MCP Server Quality Scores

Independent quality analysis of 59042 public MCP servers

59042
Discovered
29883
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
59001
CSOAI-ORG
accessibility-ai-mcp MCP server by MEOK AI Labs
N/A N/A
59002
vwww-droid
An MCP server for real-device Android reversing workflows, wrapping AlgorithmAi…
N/A N/A
59003
xdevplatform
A local MCP server that exposes the X API (formerly Twitter API) as tools, enab…
N/A N/A
59004
Draco-Cheng
A smart documentation system that helps AI assistants understand and follow you…
N/A N/A
59005
geraservicesuk
GeraPersona MCP — voice/personality skin marketplace for robots and AI agents (…
N/A N/A 83
59006
melisa-l
A Model Context Protocol server for Microsoft Fabric that enables AI agents to …
59007
vaibhavpandeyvpz
slackxmcp Claim
Enables MCP-compatible clients to interact with Slack through Web API tools and…
59008
NovadaLabs
novada-mcp Claim
One MCP server. All web data. Search, scrape, crawl, proxy, and AI research — i…
59009
ElmoJones3
diamond Claim
Enables AI assistants to search and read offline documentation from synced libr…
N/A N/A
59010
ondrahracek
MCP server for ContextKeeper that enables AI assistants to read and modify cont…
N/A N/A
59011
CrispyW0nton
Enables browsing and collecting course materials from Brightspace through Chrom…
N/A N/A
59012
Isak-Landin
Docker MCP Claim
Enables remote Docker management over SSH via a local MCP server, providing too…
N/A N/A
59013
scheidydude
codeindex Claim
Repo dependency analyzer with **blast-radius impact scoring** for AI-assisted d…
N/A N/A
59014
CaptainJi
Enables LLMs to execute CLI commands and scripts for system deployment and mana…
59015
brief-md
brief-mcp Claim
MCP server for BRIEF.md that captures decisions, constraints, and questions dur…
N/A N/A
59016
barnburner121
Plugin Hub Claim
Single MCP server providing over 500 developer tools for Claude Code, covering …
N/A N/A
59017
glauberfrancodesign
FrancoLabs Claim
UX research platform: manage studies, browse templates, read responses and anal…
59018
PandaDoc
PandaDoc MCP server for creating, sending, signing, and tracking PandaDoc docum…
59019
bilalrana344
ShaBaas Pay MCP lets AI agents securely create PayTo agreements, initiate payme…
81
59020
wheelfor
wheelfor-mcp Claim
Create, spin, and manage shareable decision wheels on wheelfor.com. Supports cr…
59021
Fractera
mcp-fractera Claim
Zero-Ops deploy of a private AI coding workspace to your own VPS, straight from…
59022
CSOAI-ORG
csoai-governance-crosswalk-mcp MCP server by MEOK AI Labs
N/A N/A
59023
nasxub
Extract tables, text, and metadata from PDFs using pdfplumber, enabling structu…
N/A N/A
59024
michalperni11-gif
Standardized SEC EDGAR financial data — income statements, balance sheets, cash…
59025
lokesh1382
Enables product management (add, fetch) through natural language using Claude D…
N/A N/A
59026
mateotiedra
Enables managing Wix Bookings courses and searching participants through the Wi…
N/A N/A
59027
jclement
obsidian-mcp Claim
A self-hosted MCP server with a management UI for reading, searching, editing, …
59028
butterbase
Butterbase Claim
Full-stack backend platform MCP — provision apps, manage databases, deploy func…
81
59029
AnavaAcap
A bridge between AI assistants like Claude and Anava-enabled Axis cameras, enab…
N/A N/A 95
59030
mindfullabai
Tracking MCP Claim
A generic MCP server for tracking any entity type (e.g., weight, workouts, book…
N/A N/A
59031
KrystianYCSilva
lean-mcp Claim
Enables verification of Lean 4 mathematical proofs via MCP tools, allowing AI c…
N/A N/A
59032
ApacheBin
adaddaadaaa Claim
N/A N/A 95
59033
d-mato
gmail-mcp Claim
MCP server for Gmail that enables searching, reading, archiving, and managing e…
N/A N/A
59034
13shivam
FaceTron is a high-performance face embedding server with ONNX Runtime, dynamic…
59035
SiftingIO
Exposes the SiftingIO market-data SDK to AI assistants, enabling live prices, f…
59036
AndreiDrang
Read-only MCP server for Belarusian securities: tokens, shares, bonds, companie…
59037
hotonlabs
hoton-mcp Claim
Enables AI agents to purchase Telegram Stars, Premium, and TON top-ups by build…
59038
openfate-ai
bazi-mcp Claim
Deterministic Bazi / Four Pillars MCP server with True Solar Time, lunar/solar …
N/A N/A
59039
Themoneyhollic
Enables generating AI-powered presentations via the Gamma API directly from MCP…
59040
Teatechnologies
Deploy an MCP server on Cloudflare Workers without authentication, enabling rem…
59041
hunter-volkman
An unofficial MCP server for inspecting and diagnosing Viam robotics fleets. It…
N/A N/A
59042
youjunxiaji
A feedback-oriented MCP server with a Web UI for AI development workflows, enab…
N/A N/A
Showing 59001–59042 of 59042 servers
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