MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31852
Scored
2112
Verified
16953
Complete

Last updated 19 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
39351
codependentai
Mind Cloud Claim
Persistent memory infrastructure for AI systems, running on Cloudflare's edge n…
39352
Mavengence
einvoice-mcp Claim
MCP server for German e-invoice compliance (XRechnung 3.0 & ZUGFeRD 2.x) enabli…
39353
qloba
Integrates with Runbook to allow listing, reading, searching, creating, and upd…
39354
aswin-s
MCP server providing real-time Indian stock market data through 15 tools, inclu…
39355
xiazhe-xz
Enables AI agents to control an ESP32-C3 audio client via MQTT for playing, pau…
81
39356
zb2947244682
Enables AI to create, edit, and batch generate JSON data with advanced rule eng…
81
39357
santoshshinde2012
Framesleuth Claim
Local bug-reproduction video analysis tool that processes bug recordings frame-…
N/A N/A
39358
JacobJandon
sicry Claim
Enables AI agents to access Tor hidden services and the dark web through tools …
N/A N/A
39359
Jacobobber
fh6-tuner Claim
An MCP server that analyzes Forza Horizon 6 telemetry to provide AI-driven tuni…
N/A N/A
39360
pythondev-pro
PyForge IDE Claim
Enables Python code execution in a sandboxed environment with virtual file syst…
N/A N/A 95
39361
costaadiego1989
A CRUD todo list server that exposes tools to create, list, and conclude tasks,…
N/A N/A
39362
JoeyBe1
mcp-augment Claim
Adds safety hooks to AI coding tools by providing enforced proxy tools (safe_wr…
N/A N/A
39363
JameZUK
Arkana Claim
An MCP server that provides 294 malware analysis tools behind an AI-driven inte…
39364
l4b4r4b4b4
news-mcp Claim
Agentic NewsAPI.org MCP server with semantic search, article versioning, Chroma…
39365
firekula
mcp-bridge Claim
MCP server for Cocos Creator that enables AI tools to automate scene editing, r…
N/A N/A
39366
lukeduffell-personal
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
39367
Spider-Chat
Access your Spider Chat flows, memories, and facts from Claude Desktop with fas…
39368
muslus
BioCite-MCP Claim
BioCite-MCP enables LLMs to retrieve verified academic literature metadata, cit…
39369
LogicMem
Provides persistent memory, reasoning, agent-to-agent sharing, and immutable au…
39370
LibreChat-AI
Provides 55 tools for managing QuickBooks entities like customers, invoices, an…
39371
lybang972314
agentbridge Claim
A unified gateway for AI agent tools that provides a single MCP stdio endpoint …
N/A N/A
39372
devjourney
Enables AI assistants to control Music Assistant for music search, library brow…
39373
wudongjie
MCP server that calculates work hours, overtime, and gross pay from clock in/ou…
N/A N/A
39374
radi-totev
AgentAuth Claim
Identity and auth for AI agents: credentials, tokens, delegations, and permissi…
N/A N/A 75
39375
ZureJack
A modular Python MCP server providing tools for text echoing, system informatio…
N/A N/A
39376
clemensjl
agentfenster Claim
Windows GUI automation on a hidden second desktop, driven from Claude Code over…
N/A N/A
39377
jppeiro90
Exposes the full WhatsApp API via Evolution API, enabling message sending, chat…
39378
abmwine
Deterministic date arithmetic with auditable receipts: business days, due dates…
39379
incentivai
Launch your conversational Quickchat AI agent as an MCP to give AI apps real-ti…
81
39380
mkhanal
DocPulse Claim
DocPulse enables users to distill large documentation into compact, LLM-ready s…
N/A N/A 95
39381
shivam-jainn
websocat-mcp Claim
MCP server for WebSocket operations, enabling connect, send, receive, and manag…
N/A N/A
39382
ktibbs9417
Enables AI assistants to perform Google Workspace administrative actions via GA…
N/A N/A
39383
cppalliance
A local MCP server that gives an LLM agent read access to the WG21 (ISO C++) co…
N/A N/A
39384
ratel-ai
Exposes a Ratel tool catalog over MCP with two tools (search_tools and invoke_t…
39385
jianjungki
Enables fetching HuggingFace daily papers for today, yesterday, or a specific d…
39386
foggy-projects
A semantic layer query engine with MCP support, enabling AI assistants to query…
39387
beepboop2025
A comprehensive MCP server with 37 tools for PDF operations including reading, …
N/A N/A
39388
cbuntingde
Enables agents to maintain persistent memory through three-tiered architecture:…
N/A N/A 95
39389
Livshitz
mcp-github Claim
MCP server for the GitHub REST API that enables interaction with repositories, …
39390
edujuan
Assists AI coding agents in understanding and implementing UTCP by providing do…
39391
g-battaglia
mcp-seo Claim
Enables AI agents to perform comprehensive SEO audits on web pages, including m…
N/A N/A
39392
Baldros
MCP BACEN Claim
Provides tools to query Brazilian Central Bank public data, including SGS time …
39393 N/A N/A 95
39394
haydenwade
Enables LLMs to query current and historic avalanche danger ratings by location…
39395
softvoyagers
fakturka-api Claim
Free Polish VAT invoice generator API (Faktura VAT) with PDF output and preview…
95
39396
BigStationW
Enables tool-calling LLMs to search the internet, capture website images, extra…
N/A N/A
39397
dtz-labs
zesarux-mcp Claim
Controls the ZEsarUX ZX Spectrum emulator via ZRCP protocol for debugging, memo…
N/A N/A
39398
sqr
datadog-mcp Claim
Retrieves logs from Datadog for a specified Kubernetes cluster and namespace, e…
39399
lucamarien
A secure MCP server for managing OPNsense firewalls through AI assistants. Prov…
N/A N/A
39400
ngocdd
proxmox-mcps Claim
Enables AI assistants to manage Proxmox VE infrastructure, including VMs, conta…
Showing 39351–39400 of 66549 servers
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