MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 2 hours, 59 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 46151 |
Provides comprehensive World of Warcraft guild analytics, player character anal…
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| 46152 |
Agent Ready
Claim
Agent Ready is an AI agent readability scanner — point it at any public URL and…
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| 46153 |
Sepolia FastMCP Server
Claim
A Model Context Protocol (MCP) server for interacting with the Sepolia Ethereum…
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| 46154 |
krusch-sequential-mcp
Claim
An advanced MCP server for reflective chain-of-thought with Semantic Plausibili…
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| 46155 |
extract-image
Claim
Extract and analyze images from files, links, and embedded images to understand…
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| 46156 |
Dynamic AI persona management for Claude with file-based storage. Switch betwee…
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| 46157 |
Agentweaver MCP Server
Claim
Exposes Agentweaver runs and outcomes as MCP tools for Claude Desktop and compa…
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| 46158 |
WP Navigator MCP
Claim
AI-powered WordPress management that enables creating and editing posts, pages,…
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| 46159 |
MiniMax MCP
Claim
Enables interaction with MiniMax AI APIs for text-to-speech, voice cloning, vid…
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| 46160 |
Provides structured templates for security questionnaires, RFP responses, and c…
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| 46161 |
upriver
Claim
Know what's gaining traction online: breakout topics in tech, sports & politics…
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| 46162 |
vapi-mcp-server
Claim
Enables AI agents to manage Vapi Voice AI platform resources such as assistants…
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| 46163 |
codetex-mcp
Claim
A commit-aware code context manager for LLMs that indexes Git repositories into…
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| 46164 |
websec-auditor
Claim
Passive website security and trust auditor that checks for security, SEO, AI su…
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| 46165 |
mcp-relay-kit
Claim
A unified MCP gateway that reduces context token usage by exposing all services…
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| 46166 |
Excel MCP
Claim
Enables AI clients to read, write, and manage Excel workbooks (.xlsx/.xlsm) dir…
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| 46167 |
Ambient Context MCP
Claim
Local Windows ambient context (presence, foreground app, battery) as privacy-ga…
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| 46168 |
gcalendar-mcp
Claim
A Model Context Protocol server that enables Claude to fully manage Google Cale…
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| 46169 |
obra-cfo
Claim
Local-first MCP that runs an investment committee on your pitch and scores fund…
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| 46170 |
AgentVeil Protocol
Claim
Trust, identity, and reputation infrastructure for AI agents. Register agents w…
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| 46171 |
shyn
Claim
Local-first ambient memory for your Mac — pages, meetings, notes, encrypted on-…
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| 46172 |
Centralaizer
Claim
A local-first, privacy-preserving centralized memory hub for AI agents — MCP-co…
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| 46173 |
MCP server for managing Tailor Platform resources via tools like create, update…
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| 46174 |
Enables AI assistants to interact with Veeam Backup & Replication infrastructur…
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| 46175 |
browser-mcp-server
Claim
A universal browser automation MCP server using Playwright, enabling programmat…
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| 46176 |
mcp-server
Claim
AI dev brain: persistent memory, lessons, semantic search for Claude, Cursor, C…
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| 46177 |
Upstox MCP Server
Claim
A lightweight, plugin-based MCP server for trading and fund analysis using Upst…
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| 46178 |
Noemic
Claim
Someone to talk to, for your user: coaches, mentors, accountability partners. F…
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| 46179 |
A Forgejo MCP Server
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| 46180 |
mcp-sqlserver
Claim
A powerful MCP server for Microsoft SQL Server that connects AI assistants dire…
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| 46181 |
colber-mcp
Claim
Trust + coordination infrastructure for the agent economy. 27 tools across 6 Co…
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| 46182 |
Stratum MCP
Claim
Structured execution for coding agents: contracts, postconditions, gates, guard…
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| 46183 |
A11y Expert MCP
Claim
An accessibility expert MCP server that provides AI coding assistants with real…
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| 46184 |
metabase-mcp-python
Claim
A Python MCP server for Metabase that enables AI assistants to query databases,…
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| 46185 |
Praxis
Claim
Gives AI assistants a reliable memory for proven, verified skills, enabling the…
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| 46186 |
Bardo
Claim
An identity & continuity platform for AI agents.
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| 46187 |
RoselineMCP
Claim
MCP server for C# code analysis and automated fixing using Roslyn analyzers and…
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| 46188 |
mcp-supermercados-cl
Claim
Enables searching products, comparing prices, and building optimal shopping lis…
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| 46189 |
WordComb MCP Server
Claim
Exposes a word combination engine with tools to generate permutations and check…
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| 46190 |
LingoChunk MCP
Claim
Turns a coding agent into a language tutor grounded in your LingoChunk listenin…
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| 46191 |
Music Player MCP Server
Claim
Enables playing and controlling full music tracks from Audius with an inline vi…
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| 46192 |
CloudZIR MCP Server
Claim
An enterprise-grade MCP server providing integrated system prompts and context …
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| 46193 |
eventbrite-mcp
Claim
An MCP server that provides comprehensive event management and ticketing capabi…
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| 46194 |
xiaohongshu-mcp-py
Claim
MCP server for Xiaohongshu automation, enabling feed browsing, search, note pub…
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| 46195 |
Turkey payments for AI agents — Turkish cards / taksit via iyzico. Never holds …
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| 46196 |
DocuForge MCP Server
Claim
Enables AI agents to create, edit, and export IEEE research papers as PDFs, wit…
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| 46197 |
classin-mcp-server
Claim
MCP server integrating ClassIn API to let AI assistants manage users, courses, …
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| 46198 |
reflect-memory
Claim
Privacy-first AI memory system with MCP server for managing user-authored memor…
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| 46199 |
Super-Memory-TS
Claim
Local-first semantic memory server with project indexing for AI assistants. It …
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| 46200 |
license-checker-ai-mcp
Claim
license-checker-ai-mcp MCP server by MEOK AI Labs
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