MCP Server Quality Scores
Independent quality analysis of 67286 public MCP servers
Last updated 2 hours, 37 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 61401 |
marimo-mcp
Claim
Auto-discovers running marimo notebooks and exposes tools for reading, editing,…
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| 61402 |
case-chat
Claim
A conversational chat interface that uses RAG over a synthetic test corpus and …
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| 61403 |
codex-gpt-bridge
Claim
Streamable HTTP MCP bridge that allows ChatGPT to delegate code execution reque…
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| 61404 |
BomberJS MCP Server
Claim
MCP server that exposes the atomic-bomb tool for generating project scaffolding…
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| 61405 |
Gonka Network Pricing
Claim
Compare LLM inference costs vs OpenAI/Anthropic/DeepSeek. Gonka is up to 6800x …
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| 61406 |
sourcify-context-server
Claim
A simple notes MCP server that enables creating, listing, and summarizing text …
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| 61407 |
NOESIS
Claim
A cognitive optimization engine exposed as an MCP server that amplifies LLM rea…
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| 61408 |
Xylent MCP Server
Claim
Exposes a suite of 31 AI agents and the Ralph Engine orchestration framework to…
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| 61409 |
Proton Drive MCP
Claim
MCP server that provides full access to Proton Drive via Claude Desktop or CLI,…
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| 61410 |
Weather MCP Server
Claim
Provides weather alerts and forecasts via MCP tools, supporting both STDIO and …
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| 61411 |
Detect company changes across hiring, tech stack, funding, and firmographics. R…
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| 61412 |
hydration-reminder-ai-mcp MCP server by MEOK AI Labs
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| 61413 |
sensorium-mcp
Claim
MCP server with persistent memory, voice understanding, multi-thread orchestrat…
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| 61414 |
JSON Diff
Claim
Compare two JSON files deeply, ignoring order, to surface every difference. Get…
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| 61415 |
Handle Figma MCP
Claim
Enables AI assistants to read and modify Figma designs programmatically through…
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| 61416 |
self-inspect
Claim
Enables agents to reflect on their own thinking by returning a metathought ques…
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| 61417 |
Enables weather-based travel advisory generation using wttr.in API, including t…
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| 61418 |
Magic Eden MCP Server
Claim
Enables interaction with the Magic Eden NFT marketplace across multiple blockch…
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| 61419 |
Anki Card Manager (acm)
Claim
This MCP server connects Claude with Anki, allowing users to create flashcards …
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| 61420 |
Database Operations MCP
Claim
Enables database inspection, backup/restore, analysis, and querying, plus media…
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| 61421 |
Metro MCP
Claim
A unified MCP server for US transit systems, supporting Washington DC Metro and…
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| 61422 |
Enables secure SSH and Oracle DB operations with persistent sessions, audit log…
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| 61423 |
apple-mcp
Claim
Enables AI to control Apple Mac apps like Messages, Notes, Contacts, Mail, Remi…
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| 61424 |
MCP-Edge
Claim
Enables cloud LLM agents to discover and invoke physical hardware on edge and I…
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| 61425 |
SolidWorks MCP Server
Claim
Enables Claude to create and manipulate SolidWorks CAD models through natural l…
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| 61426 |
Figma Console MCP Server
Claim
Bridges AI assistants with Figma for design system extraction, bidirectional to…
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| 61427 |
AI-Powered Offensive Security Research Engine - desktop-native security testing…
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| 61428 |
luogu-mcp-server
Claim
A read-only MCP server for discovering and fetching Luogu problems, training se…
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| 61429 |
Sample MCP server exposing 5 tools (weather, profile, wikipedia) via a single e…
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| 61430 |
OpenAPI MCP Server
Claim
Exposes OpenAPI endpoints as MCP tools, enabling LLMs to discover and interact …
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| 61431 |
Canvas LMS MCP
Claim
Enables AI agents to access Canvas LMS academic data such as courses, assignmen…
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| 61432 |
pwsh-exec-mcp
Claim
A minimal, transparent PowerShell 7 MCP for Windows — one tool: raw exit code, …
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| 61433 |
DeepMap AI MCP Server
Claim
Provides 25 geophysical intelligence tools for multi-hazard risk scoring, earth…
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| 61434 |
Enables searching and browsing the entire F5 AI Security documentation using TF…
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| 61435 |
Software Planning Tool
Claim
An MCP server that facilitates interactive software development planning by bre…
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| 61436 |
Brings DuckDuckGo search (web, news, images, videos) to any MCP-compatible AI c…
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| 61437 |
mac-pilot-mcp
Claim
Self-learning macOS automation MCP server that remembers successful patterns an…
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| 61438 |
BambooHR MCP Server
Claim
A comprehensive MCP server for BambooHR with 47 tools covering employee managem…
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| 61439 |
hacknplan-mcp
Claim
Enables Claude to interact with HacknPlan project management via the MCP protoc…
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| 61440 |
Code Scalpel
Claim
Enables AI assistants to surgically extract and analyze code, reducing token us…
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| 61441 |
DDG MCP2
Claim
A basic MCP server template built with FastMCP framework that provides example …
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| 61442 |
recall-mcp
Claim
Persistent memory MCP server for AI coding agents. Stores, searches, and retrie…
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| 61443 |
merk.a2a
Claim
a2a b2b protocol
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| 61444 |
Your AI Development Conductor - 60 MCP tools for intelligent task orchestration
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| 61445 |
x402 MCP Proxy
Claim
A local MCP proxy that connects to remote MCP servers and automatically handles…
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| 61446 |
Codex Security Cloud MCP
Claim
MCP server for the Codex Security Cloud service, enabling agents to list, inspe…
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| 61447 |
@deay/mcp
Claim
MCP server providing AI assistants with comprehensive documentation about @deay…
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| 61448 |
salaxy-mcp
Claim
Exposes Finnish payroll (palkanlaskenta) API as MCP tools for calculating salar…
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| 61449 |
hostwares-mcp
Claim
Enables deploying sites, managing databases, and troubleshooting deployments on…
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| 61450 |
Canvas MCP
Claim
Enables Claude to interact with Canvas LMS, allowing natural language queries a…
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