MCP Server Quality Scores
Independent quality analysis of 68328 public MCP servers
Last updated 51 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 67951 |
DramaCraft
Claim
Integrates with Jianying (CapCut) and Chinese LLMs to automate short drama vide…
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| 67952 |
SmartOffice-MCP
Claim
Enables AI agents to create, edit, format, and analyze Microsoft Office documen…
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| 67953 |
mcp-dart-kr
Claim
Enables AI agents to access Korea's DART financial data system for retrieving a…
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| 67954 |
mcp-agent-app
Claim
Converts GeoJSON geometries into 3D triangulated meshes using a local LLM (Olla…
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| 67955 |
codex-gpt-bridge
Claim
Streamable HTTP MCP bridge that allows ChatGPT to delegate code execution reque…
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| 67956 |
GDB MCP Server
Claim
Enables AI agents to interact with GDB for debugging via the MCP protocol. Supp…
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| 67957 |
marimo-mcp
Claim
Auto-discovers running marimo notebooks and exposes tools for reading, editing,…
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| 67958 |
MCP Image Tools Server
Claim
Provides image processing tools for Claude Code, including downloading toy imag…
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| 67959 |
ansys-mcp-server
Claim
Enables Claude Code to control Ansys engineering simulations (CFD, FEA, meshing…
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| 67960 |
case-chat
Claim
A conversational chat interface that uses RAG over a synthetic test corpus and …
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| 67961 |
BomberJS MCP Server
Claim
MCP server that exposes the atomic-bomb tool for generating project scaffolding…
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| 67962 |
sourcify-context-server
Claim
A simple notes MCP server that enables creating, listing, and summarizing text …
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| 67963 |
NOESIS
Claim
A cognitive optimization engine exposed as an MCP server that amplifies LLM rea…
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| 67964 |
Proton Drive MCP
Claim
MCP server that provides full access to Proton Drive via Claude Desktop or CLI,…
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| 67965 |
Weather MCP Server
Claim
Provides weather alerts and forecasts via MCP tools, supporting both STDIO and …
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| 67966 |
hallucination-detector
Claim
Hallucination Detector — scores AI-generated output for hallucination risk. Det…
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| 67967 |
standup-mcp
Claim
Generates daily standup drafts from your actual GitHub, Jira, Linear, and Slack…
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| 67968 |
mediawiki-mcp
Claim
An MCP server for MediaWiki instances with multi-wiki support, providing full r…
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| 67969 |
Grimoire
Claim
Read-only MCP server that gives Claude live access to your UE5 project state — …
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| 67970 |
sensorium-mcp
Claim
MCP server with persistent memory, voice understanding, multi-thread orchestrat…
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| 67971 |
vsfclub8
Claim
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| 67972 |
iris-execute-mcp
Claim
MCP server for InterSystems IRIS that provides 8 tools including ObjectScript e…
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| 67973 |
Handle Figma MCP
Claim
Enables AI assistants to read and modify Figma designs programmatically through…
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| 67974 |
mcp_zoomeye
Claim
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| 67975 |
MCP-Edge
Claim
Enables cloud LLM agents to discover and invoke physical hardware on edge and I…
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| 67976 |
self-inspect
Claim
Enables agents to reflect on their own thinking by returning a metathought ques…
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| 67977 |
Anki Card Manager (acm)
Claim
This MCP server connects Claude with Anki, allowing users to create flashcards …
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| 67978 |
luogu-mcp-server
Claim
A read-only MCP server for discovering and fetching Luogu problems, training se…
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| 67979 |
Metro MCP
Claim
A unified MCP server for US transit systems, supporting Washington DC Metro and…
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| 67980 |
Enables weather-based travel advisory generation using wttr.in API, including t…
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| 67981 |
Database Operations MCP
Claim
Enables database inspection, backup/restore, analysis, and querying, plus media…
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| 67982 |
Sample MCP server exposing 5 tools (weather, profile, wikipedia) via a single e…
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| 67983 |
Magic Eden MCP Server
Claim
Enables interaction with the Magic Eden NFT marketplace across multiple blockch…
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| 67984 |
Figma Console MCP Server
Claim
Bridges AI assistants with Figma for design system extraction, bidirectional to…
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| 67985 |
AI-Powered Offensive Security Research Engine - desktop-native security testing…
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| 67986 |
SolidWorks MCP Server
Claim
Enables Claude to create and manipulate SolidWorks CAD models through natural l…
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| 67987 |
apple-mcp
Claim
Enables AI to control Apple Mac apps like Messages, Notes, Contacts, Mail, Remi…
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| 67988 |
Enables secure SSH and Oracle DB operations with persistent sessions, audit log…
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| 67989 |
OpenAPI MCP Server
Claim
Exposes OpenAPI endpoints as MCP tools, enabling LLMs to discover and interact …
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| 67990 |
Canvas LMS MCP
Claim
Enables AI agents to access Canvas LMS academic data such as courses, assignmen…
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| 67991 |
mac-pilot-mcp
Claim
Self-learning macOS automation MCP server that remembers successful patterns an…
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| 67992 |
Enables searching and browsing the entire F5 AI Security documentation using TF…
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| 67993 |
merk.a2a
Claim
a2a b2b protocol
|
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| 67994 |
Software Planning Tool
Claim
An MCP server that facilitates interactive software development planning by bre…
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| 67995 |
Brings DuckDuckGo search (web, news, images, videos) to any MCP-compatible AI c…
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| 67996 |
BambooHR MCP Server
Claim
A comprehensive MCP server for BambooHR with 47 tools covering employee managem…
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| 67997 |
recall-mcp
Claim
Persistent memory MCP server for AI coding agents. Stores, searches, and retrie…
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| 67998 |
Code Scalpel
Claim
Enables AI assistants to surgically extract and analyze code, reducing token us…
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| 67999 |
brain-mcp
Claim
A local MCP server that acts as long-term memory for AI coding assistants, stor…
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| 68000 |
hostwares-mcp
Claim
Enables deploying sites, managing databases, and troubleshooting deployments on…
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