MCP Server Quality Scores
Independent quality analysis of 67181 public MCP servers
Last updated 12 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 37651 |
openai-usage-mcp
Claim
MCP server for querying OpenAI usage and cost data, including spend summaries, …
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| 37652 |
SEO Content Analysis MCP
Claim
Enables Claude to perform full SEO audits on unpublished HTML, Markdown, or Wor…
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| 37653 |
Provides comprehensive GraphQL introspection, filtering, and query/mutation exe…
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| 37654 |
memscope-mcp
Claim
Enables AI agents to perform low-level Windows process memory research, includi…
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| 37655 |
mcp-hello
Claim
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| 37656 |
MCP-IPFS
Claim
A Model Context Protocol server that enables Claude to interact directly with I…
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| 37657 |
vector-mcp
Claim
Enables integrating RAG into AI agents via MCP server, supporting multiple vect…
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| 37658 |
fotmob-mcp
Claim
Enables access to live FotMob football data for fixture lookup, team and player…
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| 37659 |
drawio-mcp
Claim
Enables AI assistants to create, read, and edit draw.io diagrams with live prev…
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| 37660 |
codepet-mcp-server
Claim
A local MCP server that captures coding context, tracks developer sessions, and…
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| 37661 |
Netmiko MCP Server
Claim
Enables management of network devices via SSH using Netmiko, supporting command…
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| 37662 |
duckduckgo-mcp-server
Claim
This is a TypeScript-based MCP server that provides DuckDuckGo search functiona…
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| 37663 |
qdrant-loader-mcp-server
Claim
Enables AI development tools to perform semantic search and document relationsh…
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| 37664 |
Automate cloud Chrome—navigate, click, type, screenshot, run code, record scree…
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| 37665 |
nestjs-mcp-controller
Claim
Build MCP servers inside NestJS applications using ordinary controllers with de…
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| 37666 |
tm-mcp
Claim
Enables AI assistants to interact with TrafficMorph for load-testing and CI-fai…
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| 37667 |
projscan
Claim
Agent-first MCP. 11 AST adapters, 12 named languages, 51 tools, mission outcome…
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| 37668 |
vnbdigital-mcp
Claim
Enables querying German distribution grid operator data from vnbdigital.de and …
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| 37669 |
GBMCP
Claim
A Python stdio MCP server for querying standards metadata and downloading publi…
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| 37670 |
gemini-bridge-mcp
Claim
MCP server for Google Gemini that does not require an API key, combining a CLI …
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| 37671 |
Automatically selects comparable peer companies for unlisted valuation targets …
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| 37672 |
GAM MCP Server
Claim
Enables Google Workspace administration (Directory, Gmail, Drive, Sheets) via M…
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| 37673 |
MemoTrader MCP Server
Claim
AI-to-human attention marketplace. Agents pay CPM to reach humans, earn credits…
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| 37674 |
scanline
Claim
Security scanning MCP server. Semgrep integration, SARIF parsing, baseline diff…
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| 37675 |
xb-test
Claim
131242424
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| 37676 |
ask-another
Claim
Enables AI assistants to query hundreds of models across OpenAI, Google, and Op…
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| 37677 |
Minecraft Server MCP
Claim
Enables AI assistants to interact with and manage Minecraft servers through a s…
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| 37678 |
87+ specialized tools for German and European energy data. Direct AI access to …
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| 37679 |
Provides weather and air quality information for cities using OpenWeather API.
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| 37680 |
token-scout
Claim
Discovers LLM models in real time from cloud providers and local Ollama instanc…
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| 37681 |
Devicebase MCP Server
Claim
Enables remote control of mobile devices via the Devicebase API, including touc…
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| 37682 |
ib-async-mcp
Claim
MCP server for Interactive Brokers API, enabling account management, trading, m…
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| 37683 |
ftrack MCP server
Claim
Provides broad, typed access to the ftrack Studio production-tracking API for L…
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| 37684 |
Chile payments for AI agents — Mercado Pago wallet via Mercado Pago. Never hold…
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| 37685 |
MarketMind MCP
Claim
Provides real-time Indian stock market intelligence including NSE market status…
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| 37686 |
WMCA MCP Server
Claim
Enables AI clients like Claude Code to perform stock price queries and trading …
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| 37687 |
Academic Archive Gateway
Claim
MCP server for AI assistants to search and download ebooks from Z-Library and A…
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| 37688 |
@bowlly/mcp-server
Claim
Enables cat food product search and ingredient analysis using natural language …
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| 37689 |
Mevoric
Claim
Unified memory and agent bridge for Claude Code, enabling cross-tab messaging, …
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| 37690 |
Postman MCP Server
Claim
A Cloudflare Worker that provides API access to Postman collections and environ…
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| 37691 |
kilo-computer-use
Claim
MCP server that connects AI agents to a real Chrome browser via a WebSocket ext…
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| 37692 |
WizTree MCP Server
Claim
Bridges AI assistants with WizTree to scan drives, find large files/folders, an…
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| 37693 |
MaxRefMCP
Claim
Provides Japanese-optimized reference, design consultation, and learning suppor…
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| 37694 |
An AI-powered deep research agent that automates the full research pipeline fro…
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| 37695 |
Pre-computed Etsy market data for AI agents: Blue Ocean niche scores, best sell…
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| 37696 |
secenv-mcp
Claim
Centralized secrets manager MCP server. Generate .env files, rotate keys, sync …
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| 37697 |
OpenPrints MCP
Claim
Enables AI agents to browse products, upload designs, place print orders, track…
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| 37698 |
ticktick-mcp-enhanced
Claim
基于滴答清单官方API的本地MCP服务,通过自然语言管理待办事项、创建和查询任务,支持OAuth认证和高级筛选。
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| 37699 |
Lore DB MCP Server
Claim
Provides tools for semantic search, CRUD, verification, and reindexing of docum…
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| 37700 |
Enables AI coding assistants to query private academic paper collections via st…
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