MCP Server Quality Scores
Independent quality analysis of 66549 public MCP servers
Last updated 1 hour, 26 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 38851 |
ZIM MCP Server
Claim
Enables large language models to directly access and search content in ZIM file…
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| 38852 |
RagDocs MCP Server
Claim
Provides RAG capabilities for semantic document search using Qdrant vector data…
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| 38853 |
Aviationstack
Claim
Aviationstack MCP — global flight + airport + airline data
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| 38854 |
harness_to_mcp
Claim
Exposes internal tools from agent harnesses (Claude Code, Codex, etc.) as a sta…
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| 38855 |
travel-insurance
Claim
Compare travel insurance quotes from 15+ insurers — Schengen, WHV, students, lo…
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| 38856 |
Dog API MCP Server
Claim
Enables interaction with the Dog API through natural language, supporting opera…
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| 38857 |
Stellaroid Earn
Claim
Read-only MCP server: verify credentials and browse escrows on the Stellar test…
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| 38858 |
mcp
Claim
See how ChatGPT, Claude, Perplexity, and Gemini cite brands, prompts, and sourc…
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| 38859 |
EditX
Claim
An MCP server for taking screenshots and editing images with annotations, shape…
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| 38860 |
retavyn
Claim
Retavyn provides persistent memory for Claude, automatically storing and inject…
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| 38861 |
aiwaiverdesk-mcp
Claim
Remote MCP for AI waiver checks, exception approvals, expiry review, and audit …
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| 38862 |
SoundCloud MCP
Claim
Enables uploading and managing SoundCloud tracks via the official API, with sup…
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| 38863 |
Võro MCP Server
Claim
An MCP server for working with the Võro language: local dictionary and corpus l…
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| 38864 |
Plaud Notes MCP Server
Claim
Connects your Plaud voice recorder to Claude, giving access to recordings, tran…
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| 38865 |
Mind Cloud
Claim
Persistent memory infrastructure for AI systems, running on Cloudflare's edge n…
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| 38866 |
einvoice-mcp
Claim
MCP server for German e-invoice compliance (XRechnung 3.0 & ZUGFeRD 2.x) enabli…
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| 38867 |
Runbook MCP Server
Claim
Integrates with Runbook to allow listing, reading, searching, creating, and upd…
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| 38868 |
indian-stock-market-mcp
Claim
MCP server providing real-time Indian stock market data through 15 tools, inclu…
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| 38869 |
Enables AI agents to control an ESP32-C3 audio client via MQTT for playing, pau…
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| 38870 |
MCP JSON Maker
Claim
Enables AI to create, edit, and batch generate JSON data with advanced rule eng…
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| 38871 |
Framesleuth
Claim
Local bug-reproduction video analysis tool that processes bug recordings frame-…
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| 38872 |
sicry
Claim
Enables AI agents to access Tor hidden services and the dark web through tools …
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| 38873 |
fh6-tuner
Claim
An MCP server that analyzes Forza Horizon 6 telemetry to provide AI-driven tuni…
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| 38874 |
PyForge IDE
Claim
Enables Python code execution in a sandboxed environment with virtual file syst…
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| 38875 |
MCP Todo Server
Claim
A CRUD todo list server that exposes tools to create, list, and conclude tasks,…
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| 38876 |
mcp-augment
Claim
Adds safety hooks to AI coding tools by providing enforced proxy tools (safe_wr…
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| 38877 |
Arkana
Claim
An MCP server that provides 294 malware analysis tools behind an AI-driven inte…
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| 38878 |
news-mcp
Claim
Agentic NewsAPI.org MCP server with semantic search, article versioning, Chroma…
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| 38879 |
mcp-bridge
Claim
MCP server for Cocos Creator that enables AI tools to automate scene editing, r…
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| 38880 |
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
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| 38881 |
spiderchat-mcp-server
Claim
Access your Spider Chat flows, memories, and facts from Claude Desktop with fas…
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| 38882 |
BioCite-MCP
Claim
BioCite-MCP enables LLMs to retrieve verified academic literature metadata, cit…
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| 38883 |
LogicMem MCP Server
Claim
Provides persistent memory, reasoning, agent-to-agent sharing, and immutable au…
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| 38884 |
Provides 55 tools for managing QuickBooks entities like customers, invoices, an…
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| 38885 |
agentbridge
Claim
A unified gateway for AI agent tools that provides a single MCP stdio endpoint …
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| 38886 |
music-assistant-mcp
Claim
Enables AI assistants to control Music Assistant for music search, library brow…
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| 38887 |
hourledger-mcp
Claim
MCP server that calculates work hours, overtime, and gross pay from clock in/ou…
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| 38888 |
AgentAuth
Claim
Identity and auth for AI agents: credentials, tokens, delegations, and permissi…
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| 38889 |
demo-mcp-server
Claim
A modular Python MCP server providing tools for text echoing, system informatio…
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| 38890 |
agentfenster
Claim
Windows GUI automation on a hidden second desktop, driven from Claude Code over…
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| 38891 |
MCP-WHATSAPP-EVO
Claim
Exposes the full WhatsApp API via Evolution API, enabling message sending, chat…
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| 38892 |
tilwhen date engine
Claim
Deterministic date arithmetic with auditable receipts: business days, due dates…
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| 38893 |
quickchat-ai-mcp
Claim
Launch your conversational Quickchat AI agent as an MCP to give AI apps real-ti…
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| 38894 |
DocPulse
Claim
DocPulse enables users to distill large documentation into compact, LLM-ready s…
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| 38895 |
websocat-mcp
Claim
MCP server for WebSocket operations, enabling connect, send, receive, and manag…
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| 38896 |
GAM MCP Server
Claim
Enables AI assistants to perform Google Workspace administrative actions via GA…
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| 38897 |
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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| 38898 |
@ratel-ai/mcp-server
Claim
Exposes a Ratel tool catalog over MCP with two tools (search_tools and invoke_t…
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| 38899 |
Enables fetching HuggingFace daily papers for today, yesterday, or a specific d…
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| 38900 |
Foggy Data MCP Bridge
Claim
A semantic layer query engine with MCP support, enabling AI assistants to query…
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