MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 3 hours, 41 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 43951 |
Public.com MCP Server
Claim
This MCP server connects AI assistants to a Public.com brokerage account, enabl…
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| 43952 |
enhanced-mcp-memory
Claim
An MCP server for intelligent memory and task management with semantic search, …
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| 43953 |
deliver-cli
Claim
Transforms AI agents into spec-driven product engineers by managing the softwar…
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| 43954 |
ubuntu-insights
Claim
Provides Ubuntu system information (CPU, memory, disk, network, services, proce…
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| 43955 |
Telegram MCP Server
Claim
Enables sending Telegram messages via the Model Context Protocol. Supports text…
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| 43956 |
Soulseek MCP Server
Claim
Enables Claude to search and download music files from the Soulseek peer-to-pee…
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| 43957 |
Provides tools for managing Docker containers, Compose stacks, and system resou…
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| 43958 |
spotify-mcp-server
Claim
Connects AI assistants to the Spotify Web API, enabling playback control, searc…
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| 43959 |
Dev Context Memory MCP
Claim
A local-first MCP server that gives AI coding assistants persistent, structured…
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| 43960 |
Gül-tekin Mühendislik
Claim
Ürünler, projeler, blog yazıları, markalar, hizmetler ve kategoriler için okuma…
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| 43961 |
GetABrain
Claim
Real human judgment as agent tools — ask a question, get a structured human ans…
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| 43962 |
mcp-security-scanner
Claim
Security scanning for MCP servers from the inside out. Provides runtime inspect…
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| 43963 |
AWS SES MCP Server
Claim
Sends emails using AWS Simple Email Service (SES) with support for HTML/plain t…
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| 43964 |
ShippingRates
Claim
Ocean container shipping intelligence for AI agents — D\&D tariffs, freight rat…
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| 43965 |
mcp-commerce-starter
Claim
MCP server exposing Shopify commerce backend with ~22 typed tools for orders, i…
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| 43966 |
MCPedia
Claim
Local codebase RAG and MCP server that indexes repository source code and docum…
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| 43967 |
testlocal_mcp1
Claim
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| 43968 |
MCP-Deep-Researcher
Claim
A multi-agent research system that decomposes complex queries into targeted sub…
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| 43969 |
Provides real-time stock quotes, technical analysis, and intelligent trading re…
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| 43970 |
Vivado MCP
Claim
A Model Context Protocol server that lets AI clients operate AMD Vivado through…
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| 43971 |
WikiJS MCP Server
Claim
Enables AI assistants to search, retrieve, and optionally edit pages in a WikiJ…
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| 43972 |
me-db
Claim
Enables Claude to read, write, and search markdown notes stored in a private gi…
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| 43973 |
witness-protocol
Claim
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| 43974 |
Revit MCP Server
Claim
MCP server for Autodesk Revit via pyRevit, providing 45 tools for building desi…
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| 43975 |
Enables trading and market data access for Toss Securities through natural lang…
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| 43976 |
French Law MCP Server
Claim
Enables querying and retrieving legal texts and decisions from French public AP…
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| 43977 |
HR-ASSIST
Claim
Agentic AI system that automates HR workflows like employee onboarding, enablin…
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| 43978 |
figma-developer-mcp
Claim
Enables coding agents like Cursor to access Figma design data, fetch layout and…
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| 43979 |
MCP Help Request Server
Claim
Captures comprehensive context about development issues and facilitates human a…
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| 43980 |
**Agentic Swarm Marketplace** is a hierarchical multi-agent stack for **machine…
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| 43981 |
Cabal-Hunter
Claim
On-chain Solana token safety for trading agents — traces coordinated wallet fun…
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| 43982 |
RPG MCP Server
Claim
Enables playing RPGs with LLMs through tools for dice rolling (e.g., '1d6'), su…
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| 43983 |
A Node.js server that runs a WebSocket relay and AI bridges (Cursor and OpenRou…
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| 43984 |
Mealie MCP Server
Claim
An MCP server for managing recipes, meal plans, shopping lists, and more throug…
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| 43985 |
Provides MCP tools for IP threat intelligence lookup and enrichment, including …
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| 43986 |
Finance Research Agent
Claim
AI equity-research analyst for Indian NSE/BSE markets with 28 MCP tools enablin…
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| 43987 |
cosmosdb-mcp
Claim
MCP server for Azure Cosmos DB enabling listing accounts, databases, containers…
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| 43988 |
Integrates with Claude Desktop to provide Korean financial data including stock…
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| 43989 |
jotae-mcp
Claim
Connects Claude to Jotae for creating events, configuring WhatsApp and email au…
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| 43990 |
census-geocoding-mcp
Claim
Provides access to the U.S. Census Bureau Geocoding Services API, enabling geoc…
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| 43991 |
mcp-infra-readonly
Claim
A read-only MCP server that gives Claude Code secure, non-invasive access to in…
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| 43992 |
genai-lab
Claim
Exposes tools for semantic search and RAG-based Q\&A from a local knowledge bas…
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| 43993 |
PSX MCP Server
Claim
Provides 12 tools to scrape and access Pakistan Stock Exchange market data, inc…
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| 43994 |
mcp-event-presence-index
Claim
Find the conferences and trade shows a company publicly says it attends, from i…
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| 43995 |
mcp-vision
Claim
通过火山引擎方舟视觉模型为无视觉能力的主模型提供识图能力的MCP服务器,支持图片描述和文字提取。
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| 43996 |
servicenow-mcp-server
Claim
Enables natural language interaction with ServiceNow instances for managing inc…
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| 43997 |
OpenAI Ads MCP Server
Claim
An MCP server that exposes the ChatGPT Ads API as tools an LLM host can call.
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| 43998 |
GPT Commander
Claim
A security-first MCP server that provides LLMs with structured tools for filesy…
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| 43999 |
Switchboard
Claim
Switchboard is a local-first, governed MCP endpoint that aggregates multiple MC…
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| 44000 |
Mealie MCP Server
Claim
Connects MCP clients like Claude to your Mealie recipe manager, enabling natura…
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