MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29768
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 29 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52351
fastmcp-me
APIWeaver Claim
Dynamically creates MCP servers from web API configurations, enabling AI assist…
52352
trivago Claim 1
trivago's mcp server to find your ideal hotel and compare prices from multiple …
N/A N/A 81
52353
rudra016
An MCP server that enables AI assistants to search, discover, and install Acete…
52354
fireberry-crm
Enables AI assistants to securely interact with Fireberry CRM, allowing metadat…
52355
fastmcp-me
An MCP server that provides AI agents with ICP Triangulation Framework™ for sco…
52356
BananaCrystal
Provides AI agents with a wallet and autonomous payment capabilities using stab…
52357
MCP-Reasoner
MCP-ORTools Claim
Enables Large Language Models to submit and solve constraint satisfaction and o…
N/A N/A
52358
CSOAI-ORG
recipe-finder-ai-mcp MCP server by MEOK AI Labs
N/A N/A
52359
DyanGalih
Repository-native, Git-reviewable memory extension for AI coding assistants to …
N/A N/A
52360
mirage-security
Enables AI assistants to interact with KnowBe4 security awareness training data…
52361
arimxyer
Comprehensive documentation lifecycle management powered by an MCP server. Auto…
N/A N/A
52362
louchi1984-coder
Offloads expensive code reading, editing, and checking tasks to DeepSeek throug…
N/A N/A
52363
kingplaybookHQadmin1
Kings Playbook sports API for AI agents: NBA/MLB/NHL lineups, projections, and …
N/A N/A
52364
miketwalker
TubePull Claim
Download YouTube videos as MP3/M4A/MP4 from any MCP-compatible AI assistant. Fr…
52365
vfxprojoe
AI-powered media & entertainment intelligence — research, briefs, and market da…
N/A N/A 83
52366
maciekaz
eset-mcp Claim
MCP server for the ESET ecosystem - Connect cloud + PROTECT On-Prem, multi-tena…
N/A N/A
52367
CSOAI-ORG
EU Platform Workers Directive (2024/2831) compliance — employment-status presum…
N/A N/A
52368
simonluke
Enables AI agents to load, translate, simulate, and analyze Modelica models in …
N/A N/A
52369
Pavankurapati03
A Python-based MCP server that provides mathematical tools like addition and ra…
N/A N/A
52370
souhailmerroun-recyclebin
mcp-browser Claim
Exposes Playwright browser automation as MCP tools, enabling AI assistants to c…
N/A N/A
52371
angryninja48
Connects to Garmin Connect and exposes fitness and health data (activities, ste…
52372
fzlzjerry
uniprot-mcp Claim
MCP server that exposes the UniProt REST API to LLM clients, enabling search an…
52373
Nainounen
homelab-mcp Claim
MCP server giving AI assistants full control of a Proxmox homelab, enabling man…
52374
Harper-Labs
Hosted MCP for YouTube Studio: uploads, metadata, playlists, comments, analytic…
52375
SimoneRecchia
Enables building and previewing Minecraft schematics from natural language desc…
N/A N/A
52376
deivit24
A learning project that wraps a FastAPI app with endpoints for random facts and…
52377
AmyJeanes
MCP server that analyzes images with Google's Gemini vision models, allowing ag…
52378
mrgoonie
MCP server for Vietnamese stock market data, enabling AI assistants to access s…
52379
keen-mcp
MindMap Claim
Turn outlines and hierarchical notes into interactive mind maps through a hoste…
52380
geraservicesuk
mcp-gerajobs Claim
Local job marketplace: search jobs, apply, post listings. 50+ countries.
N/A N/A 95
52381
axel-belfort
Webhook testing API for AI agents. Send POST/PUT/PATCH/DELETE requests to any e…
81
52382
Mink16
MCP server for Xserver hosting that provides tools to manage mail accounts, DNS…
52383
tonycueva
A Model Context Protocol (MCP) server that enables Claude to create and manipul…
81
52384
BautistaPessagno
CollabMCP Claim
Provides shared real-time context for Claude Code agents, including scope aware…
N/A N/A
52385
SaiyemRaiyan
Enables AI agents to manage Box files, folders, collaborations, and more via th…
52386
hinora
Office-MCP Claim
Automates Windows Office applications (WPS Office and Outlook) via COM automati…
N/A N/A
52387
bch1212
injectshield Claim
Prompt-injection firewall for AI agents — scan untrusted text before LLM calls.
N/A N/A
52388
floriangrousset
OPNsense MCP Server
81
52389
venchuian
Enables interaction with Feishu (Lark) via MCP for sending messages, managing c…
52390
tobinsouth
Enable seamless creation and management of authentication workflows for your ap…
N/A N/A 95
52391
sevalla-templates
A demonstration server implementing the Model Context Protocol with Server-Sent…
52392
shomechakraborty
High-value scientific tools for AI agents — literature search (PubMed, arXiv, S…
52393
laxmimerit
An MCP server that enables saving, retrieving, and managing research content us…
N/A N/A
52394
mcp-server Claim 1
Architecture visibility and control for agentic engineering.
N/A N/A 81
52395
gitByEOS
Enables remote chat between Feishu (Lark) and AI agents like Cursor/Claude via …
52396
fleXRPL
github-mcp Claim
Enables AI assistants to interact with GitHub repositories, issues, pull reques…
52397
thinkchainai
Automate cloud Chrome—navigate, click, type, screenshot, run code, record scree…
52398
gpavan1992
Real-world intelligence MCP — macroeconomics, climate, disasters, trade & aviat…
N/A N/A
52399
juampicosta
AbletonMCP Claim
Control Ableton Live from Claude Code via the Model Context Protocol (MCP). Cre…
N/A N/A
52400
CruGlobal
Enables AI clients to manage Flightdeck projects, work items, cycles, modules, …
Showing 52351–52400 of 54421 servers