MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29776
Scored
2112
Verified
16952
Complete

Last updated 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
54001
sham-devs
mcp-md-pdf Claim
Converts Markdown files to Word (.docx) and PDF documents. Supports .dotx templ…
N/A N/A
54002
ai-mcp-garage
Enables interaction with Apple's Find My network to track devices, check batter…
81
54003 N/A N/A 95
54004
weiyongxu
mne-docs Claim 1
MCP server for MNE-Python documentation, source code, GitHub issues, and forum
N/A N/A 83
54005
camplight
MCP server that gives AI agents and teams persistent, shared memory using a kno…
54006
joohan1992
orbit Claim
N/A N/A 95
54007
michaelagustin
Search, compare in 3D, and buy products from 5.6M+ Shopify stores. Free tier; P…
54008
spuentesp
lain Claim
High-performance knowledge graph MCP server for AI coding agents with semantic …
N/A N/A
54009
bdog720
Oraclarr Claim
Read-only diagnostic MCP server for a self-hosted arr stack (Sonarr, Radarr, Pr…
N/A N/A
54010
TubeScribe API Claim 1
YouTube transcripts, metadata, timestamps, and AI summaries for AI agents. Auth…
N/A N/A 81
54011
ervikasti
BugForge Claim
AI-powered QA defect reporting MCP server that generates Jira-ready defect repo…
N/A N/A
54012
DowneyOu
Enables interaction with VMware vCenter 8.0 REST API via a reverse proxy, provi…
54013
Ryu07-d
A local, zero-cost MCP server that fact-checks your Markdown/Obsidian notes usi…
N/A N/A
54014
trevorlitsey
Multi-tenant remote MCP server that exposes any GitHub-backed Obsidian vault to…
54015
apasztetnik
La guía 'El Buen Agente' como 18 tools para evaluar, mejorar y construir agente…
54016
hrandhawa02
squad_up Claim
Create events, add invitees, manage potlucks and carpools via natural language.
N/A N/A 95
54017
detection-forge
LOLBAS, GTFOBins, and process parent-child lookups for detection engineering ag…
N/A N/A
54018
cyanheads
Fleet discovery for the cyanheads MCP ecosystem — semantic search + install sni…
54019
loyalspark
Onchain Loyalty-as-a-Service on Base L2. AI agents can create loyalty programs,…
81
54020
info-iywv
World Weather Online MCP Server gives AI agents direct access to one of the wor…
81
54021
enstw
A remote MCP connector that gives Claude.ai projects a persistent, cross-conver…
54022
maxturazzini
PVGIS MCP Claim
MCP server that estimates photovoltaic production using the European Commission…
54023
chris
sdk Claim
Analyze your project to detect its language and deployment needs. Generate and …
N/A N/A 95
54024
chinpeerapat
Enables job search and scraping across multiple job boards (LinkedIn, Indeed, G…
54025
stubbedev
ms-graph-dev Claim
Helps construct and validate Microsoft Graph REST API calls with on-demand tool…
54026
Dutta-SD
A web-fetch MCP server for LLM agents that fetches pages with an escalation lad…
N/A N/A
54027
qiobn
arcpro-mcp Claim
Enables natural language control of live ArcGIS Pro sessions through the Model …
N/A N/A
54028
alinjfz
A universal fitness intelligence layer for AI assistants like Claude, ChatGPT, …
54029
gui-wf
Provides AI assistants with access to PurelyMail's email management API, enabli…
54030
kimhjort
Tells you when your favourite football teams play and where to watch in Denmark…
54031
bestimmaa
MCP server for printing POS receipts via CUPS printers, supporting a two-step c…
54032
bitofacoder
All-in-one MCP server: GitHub, Git, Slack, web fetch, memory, and filesystem. A…
N/A N/A
54033
monte-carlo
Monte Carlo Claim
Data + AI observability — monitor and troubleshoot production-grade agents and …
81
54034
xunwenruo
Enables query and management of Zentao bugs, tasks, projects, and iterations di…
54035
simonblanco
kanban Claim
N/A N/A 95
54036
Aidan-Kay
MCP Nexus Claim
A single MCP endpoint for AI agents to browse, inspect, and call tools from mul…
54037
VeniceEsse
vvvesse Claim
ESSE (Existence Synchronization System Entity) — a meta-agent MCP server that f…
54038
veeam-ai
Extends Veeam Intelligence to MCP-compatible clients, enabling secure, real-tim…
54039
CSOAI-ORG
EU Platform Workers Directive (2024/2831) compliance — employment-status presum…
N/A N/A
54040
simonluke
Enables AI agents to load, translate, simulate, and analyze Modelica models in …
N/A N/A
54041
Pavankurapati03
A Python-based MCP server that provides mathematical tools like addition and ra…
N/A N/A
54042
souhailmerroun-recyclebin
mcp-browser Claim
Exposes Playwright browser automation as MCP tools, enabling AI assistants to c…
N/A N/A
54043
angryninja48
Connects to Garmin Connect and exposes fitness and health data (activities, ste…
54044
fzlzjerry
uniprot-mcp Claim
MCP server that exposes the UniProt REST API to LLM clients, enabling search an…
54045
Nainounen
homelab-mcp Claim
MCP server giving AI assistants full control of a Proxmox homelab, enabling man…
54046
Harper-Labs
Hosted MCP for YouTube Studio: uploads, metadata, playlists, comments, analytic…
54047
SimoneRecchia
Enables building and previewing Minecraft schematics from natural language desc…
N/A N/A
54048
deivit24
A learning project that wraps a FastAPI app with endpoints for random facts and…
54049
AmyJeanes
MCP server that analyzes images with Google's Gemini vision models, allowing ag…
54050
mrgoonie
MCP server for Vietnamese stock market data, enabling AI assistants to access s…
Showing 54001–54050 of 54421 servers