MCP Server Quality Scores
Independent quality analysis of 66475 public MCP servers
Last updated 2 hours, 20 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 60151 |
Global mailbox and address book for AI agents, enabling asynchronous messaging …
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| 60152 |
CoreViz MCP
Claim
Exposes a visual library with semantic search, tagging, editing, and management…
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| 60153 |
MCP Discord Extended
Claim
Extended MCP server for Discord with advanced server management capabilities in…
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| 60154 |
edamcp
Claim
An MCP server for Exploratory Data Analysis that automatically profiles dataset…
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| 60155 |
bigquery-mcp
Claim
Enables AI assistants to query and analyze Google BigQuery data, including sche…
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| 60156 |
An MCP server that exposes SF Supplies product search API to LLM tools. Support…
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| 60157 |
demo
Claim
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| 60158 |
juejin-mcp-server
Claim
Enables AI assistants to access and analyze content from the Chinese developer …
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| 60159 |
An MCP server for GitHub Copilot that enables reading and processing Excel work…
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| 60160 |
vyazen
Claim
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| 60161 |
Jira Cloud MCP Server
Claim
Enables AI assistants to manage Jira Cloud projects, issues, sprints, and more …
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| 60162 |
Receipt Extraction
Claim
AU GST/ABN receipt extraction — assigns entertainment/ITC tax codes per line, n…
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| 60163 |
Browseagent MCP
Claim
Enables AI agents to control web browsers through the Model Context Protocol, s…
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| 60164 |
Agent Skills API
Claim
A multi-agent system for code rules management using MCP, supporting search, ge…
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| 60165 |
Shopify MCP Server
Claim
Enables to manage Shopify store resources like products, orders, customers, inv…
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| 60166 |
puppet-ai
Claim
Full computer control for AI agents on macOS — see, click, type, scroll via MCP…
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| 60167 |
Provides access to Jina AI's Reader, Embeddings, and Reranker APIs with tools f…
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| 60168 |
HyperStore-MCP
Claim
Search 6,500+ curated AI applications from the HyperStore directory. 8 tools (k…
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| 60169 |
mongodb3-mcp-server
Claim
A lightweight MCP server for MongoDB 3.6+ providing read, write, metadata, and …
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| 60170 |
Paint MCP
Claim
Controls Windows Paint from Claude via GUI automation, enabling drawing of line…
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| 60171 |
Semantic search and retrieval system for local documents using vector embedding…
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| 60172 |
Provides access to the fal-ai/recraft/v3 image generation model for creating hi…
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| 60173 |
azure-devops-mcp
Claim
Multi-user wrapper around Microsoft's Azure DevOps MCP server, enabling AI agen…
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| 60174 |
desktop-control
Claim
Enables GUI automation by capturing screen, controlling mouse/keyboard, and tar…
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| 60175 |
An MCP (Model Context Protocol) server that provides structured access to ISO 3…
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| 60176 |
Production-ready MCP server for Google Workspace providing broad coverage acros…
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| 60177 |
# Mirelia AI-Ready Patent Intelligence (MCP Server)
A fully autonomous, machin…
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| 60178 |
googlecalendar-mcp
Claim
A Model Context Protocol (MCP) server for managing Google Calendar events.
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| 60179 |
openevidence-mcp
Claim
Unofficial MCP server connecting OpenEvidence to AI agents via authenticated br…
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| 60180 |
ActiveCollab MCP Server
Claim
A local Model Context Protocol server that enables secure interaction with self…
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| 60181 |
webvox-mcp
Claim
Enables voice robots to perform real-time web searches via the Xiaozhi platform…
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| 60182 |
Domino MCP Server
Claim
Enables AI coding tools to build models, run jobs, track experiments, and perfo…
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| 60183 |
code-graph-rag-mcp
Claim
A powerful Model Context Protocol server that creates intelligent graph represe…
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| 60184 |
Dad Joke MCP Server
Claim
A Python-based MCP server that generates creative dad joke prompts on any topic…
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| 60185 |
NetMCP
Claim
A professional-grade network analysis MCP server that integrates Wireshark/TSha…
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| 60186 |
mcp-flutter-senior
Claim
Provides Flutter best practices, code analysis, and state management recommenda…
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| 60187 |
Markdown to HTML converter API for AI agents. Convert Markdown to clean HTML wi…
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| 60188 |
Meerkats.ai MCP Server
Claim
Enables web scraping, RSS feed processing, and Google search via the Meerkats.a…
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| 60189 |
toss-invest
Claim
Enables interaction with Toss Securities API for market data, stock information…
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| 60190 |
Pytheum MCP
Claim
Wraps the four public endpoints on api.pytheum.com as MCP tools so AI agents ca…
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| 60191 |
Dive admin
Claim
Lets Claude / ChatGPT / Gemini interact with a dive center's data — divers, boo…
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| 60192 |
Safe Vision MCP
Claim
Safe Vision MCP enables safe and efficient local image inspection by generating…
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| 60193 |
LoanRiskLens MCP Server
Claim
Enables creditworthiness analysis for non-traditional borrowers using rule-base…
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| 60194 |
ksef-mcp
Claim
Enables AI assistants to interact with the Polish National e-Invoice System (KS…
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| 60195 |
MCP YNAB Server
Claim
Provides access to YNAB (You Need A Budget) functionality through the Model Con…
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| 60196 |
Sales intelligence for DACH & EU SMEs — lead scoring, ICP fit, CRM enrichment &…
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| 60197 |
MCP Context Master
Claim
Automatically analyzes project dependencies to discover and download the most r…
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| 60198 |
ohos-mcp-unofficial
Claim
Brings HarmonyOS and OpenHarmony English documentation to AI assistants for ins…
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| 60199 |
next-finance
Claim
MCP Server for NEXT Finance ERP (finance.net.br) — browser login, wallets, acco…
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| 60200 |
xian-mcp-server
Claim
Enables AI assistants to interact with the Xian blockchain, including wallet ma…
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