MCP Server Quality Scores
Independent quality analysis of 48680 public MCP servers
Last updated 13 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 48301 |
remote-mcp-authless
Claim
A remote MCP server deployed on Cloudflare Workers without authentication, enab…
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| 48302 |
CodeWiki MCP Server
Claim
Enables querying any GitHub, GitLab, or Bitbucket repository and getting AI-gen…
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| 48303 |
tiktok-mcp
Claim
MCP server for TikTok that enables searching videos, users, hashtags, and fetch…
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| 48304 |
Linkup JS MCP Server
Claim
Enables AI assistants and development tools to perform intelligent web searches…
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| 48305 |
code-review-mcp-server
Claim
Enables automated code review and GitHub PR commenting through MCP integration.
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| 48306 |
Enables AI agents to extract design systems, analyze components, and maintain d…
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| 48307 |
remember-mcp
Claim
Multi-tenant memory system MCP server with vector search, relationships, and tr…
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| 48308 |
winrm-mcp
Claim
MCP server for controlling a Windows guest VM over WinRM, enabling PowerShell/C…
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| 48309 |
Backlink SEO
Claim
Classic SEO suites charge heavily for link indexes. This MCP gives individuals …
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| 48310 |
wiki-mcp
Claim
MCP server for managing a personal markdown wiki. Provides search, navigation, …
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| 48311 |
abap-mcp
Claim
An offline MCP server for SAP ABAP that provides static analysis, ABAP Cloud re…
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| 48312 |
Pubtator MCP Server
Claim
Provides an async Python server for interacting with the PubTator3 API, exposin…
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| 48313 |
Provides AI agents with enterprise-grade access to Kotlin-based Android develop…
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| 48314 |
token-scout
Claim
Discovers LLM models in real time from cloud providers and local Ollama instanc…
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| 48315 |
elasticsearch-mcp
Claim
Enables AI assistants to search, analyze, and interact with Elasticsearch throu…
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| 48316 |
labor-market-mcp-server
Claim
Provides access to worldwide labor market data including unemployment, wages, a…
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| 48317 |
reddit-trends-mcp
Claim
Provides Reddit discussion volume trends, growth rates, and top trending topics…
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| 48318 |
youtube-mcp
Claim
MCP server for YouTube Data API v3 enabling video search, channel lookup, trend…
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| 48319 |
handoff-mcp
Claim
Provides persistent memory for AI coding agents across sessions by saving and l…
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| 48320 |
js-reverse-mcp
Claim
Chrome browser JS reverse engineering MCP tool for CTF/Web security, enabling d…
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| 48321 |
gitlab-mcp
Claim
Enables natural language interactions with GitLab via Claude Code, supporting M…
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| 48322 |
MCP Tasks Organizer
Claim
Converts Cursor agent plans into structured markdown task lists and organizes t…
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| 48323 |
Flashlight
Claim
Enables whole-codebase code search using natural language queries by leveraging…
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| 48324 |
Weather MCP Server
Claim
Provides weather alerts and forecasts via MCP tools, supporting both STDIO and …
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| 48325 |
E2b Universal MCP Server
Claim
Enables interaction with E2b's tools and services through a standardized MCP in…
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| 48326 |
MCP Feedback Server
Claim
Enables agents to request and receive user feedback during task execution throu…
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| 48327 |
firecrawl-simple-mcp
Claim
Empowers LLMs to scrape web pages and generate sitemaps through the Firecrawl S…
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| 48328 |
TrekMail MCP Server
Claim
A Model Context Protocol server that exposes the TrekMail API v1 as 185 agent t…
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| 48329 |
pickanagency
Claim
Search 47,000+ marketing agencies and get AI-matched with fitted agencies, from…
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| 48330 |
cloudwatch-mcp
Claim
Provides AI assistants with read-only access to AWS CloudWatch Logs for product…
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| 48331 |
ctx-gen-mcp
Claim
Generates progressive-disclosure code context documentation (L0/L1/L2/L3) for l…
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| 48332 |
ollama-vision-mcp
Claim
Enables text-only AI models to analyze images via local Ollama multimodal model…
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| 48333 |
A standalone MCP server for exploring the weclapp REST API v2, providing offlin…
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| 48334 |
unreal-engine-mcp
Claim
An MCP server that gives AI agents broad control over Unreal Engine 5.7, enabli…
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| 48335 |
serv
Claim
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| 48336 |
multi-gmail-mcp
Claim
An MCP server that provides read, label, and draft access to multiple Gmail acc…
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| 48337 |
mcp-football
Claim
Provides live football data through MCP tools, enabling users to fetch today's …
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| 48338 |
Clark MCP Server
Claim
Provides a memory layer for personal agents, enabling MCP-compatible agents to …
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| 48339 |
hepdata-mcp
Claim
Enables discovery of HEPData records, tables, and data access with read-only op…
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| 48340 |
jotae-mcp
Claim
Connects Claude to Jotae for creating events, configuring WhatsApp and email au…
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| 48341 |
simple-fal-mcp
Claim
MCP server for fal model discovery, execution, pricing, and local media process…
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| 48342 |
Network MCP Server
Claim
A Model Context Protocol server providing network diagnostic tools for AI agent…
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| 48343 |
A read-only MCP server that connects Claude to your eToro account, enabling que…
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| 48344 |
loomiomcp
Claim
Loomio tools for Claude. Local install via npx, org-wide via Custom Connectors.…
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| 48345 |
leakguard-mcp
Claim
Static-analyzes Python code for lookahead bias and data leakage, preventing inv…
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| 48346 |
beacon-mcp
Claim
MCP server for the beacon log analytics platform, exposing beacon's REST API as…
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| 48347 |
Hive Mind
Claim
Swarm intelligence for AI agents, enabling collective decision-making through w…
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| 48348 |
Connects AI assistants to FIS IntelliMatch SQL Server database for read-only BA…
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| 48349 |
Discogs MCP Server
Claim
Enables finding the best-sounding pressing of an album and mood- and taste-base…
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| 48350 |
AutoManus MCP Server
Claim
Enables creating and deploying AI sales agents to WhatsApp and Webchat from AI …
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