MCP Server Quality Scores
Independent quality analysis of 62662 public MCP servers
Last updated 30 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 33801 |
Enables AI to save, organize, search, and synthesize research materials using a…
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| 33802 |
nyc-friend
Claim
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| 33803 |
Provides AI agents with 25 security analysis tools including vulnerability scan…
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| 33804 |
worksia
Claim
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| 33805 |
Enables AI agents to accurately parse, format, and convert time durations and m…
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| 33806 |
tweetly
Claim
An MCP server that enables AI agents to automate actions on X (Twitter) through…
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| 33807 |
Provides a private, managed instance of the official GitHub MCP server hosted o…
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| 33808 |
Deploys a stateless MCP server on AWS Lambda and API Gateway using CDK, support…
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| 33809 |
skillsmp-mcp-server
Claim
This MCP server enables AI agents to search, discover, and install skills from …
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| 33810 |
Translates Korean KakaoTalk messages to natural Japanese with pronunciation and…
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| 33811 |
srunx
Claim
MCP server for the SLURM workload manager. Submit jobs, run YAML workflows, mon…
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| 33812 |
KOL, smart money & whale wallets API on Solana, BNB, Base, ETH: Wallet tracker,…
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| 33813 |
inkscape_mcp
Claim
MCP server that lets AI agents drive Inkscape — interactively alongside the GUI…
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| 33814 |
axiomatic-mcp
Claim
MCP server enabling AI assistants to access the Axiomatic_AI Platform for scien…
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| 33815 |
tempera
Claim
Persistent episodic memory for AI coding: capture, retrieve, brief, dream cycle…
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| 33816 |
mcp-data-loireatlantique
Claim
Search, explore, and query open data from Loire-Atlantique (France) via natural…
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| 33817 |
SG Gov MCP Server
Claim
Unified MCP server offering 30 tools for Singapore government and public data i…
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| 33818 |
jupitersignup
Claim
List, read, create, and edit JupiterSignup sign-up and payment forms. API key r…
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| 33819 |
skill-search
Claim
Semantic, on-demand skill retrieval for Claude Code that saves tokens and impro…
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| 33820 |
Clover POS
Claim
Clover POS for a single merchant: sales, inventory, orders, customers (reads + …
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| 33821 |
BeamScope MCP
Claim
BeamScope gives AI coding agents access to your running BEAM application throug…
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| 33822 |
retail-order-sync-hub
Claim
MCP server enabling AI agents to trace and resolve order synchronization incide…
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| 33823 |
memento
Claim
Local-first, LLM-agnostic memory layer for AI assistants.
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| 33824 |
Obsidian Vault MCP
Claim
An MCP server that integrates Zotero and MinerU pipelines to import and manage …
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| 33825 |
impart-mcp
Claim
An agent orchestration layer that wraps expert agents as MCP tools, enabling in…
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| 33826 |
saq-mcp
Claim
A Model Context Protocol server for SAQ.com that enables searching wines and sp…
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| 33827 |
BMAD MCP Server
Claim
A Model Context Protocol (MCP) server that bridges BMAD agents with GitHub Copi…
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| 33828 |
local-git-mcp
Claim
A lightweight MCP server that handles git operations on behalf of AI coding ass…
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| 33829 |
gymtracker
Claim
Universal MCP server for Gymtracker that enables AI coding agents to read and w…
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| 33830 |
Enables natural language querying and data manipulation of Salesforce orgs, wit…
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| 33831 |
mcp-server
Claim
Japan central + municipal subsidies (20,810 grants, 1,627 munis). 8 tools beyon…
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| 33832 |
Enables semantic code search across multi-language codebases using natural lang…
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| 33833 |
mcp-tool-hub
Claim
A modular, extensible MCP multi-server hub that gives LLMs sandboxed file acces…
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| 33834 |
Awesome MCP Learning
Claim
A beginner-friendly repository for learning the Model Context Protocol (MCP) us…
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| 33835 |
mac-mcp
Claim
A read-only MCP server that exposes data from native macOS apps (Mail, Notes, C…
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| 33836 |
ChatGPT Apps MCP Server
Claim
Enables interactive React components to render inline in ChatGPT conversations,…
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| 33837 |
kr-legislation-mcp
Claim
Integrates 132 tools from the Korean Ministry of Legislation OPEN API to provid…
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| 33838 |
oci-mcp-server
Claim
Enables natural-language access to Oracle Cloud Infrastructure resources, allow…
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| 33839 |
MCP GeneLab Server
Claim
Converts natural language queries into Cypher queries against the NASA GeneLab …
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| 33840 |
GitLab MCP Server
Claim
Connects AI assistants to GitLab projects, enabling natural language queries fo…
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| 33841 |
MCP server for Google Ads Keyword Planner ideas. Exposes read-only tools to gen…
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| 33842 |
Enables searching, downloading, extracting, and comparing WordPress.org plugins…
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| 33843 |
Skills MCP Server
Claim
Centralized, sandboxed MCP server to manage, execute, and expose advanced Agent…
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| 33844 |
travel-mcp-server
Claim
AI-powered travel search exposing flights, hotels, and weather as MCP tools, wi…
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| 33845 |
kicad-studio
Claim
VS Code extension that turns KiCad projects into an interactive workspace with …
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| 33846 |
autocad-mcp
Claim
Enables LLMs like Claude to create and edit AutoCAD drawings via natural langua…
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| 33847 |
TokenBel Financial Data
Claim
Read-only MCP server for Belarusian securities: tokens, shares, bonds, companie…
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| 33848 |
Compresses AI chat sessions into a typed knowledge graph. Local/offline via Oll…
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| 33849 |
dmc-mcp-server
Claim
An MCP server that executes SQL queries on TDSQL-C and TDSQL database instances…
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| 33850 |
JARVIS MCP Server
Claim
Enables macOS control, web scraping, news fetching, and workspace automation th…
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