MCP Server Quality Scores
Independent quality analysis of 66549 public MCP servers
Last updated 19 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 39351 |
Mind Cloud
Claim
Persistent memory infrastructure for AI systems, running on Cloudflare's edge n…
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| 39352 |
einvoice-mcp
Claim
MCP server for German e-invoice compliance (XRechnung 3.0 & ZUGFeRD 2.x) enabli…
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| 39353 |
Runbook MCP Server
Claim
Integrates with Runbook to allow listing, reading, searching, creating, and upd…
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| 39354 |
indian-stock-market-mcp
Claim
MCP server providing real-time Indian stock market data through 15 tools, inclu…
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| 39355 |
Enables AI agents to control an ESP32-C3 audio client via MQTT for playing, pau…
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| 39356 |
MCP JSON Maker
Claim
Enables AI to create, edit, and batch generate JSON data with advanced rule eng…
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| 39357 |
Framesleuth
Claim
Local bug-reproduction video analysis tool that processes bug recordings frame-…
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| 39358 |
sicry
Claim
Enables AI agents to access Tor hidden services and the dark web through tools …
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| 39359 |
fh6-tuner
Claim
An MCP server that analyzes Forza Horizon 6 telemetry to provide AI-driven tuni…
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| 39360 |
PyForge IDE
Claim
Enables Python code execution in a sandboxed environment with virtual file syst…
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| 39361 |
MCP Todo Server
Claim
A CRUD todo list server that exposes tools to create, list, and conclude tasks,…
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| 39362 |
mcp-augment
Claim
Adds safety hooks to AI coding tools by providing enforced proxy tools (safe_wr…
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| 39363 |
Arkana
Claim
An MCP server that provides 294 malware analysis tools behind an AI-driven inte…
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| 39364 |
news-mcp
Claim
Agentic NewsAPI.org MCP server with semantic search, article versioning, Chroma…
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| 39365 |
mcp-bridge
Claim
MCP server for Cocos Creator that enables AI tools to automate scene editing, r…
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| 39366 |
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
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| 39367 |
spiderchat-mcp-server
Claim
Access your Spider Chat flows, memories, and facts from Claude Desktop with fas…
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| 39368 |
BioCite-MCP
Claim
BioCite-MCP enables LLMs to retrieve verified academic literature metadata, cit…
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| 39369 |
LogicMem MCP Server
Claim
Provides persistent memory, reasoning, agent-to-agent sharing, and immutable au…
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| 39370 |
Provides 55 tools for managing QuickBooks entities like customers, invoices, an…
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| 39371 |
agentbridge
Claim
A unified gateway for AI agent tools that provides a single MCP stdio endpoint …
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| 39372 |
music-assistant-mcp
Claim
Enables AI assistants to control Music Assistant for music search, library brow…
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| 39373 |
hourledger-mcp
Claim
MCP server that calculates work hours, overtime, and gross pay from clock in/ou…
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| 39374 |
AgentAuth
Claim
Identity and auth for AI agents: credentials, tokens, delegations, and permissi…
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| 39375 |
demo-mcp-server
Claim
A modular Python MCP server providing tools for text echoing, system informatio…
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| 39376 |
agentfenster
Claim
Windows GUI automation on a hidden second desktop, driven from Claude Code over…
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| 39377 |
MCP-WHATSAPP-EVO
Claim
Exposes the full WhatsApp API via Evolution API, enabling message sending, chat…
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| 39378 |
tilwhen date engine
Claim
Deterministic date arithmetic with auditable receipts: business days, due dates…
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| 39379 |
quickchat-ai-mcp
Claim
Launch your conversational Quickchat AI agent as an MCP to give AI apps real-ti…
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| 39380 |
DocPulse
Claim
DocPulse enables users to distill large documentation into compact, LLM-ready s…
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| 39381 |
websocat-mcp
Claim
MCP server for WebSocket operations, enabling connect, send, receive, and manag…
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| 39382 |
GAM MCP Server
Claim
Enables AI assistants to perform Google Workspace administrative actions via GA…
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| 39383 |
wg21-wiki-mcp
Claim
A local MCP server that gives an LLM agent read access to the WG21 (ISO C++) co…
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| 39384 |
@ratel-ai/mcp-server
Claim
Exposes a Ratel tool catalog over MCP with two tools (search_tools and invoke_t…
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| 39385 |
Enables fetching HuggingFace daily papers for today, yesterday, or a specific d…
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| 39386 |
Foggy Data MCP Bridge
Claim
A semantic layer query engine with MCP support, enabling AI assistants to query…
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| 39387 |
pdf-toolkit-mcp
Claim
A comprehensive MCP server with 37 tools for PDF operations including reading, …
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| 39388 |
Memory MCP Server
Claim
Enables agents to maintain persistent memory through three-tiered architecture:…
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| 39389 |
mcp-github
Claim
MCP server for the GitHub REST API that enables interaction with repositories, …
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| 39390 |
Assists AI coding agents in understanding and implementing UTCP by providing do…
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| 39391 |
mcp-seo
Claim
Enables AI agents to perform comprehensive SEO audits on web pages, including m…
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| 39392 |
MCP BACEN
Claim
Provides tools to query Brazilian Central Bank public data, including SGS time …
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| 39393 |
context7-smithery-ai2
Claim
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| 39394 |
avalanche-org-mcp-server
Claim
Enables LLMs to query current and historic avalanche danger ratings by location…
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| 39395 |
fakturka-api
Claim
Free Polish VAT invoice generator API (Faktura VAT) with PDF output and preview…
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| 39396 |
Local-MCP-server
Claim
Enables tool-calling LLMs to search the internet, capture website images, extra…
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| 39397 |
zesarux-mcp
Claim
Controls the ZEsarUX ZX Spectrum emulator via ZRCP protocol for debugging, memo…
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| 39398 |
datadog-mcp
Claim
Retrieves logs from Datadog for a specified Kubernetes cluster and namespace, e…
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| 39399 |
OPNsense MCP Server
Claim
A secure MCP server for managing OPNsense firewalls through AI assistants. Prov…
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| 39400 |
proxmox-mcps
Claim
Enables AI assistants to manage Proxmox VE infrastructure, including VMs, conta…
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