookup and RAG-powered knowled…
— ○ ⏳ — — — — — —
52064
Juupeee
Enables AI models to read local images using NVIDIA vision models, supporting i…
— ○ ⏳ — N/A N/A — — —
52065
pnientiedt
Persistent AI knowledge base for Claude via Model Context Protocol — fully offl…
— ○ ⏳ — N/A N/A — — —
52066
mjunaidca
Enables AI agents to manage and query a temporally-aware knowledge graph memory…
— ○ ⏳ — — — — — —
52067
catancs
dothub Claim
Publish your Claude Code setup, browse a public feed, and pull setups in. Remot…
— ○ ⏳ — — — — — —
52068
allenrobel
nd-quirks Claim
An MCP Server that leverages notes written in Markdown, tailored for developing…
— ○ ⏳ — — — — — —
52069
wllrdev
Search, trending, topics, and local news all in one MCP server. Article preview…
— ○ ⏳ — — — — — —
52070
davidmosiah
Astral MCP Claim
Precision-audited astrology MCP for natal charts, transits, synastry and moon p…
— ○ ⏳ — N/A N/A — — —
52071
varnierg
MCP server that enables AI assistants to manage Azure DevOps resources includin…
— ○ ⏳ — N/A N/A — — —
52072
ashishkanchan98
Exposes 23 AdTech tools as REST endpoints for AI agents to discover and call vi…
— ○ ⏳ — N/A N/A — — —
52073
Mzaxd
Read-only MCP server for Umami analytics. It talks to the Umami REST API direct…
— ○ ⏳ — — — — — —
52074
dschlabach
An MCP server that provides onchain tools for Claude AI to interact with the Ba…
— ○ ⏳ — — — — — —
52075
VincentKaufmann
An MCP server that gives local LLMs access to Google search, live feeds, YouTub…
— ○ ⏳ — N/A N/A — — —
52076
Toconnell1976
Exposes Anthropic's Claude as 3 MCP tools (ask_claude, claude_analyze, claude_w…
— ○ ⏳ — — — — 81 —
52077
shinytoyrobots
A fully valid MCP server that advertises zero capabilities, demonstrating that …
— ○ ⏳ — — — — — —
52078
shipping-ship-it
AI-powered laytime, demurrage and despatch calculation for ship chartering. Sen…
— ○ ⏳ — — — — — —
52079
yimu0824
MCP bridge server for SolidWorks that enables AI assistants to control SolidWor…
— ○ ⏳ — N/A N/A — — —
52080
paulieb89
UK property listing description generator. Give an AI assistant a postcode or a…
— ○ ⏳ — — — — — —
52081
Beastknight933
Enables AI assistants to interact with FreeCAD for 3D modeling, macros, and deb…
— ○ ⏳ — N/A N/A — — —
52082
gabrielekarra
A smart bridge that aggregates multiple MCP servers under a single interface, p…
— ○ ⏳ — N/A N/A — — —
52083
Rubiodms
Enables AI agents to interact with GitHub via natural language, supporting repo…
— ○ ⏳ — — — — — —
52084
Dirichelet
A Model Context Protocol (MCP) server that enables remote access to OpenCode AI…
— ○ ⏳ — N/A N/A — — —
52085
universal-mcp
Provides a standardized interface for interacting with Unipile's tools and serv…
— ○ ⏳ — — — — — —
52086
dadwritestech
warmstart Claim
An MCP server that exposes a verified manifest of a repository's development co…
— ○ ⏳ — N/A N/A — — —
52087
awslabs
A high-performance Model Context Protocol (MCP) server that provides seamless i…
— ○ ⏳ — — — — — —
52088
echoes-io
Enables AI integration with the Echoes storytelling platform, providing narrati…
— ○ ⏳ — N/A N/A — — —
52089
Usman-Ghani123
This is an unofficial, community-built MCP server for qTest Manager. Not affili…
— ○ ⏳ — — — — — —
52090
taisly
agent Claim
Taisly Agent Kit MCP server for AI agent social media video publishing. Discove…
— ○ ⏳ — — — — — —
52091 — ○ ⏳ — — — — 81 —
52092
mattias242
Enables LLMs to read, search, and manage emails via IMAP with secure, read-only…
— ○ ⏳ — — — — — —
52093
brettscharm
ELM MCP Claim
Enables AI assistants to interact with IBM Engineering Lifecycle Management (EL…
— ○ ⏳ — N/A N/A — — —
52094
CSOAI-ORG
recipe-finder-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
52095
woladi
sugestim Claim
Enables recognition and defense against covert influence patterns (Milton Model…
— ○ ⏳ — N/A N/A — — —
52096
LuuOW
qrouter Claim
Quantum natural-language retrieval MCP server that ranks text passages by seman…
— ○ ⏳ — — — — — —
52097
Unfathomable-siren38
Enables running interactive terminals inside Claude Code and Claude Desktop, su…
— ○ ⏳ — N/A N/A — — —
52098
gbram1
Hivemind Claim
Persistent, append-only event log for AI agent coordination, enabling agents to…
— ○ ⏳ — — — — — —
52099
pdurlej
jan-mcp Claim
Converts raw GitHub notes into polished Polish release notes, PR descriptions, …
— ○ ⏳ — N/A N/A — — —
52100
wpwriter
wpwriter Claim
AI-powered WordPress content management. Generate posts, images, manage SEO, au…
— ○ ⏳ — — — — 81 —
Showing 52051–52100 of 69182 servers