MCP Server Quality Scores

Independent quality analysis of 59042 public MCP servers

59042
Discovered
29883
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
59001
NovadaLabs
novada-mcp Claim
One MCP server. All web data. Search, scrape, crawl, proxy, and AI research — i…
59002
ElmoJones3
diamond Claim
Enables AI assistants to search and read offline documentation from synced libr…
N/A N/A
59003
ondrahracek
MCP server for ContextKeeper that enables AI assistants to read and modify cont…
N/A N/A
59004
CrispyW0nton
Enables browsing and collecting course materials from Brightspace through Chrom…
N/A N/A
59005
Isak-Landin
Docker MCP Claim
Enables remote Docker management over SSH via a local MCP server, providing too…
N/A N/A
59006
scheidydude
codeindex Claim
Repo dependency analyzer with **blast-radius impact scoring** for AI-assisted d…
N/A N/A
59007
CaptainJi
Enables LLMs to execute CLI commands and scripts for system deployment and mana…
59008
brief-md
brief-mcp Claim
MCP server for BRIEF.md that captures decisions, constraints, and questions dur…
N/A N/A
59009
barnburner121
Plugin Hub Claim
Single MCP server providing over 500 developer tools for Claude Code, covering …
N/A N/A
59010
glauberfrancodesign
FrancoLabs Claim
UX research platform: manage studies, browse templates, read responses and anal…
59011
PandaDoc
PandaDoc MCP server for creating, sending, signing, and tracking PandaDoc docum…
59012
bilalrana344
ShaBaas Pay MCP lets AI agents securely create PayTo agreements, initiate payme…
81
59013
wheelfor
wheelfor-mcp Claim
Create, spin, and manage shareable decision wheels on wheelfor.com. Supports cr…
59014
Fractera
mcp-fractera Claim
Zero-Ops deploy of a private AI coding workspace to your own VPS, straight from…
59015
CSOAI-ORG
csoai-governance-crosswalk-mcp MCP server by MEOK AI Labs
N/A N/A
59016
nasxub
Extract tables, text, and metadata from PDFs using pdfplumber, enabling structu…
N/A N/A
59017
michalperni11-gif
Standardized SEC EDGAR financial data — income statements, balance sheets, cash…
59018
lokesh1382
Enables product management (add, fetch) through natural language using Claude D…
N/A N/A
59019
mateotiedra
Enables managing Wix Bookings courses and searching participants through the Wi…
N/A N/A
59020
jclement
obsidian-mcp Claim
A self-hosted MCP server with a management UI for reading, searching, editing, …
59021
butterbase
Butterbase Claim
Full-stack backend platform MCP — provision apps, manage databases, deploy func…
81
59022
AnavaAcap
A bridge between AI assistants like Claude and Anava-enabled Axis cameras, enab…
N/A N/A 95
59023
mindfullabai
Tracking MCP Claim
A generic MCP server for tracking any entity type (e.g., weight, workouts, book…
N/A N/A
59024
KrystianYCSilva
lean-mcp Claim
Enables verification of Lean 4 mathematical proofs via MCP tools, allowing AI c…
N/A N/A
59025
ApacheBin
adaddaadaaa Claim
N/A N/A 95
59026
d-mato
gmail-mcp Claim
MCP server for Gmail that enables searching, reading, archiving, and managing e…
N/A N/A
59027
13shivam
FaceTron is a high-performance face embedding server with ONNX Runtime, dynamic…
59028
SiftingIO
Exposes the SiftingIO market-data SDK to AI assistants, enabling live prices, f…
59029
AndreiDrang
Read-only MCP server for Belarusian securities: tokens, shares, bonds, companie…
59030
hotonlabs
hoton-mcp Claim
Enables AI agents to purchase Telegram Stars, Premium, and TON top-ups by build…
59031
openfate-ai
bazi-mcp Claim
Deterministic Bazi / Four Pillars MCP server with True Solar Time, lunar/solar …
N/A N/A
59032
Themoneyhollic
Enables generating AI-powered presentations via the Gamma API directly from MCP…
59033
Teatechnologies
Deploy an MCP server on Cloudflare Workers without authentication, enabling rem…
59034
hunter-volkman
An unofficial MCP server for inspecting and diagnosing Viam robotics fleets. It…
N/A N/A
59035
youjunxiaji
A feedback-oriented MCP server with a Web UI for AI development workflows, enab…
N/A N/A
59036
axel-belfort
Twitter/X scraping API for AI agents. Scrape public profiles (bio, stats, verif…
81
59037
BrettNye
Stoa Claim
Persistent shared memory for AI coding agents that turns a folder of markdown f…
59038
wayanvota
A Python FastMCP server that re-exposes Kindora's public funder and grant tools…
81
59039
carminelau
Enables multi-tier AI-detection screening on academic papers by extracting text…
N/A N/A
59040
foxter-io
Full-featured MCP server that exposes 36 tools for interacting with PostgreSQL …
59041
pedroalexleite
Copilot MCP Claim
MCP server exposing 14 real-time financial data tools to Microsoft Copilot Stud…
59042
astrobleem
mame-mcp Claim
Enables MAME reverse engineering tasks including memory access tracing, input i…
N/A N/A
Showing 59001–59042 of 59042 servers
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