MCP Server Quality Scores
Independent quality analysis of 67286 public MCP servers
Last updated 2 hours, 52 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 57751 |
mcp-sqlserver
Claim
A powerful MCP server for Microsoft SQL Server that connects AI assistants dire…
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| 57752 |
HTML to Markdown converter API for AI agents. Convert HTML to clean Markdown: s…
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| 57753 |
Stratum MCP
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Structured execution for coding agents: contracts, postconditions, gates, guard…
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| 57754 |
A11y Expert MCP
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An accessibility expert MCP server that provides AI coding assistants with real…
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| 57755 |
metabase-mcp-python
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A Python MCP server for Metabase that enables AI assistants to query databases,…
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| 57756 |
Bardo
Claim
An identity & continuity platform for AI agents.
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| 57757 |
Praxis
Claim
Gives AI assistants a reliable memory for proven, verified skills, enabling the…
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| 57758 |
CloudZIR MCP Server
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An enterprise-grade MCP server providing integrated system prompts and context …
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| 57759 |
mcp-supermercados-cl
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Enables searching products, comparing prices, and building optimal shopping lis…
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| 57760 |
LingoChunk MCP
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Turns a coding agent into a language tutor grounded in your LingoChunk listenin…
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| 57761 |
WordComb MCP Server
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Exposes a word combination engine with tools to generate permutations and check…
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| 57762 |
Music Player MCP Server
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Enables playing and controlling full music tracks from Audius with an inline vi…
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| 57763 |
xiaohongshu-mcp-py
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MCP server for Xiaohongshu automation, enabling feed browsing, search, note pub…
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| 57764 |
DocuForge MCP Server
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Enables AI agents to create, edit, and export IEEE research papers as PDFs, wit…
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| 57765 |
classin-mcp-server
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MCP server integrating ClassIn API to let AI assistants manage users, courses, …
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| 57766 |
reflect-memory
Claim
Privacy-first AI memory system with MCP server for managing user-authored memor…
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| 57767 |
Super-Memory-TS
Claim
Local-first semantic memory server with project indexing for AI assistants. It …
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| 57768 |
eventbrite-mcp
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An MCP server that provides comprehensive event management and ticketing capabi…
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| 57769 |
klayout-mcp
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Read-only MCP server for KLayout that opens GDS/OAS layouts, inspects geometry …
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| 57770 |
Omniscience
Claim
Enables LLMs to efficiently navigate large codebases by providing surgical acce…
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| 57771 |
ma-browser
Claim
MCP server that lets AI agents use your real browser as an API, accessing any w…
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| 57772 |
modao-proto-mcp
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Enables HTML code generation from design descriptions, detailed design specific…
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| 57773 |
ladder-mcp
Claim
Windows-first MCP bridge for Kimi Code CLI, exposing code analysis, editing, se…
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| 57774 |
marketplace
Claim
Search and discover credentialed operational systems on the GallanDigital marke…
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| 57775 |
AgentTrace
Claim
MCP server for tracing, logging, and debugging multi-agent systems by capturing…
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| 57776 |
mcp-instana
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Enables seamless interaction with the IBM Instana observability platform, allow…
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| 57777 |
rustici-mcp-server
Claim
MCP server for interacting with Rustici LRS via xAPI, enabling statement retrie…
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| 57778 |
codanna
Claim
Local code intelligence MCP server and CLI for AI coding agents
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| 57779 |
Enables AI agents and LLMs to interact with Vicon motion capture systems for re…
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| 57780 |
mail-calendar-mcp
Claim
Enables full read/write control over Apple Mail.app and Calendar.app on macOS, …
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| 57781 |
personal-mcp
Claim
Exposes personal portfolio data as tools for Claude to answer questions about t…
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| 57782 |
piu-copy-mcp
Claim
GrowthHackers copywriting prompts (Meta/Google Ads, email, VSL) as MCP tools — …
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| 57783 |
actual-mcp
Claim
Enables agents to read and edit budgets in Actual Budget via natural language, …
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| 57784 |
appium-mcp
Claim
Professional mobile test automation framework with AI-powered test generation, …
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| 57785 |
Cloud Music MCP Server
Claim
Enables AI agents to control NetEase Cloud Music playback, login, search, and g…
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| 57786 |
Shodai Agreements
Claim
MCP server for defining, validating, deploying, and operating Shodai machine-re…
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| 57787 |
zoho-projects-mcp
Claim
Connects Zoho Projects with Claude AI to manage projects, tasks, time tracking,…
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| 57788 |
Duffel MCP Server
Claim
Enables LLMs to search and book flights across 300+ airlines, manage travel ord…
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| 57789 |
code-guardian
Claim
An MCP server that provides code quality checks for AI coding assistants, inclu…
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| 57790 |
Remote MCP Server
Claim
Enables deploying a remote MCP server on Cloudflare Workers with OAuth, allowin…
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| 57791 |
mcp-file-oper
Claim
file operation
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| 57792 |
mcpbrowsermean
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| 57793 |
VisionPower
Claim
A portable image-understanding MCP server that lets agents analyze local images…
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| 57794 |
mcp-vmware
Claim
MCP server for managing VMware vCenter (vSphere 7/8) with 39 tools covering VMs…
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| 57795 |
WhatsApp MCP Server
Claim
Enables LLM clients to read and search your own WhatsApp messages stored in a l…
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| 57796 |
memory-quality-mcp
Claim
Audits your Claude Code memory store with 4-dimension quality scoring and actio…
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| 57797 |
pihole-mcp
Claim
MCP server for Pi-hole v6.x that provides direct API proxying and composite too…
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| 57798 |
AgentMail
Claim
Create inboxes and send emails. Manage threads, labels, and replies to keep con…
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| 57799 |
CoreRag
Claim
Enables Claude Desktop to perform local-first semantic search, ingest documents…
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| 57800 |
WLST MCP Server
Claim
Enables management of Oracle WebLogic Server domains using WLST, including serv…
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