MCP Server Quality Scores
Independent quality analysis of 66502 public MCP servers
Last updated 2 hours, 24 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 54751 |
GitLab MCP Server
Claim
Connects AI assistants to GitLab projects, enabling natural language queries fo…
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| 54752 |
Crystal MCP Server
Claim
A TypeScript MCP server that enables AI assistants to create, manage, and manip…
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| 54753 |
EduChain MCP Server
Claim
Enables AI-powered educational content generation, including multiple-choice qu…
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| 54754 |
vynn-mcp
Claim
MCP server for Vynn — self-improving AI workflows & backtesting.
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| 54755 |
Enables querying U.S. legislative data from Congress.gov API using MCP resource…
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| 54756 |
opencode-ast-mcp
Claim
Turn any MCP-aware IDE into an agentic coding system backed by tree-sitter, a l…
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| 54757 |
Motion MCP Server
Claim
Enables managing tasks, projects, schedules, users, comments, and more in Motio…
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| 54758 |
pi-controller-mcp
Claim
MCP server for managing Raspberry Pi K3s clusters via AI assistants like Claude…
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| 54759 |
gorgias-mcp
Claim
Enables AI agents to manage Gorgias support tickets: list open tickets, read co…
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| 54760 |
book-mcp
Claim
A service that lets readers chat with fictional characters from novels, where t…
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| 54761 |
TechnoTracker
Claim
Enables generating a workday schedule and 8-hour timesheet from selected Jira, …
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| 54762 |
assets-store-mcp
Claim
MCP server for managing personal assets (images, files) in Vercel Blob storage,…
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| 54763 |
Enzan
Claim
A typed, structured, self-maintaining memory layer for AI agents with confidenc…
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| 54764 |
myfitnesspal-mcp
Claim
A Model Context Protocol (MCP) server that connects AI assistants to your MyFit…
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| 54765 |
Gmail MCP Server
Claim
Enables AI-powered email management through Gmail, including search, send, draf…
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| 54766 |
mcpscope
Claim
A simple local MCP server that provides greeting and integer addition tools.
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| 54767 |
LinkedIn MCP Server
Claim
A ToS-compliant Model Context Protocol server for LinkedIn that uses the offici…
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| 54768 |
mcp-redis-diagnostics
Claim
A lightweight npm MCP server for deep Redis diagnostics, offering tools for mem…
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| 54769 |
synapse-ai
Claim
Build AI agents that actually do things. Synapse is an open-source platform for…
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| 54770 |
codesight
Claim
Provides 13 MCP tools for codebase analysis, wiki generation, and knowledge map…
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| 54771 |
unity-mcp-server
Claim
Unity MCP Server enables LLM-based clients to automate the Unity Editor, includ…
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| 54772 |
mcp-json-reader
Claim
MCP server for reading, querying, and filtering local JSON files with extended …
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| 54773 |
Prompt Enhancer MCP
Claim
Local MCP server that uses a local Ollama model to rewrite rough prompt drafts …
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| 54774 |
bhe_mcp
Claim
Connects LLMs to BloodHound Enterprise for natural language attack path analysi…
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| 54775 |
Amharic Dataset MCP
Claim
Enables collection, enhancement, and quality scoring of authentic Amharic datas…
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| 54776 |
chatgpt-jules-mcp
Claim
Secure MCP server allowing ChatGPT to manage Google Jules sessions through Open…
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| 54777 |
modao-prototype-mcp
Claim
Reads Modao read-only prototype links and exports a directory of page screensho…
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| 54778 |
SitefinityMCP
Claim
Enables AI clients to read and query content from a Progress Sitefinity CMS ins…
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| 54779 |
lemgen-ai-design-mcp
Claim
Turns AI coding agents into visual creative assistants by providing a curated p…
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| 54780 |
MCP E-Commerce Agent
Claim
A proof of concept MCP server that gives AI agents business context for e-comme…
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| 54781 |
freesearch-mcpserver
Claim
提供免费网络搜索和智能摘要功能的MCP服务器,使用DuckDuckGo API和客户端语言模型生成搜索结果摘要。
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| 54782 |
contabilidad-mcp
Claim
Double-entry accounting MCP server for Claude Desktop. Supports accounts, trans…
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| 54783 |
MIND MCP Server
Claim
Enables AI agents to persist and retrieve memories via a personal knowledge gra…
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| 54784 |
MongoDB MCP Server
Claim
Enables interaction with MongoDB databases through the Model Context Protocol, …
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| 54785 |
OpenAlex MCP Server
Claim
轻量级MCP服务器,提供学术文献检索、论文详情、全文下载等功能,可配合PubMed MCP用于生物医学检索链路。
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| 54786 |
Neural-Stimulus
Claim
An MCP server that provides persistent semantic memory for LLMs by building a c…
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| 54787 |
excel-mcp-server
Claim
Enables adding, editing, and running VBA modules on running Excel instances in …
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| 54788 |
ming-metaphysics-mcp
Claim
Provides five Chinese metaphysics engines (BaZi, QMDJ, ZWDS, Feng Shui, I Ching…
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| 54789 |
mem0-mcp
Claim
A thin stdio MCP bridge to a self-hosted mem0 OSS server for agent memory, enab…
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| 54790 |
fintools-mcp
Claim
Personal finance calculators exposed as an MCP server with a Gradio UI, deploya…
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| 54791 |
x402-commodity-mcp
Claim
An MCP server providing global soft-commodity data (cocoa, coffee, sugar, cotto…
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| 54792 |
gcalendar-mcp
Claim
MCP server for managing Google Calendar reminders with time-based and location-…
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| 54793 |
debug-mcp-server
Claim
A minimal MCP server for debugging MCP clients. It echoes back everything it re…
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| 54794 |
GameDrop MCP Server
Claim
Enables AI agents to search, compare prices, and get details on discounted and …
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| 54795 |
semantic-scholar-mcp
Claim
Enables searching academic papers on Semantic Scholar and downloading their PDF…
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| 54796 |
foldkit
Claim
MCP server for foldkit — exposes the 7-prime spine, 7 κ-bands, and 6 fold opera…
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| 54797 |
snowflake-mcp-server
Claim
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| 54798 |
recommended-by-mcp
Claim
Stdio MCP server for managing recommended.by lists from agents like OpenClaw, C…
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| 54799 |
aman-mcp
Claim
Exposes identity, tools, workflows, guardrails, and evaluation as MCP tools — s…
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| 54800 |
Provides a standardized interface for interacting with Semanticscholar's tools …
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