MCP Server Quality Scores

Independent quality analysis of 58579 public MCP servers

58579
Discovered
29876
Scored
2112
Verified
16953
Complete

Last updated 48 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
58501
xdevplatform
A local MCP server that exposes the X API (formerly Twitter API) as tools, enab…
N/A N/A
58502
Draco-Cheng
A smart documentation system that helps AI assistants understand and follow you…
N/A N/A
58503
geraservicesuk
GeraPersona MCP — voice/personality skin marketplace for robots and AI agents (…
N/A N/A 83
58504
melisa-l
A Model Context Protocol server for Microsoft Fabric that enables AI agents to …
58505
vaibhavpandeyvpz
slackxmcp Claim
Enables MCP-compatible clients to interact with Slack through Web API tools and…
58506
NovadaLabs
novada-mcp Claim
One MCP server. All web data. Search, scrape, crawl, proxy, and AI research — i…
58507
ElmoJones3
diamond Claim
Enables AI assistants to search and read offline documentation from synced libr…
N/A N/A
58508
ondrahracek
MCP server for ContextKeeper that enables AI assistants to read and modify cont…
N/A N/A
58509
CrispyW0nton
Enables browsing and collecting course materials from Brightspace through Chrom…
N/A N/A
58510
Isak-Landin
Docker MCP Claim
Enables remote Docker management over SSH via a local MCP server, providing too…
N/A N/A
58511
scheidydude
codeindex Claim
Repo dependency analyzer with **blast-radius impact scoring** for AI-assisted d…
N/A N/A
58512
CaptainJi
Enables LLMs to execute CLI commands and scripts for system deployment and mana…
58513
brief-md
brief-mcp Claim
MCP server for BRIEF.md that captures decisions, constraints, and questions dur…
N/A N/A
58514
barnburner121
Plugin Hub Claim
Single MCP server providing over 500 developer tools for Claude Code, covering …
N/A N/A
58515
glauberfrancodesign
FrancoLabs Claim
UX research platform: manage studies, browse templates, read responses and anal…
58516
PandaDoc
PandaDoc MCP server for creating, sending, signing, and tracking PandaDoc docum…
58517
bilalrana344
ShaBaas Pay MCP lets AI agents securely create PayTo agreements, initiate payme…
81
58518
wheelfor
wheelfor-mcp Claim
Create, spin, and manage shareable decision wheels on wheelfor.com. Supports cr…
58519
Fractera
mcp-fractera Claim
Zero-Ops deploy of a private AI coding workspace to your own VPS, straight from…
58520
CSOAI-ORG
csoai-governance-crosswalk-mcp MCP server by MEOK AI Labs
N/A N/A
58521
nasxub
Extract tables, text, and metadata from PDFs using pdfplumber, enabling structu…
N/A N/A
58522
michalperni11-gif
Standardized SEC EDGAR financial data — income statements, balance sheets, cash…
58523
lokesh1382
Enables product management (add, fetch) through natural language using Claude D…
N/A N/A
58524
mateotiedra
Enables managing Wix Bookings courses and searching participants through the Wi…
N/A N/A
58525
jclement
obsidian-mcp Claim
A self-hosted MCP server with a management UI for reading, searching, editing, …
58526
butterbase
Butterbase Claim
Full-stack backend platform MCP — provision apps, manage databases, deploy func…
81
58527
AnavaAcap
A bridge between AI assistants like Claude and Anava-enabled Axis cameras, enab…
N/A N/A 95
58528
mindfullabai
Tracking MCP Claim
A generic MCP server for tracking any entity type (e.g., weight, workouts, book…
N/A N/A
58529
KrystianYCSilva
lean-mcp Claim
Enables verification of Lean 4 mathematical proofs via MCP tools, allowing AI c…
N/A N/A
58530
ApacheBin
adaddaadaaa Claim
N/A N/A 95
58531
d-mato
gmail-mcp Claim
MCP server for Gmail that enables searching, reading, archiving, and managing e…
N/A N/A
58532
13shivam
FaceTron is a high-performance face embedding server with ONNX Runtime, dynamic…
58533
SiftingIO
Exposes the SiftingIO market-data SDK to AI assistants, enabling live prices, f…
58534
AndreiDrang
Read-only MCP server for Belarusian securities: tokens, shares, bonds, companie…
58535
hotonlabs
hoton-mcp Claim
Enables AI agents to purchase Telegram Stars, Premium, and TON top-ups by build…
58536
openfate-ai
bazi-mcp Claim
Deterministic Bazi / Four Pillars MCP server with True Solar Time, lunar/solar …
N/A N/A
58537
Themoneyhollic
Enables generating AI-powered presentations via the Gamma API directly from MCP…
58538
Teatechnologies
Deploy an MCP server on Cloudflare Workers without authentication, enabling rem…
58539
hunter-volkman
An unofficial MCP server for inspecting and diagnosing Viam robotics fleets. It…
N/A N/A
58540
youjunxiaji
A feedback-oriented MCP server with a Web UI for AI development workflows, enab…
N/A N/A
58541
axel-belfort
Twitter/X scraping API for AI agents. Scrape public profiles (bio, stats, verif…
81
58542
BrettNye
Stoa Claim
Persistent shared memory for AI coding agents that turns a folder of markdown f…
58543
wayanvota
A Python FastMCP server that re-exposes Kindora's public funder and grant tools…
81
58544
carminelau
Enables multi-tier AI-detection screening on academic papers by extracting text…
N/A N/A
58545
foxter-io
Full-featured MCP server that exposes 36 tools for interacting with PostgreSQL …
58546
pedroalexleite
Copilot MCP Claim
MCP server exposing 14 real-time financial data tools to Microsoft Copilot Stud…
58547
astrobleem
mame-mcp Claim
Enables MAME reverse engineering tasks including memory access tracing, input i…
N/A N/A
58548
rabia-s
An MCP server with six tools including web search, URL fetching, math calculati…
N/A N/A
58549
vishnu-vasan
A personal knowledge base MCP server that allows AI assistants to manage notes,…
N/A N/A
58550
StevenGeller
Enables intelligent transcription of YouTube videos with automatic optimization…
N/A N/A
Showing 58501–58550 of 58579 servers