MCP Server Quality Scores
Independent quality analysis of 66402 public MCP servers
Last updated 42 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 65401 |
databricks-mcp
Claim
Safe, read-only SQL analytics for AI agents over MCP, enabling exploration, pro…
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| 65402 |
Enables AI assistants to access food product information, providing nutritional…
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| 65403 |
SEO Experts MCP
Claim
Enables AI assistants to query distilled SEO expert tactics from public content…
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| 65404 |
Enables flight search, airport information lookup, and price comparison through…
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| 65405 |
Flux Memory
Claim
Flux Memory is an MCP server that provides a self-organizing weighted graph mem…
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| 65406 |
NCCN Monitor
Claim
Monitors all 92 NCCN clinical practice guidelines for version updates, download…
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| 65407 |
Award Flight Daily
Claim
Official Industry Standard MCP for Travel Awards, Points, and more. Search awar…
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| 65408 |
Jokes MCP Server
Claim
Provide a humor-focused agent that delivers concise, engaging jokes upon user r…
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| 65409 |
text2animate
Claim
Turns plain-language descriptions into animated SVGs with a live preview and co…
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| 65410 |
synapsis
Claim
Unified durable team memory MCP server with tools for session management, task …
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| 65411 |
An MCP server that implements iterative refinement of responses through self-cr…
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| 65412 |
LangSearch MCP Server
Claim
Provides access to LangSearch's Web Search and Semantic Rerank APIs for AI assi…
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| 65413 |
esrp-mcp-server-test
Claim
The Microsoft OSS MCP server exposes tools to discover & validate trusted Micro…
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| 65414 |
selenium-mcp
Claim
A production-ready MCP server that exposes Selenium 4 browser automation as MCP…
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| 65415 |
pmcp
Claim
A Prometheus Model Context Protocol Server.
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| 65416 |
yt-feed-mcp
Claim
Enables AI assistants to list YouTube subscriptions and unsubscribe from all or…
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| 65417 |
ls-news-mcp
Claim
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| 65418 |
bazel-mcp
Claim
A local MCP server that exposes Bazel build system capabilities to AI assistant…
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| 65419 |
xpoz
Claim
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| 65420 |
NTUT iSchoolPlus MCP
Claim
MCP server for NTUT iSchool+ that enables AI to query course schedules, syllabi…
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| 65421 |
mcp-notes-tools
Claim
Enables searching, reading, and appending change notes in an Obsidian vault thr…
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| 65422 |
djangocms-mcp
Claim
A Django CMS plugin that provides Model Context Protocol (MCP) server functiona…
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| 65423 |
Storyblok MCP
Claim
Enables to manage Storyblok components through natural language descriptions, i…
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| 65424 |
ssh-agent-mcp
Claim
Enables AI assistants to manage SSH connections, execute commands, and transfer…
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| 65425 |
A template for deploying remote MCP servers to Cloudflare Workers without authe…
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| 65426 |
Google Ads MCP Server
Claim
Enables LLMs to interact with the Google Ads API through the Model Context Prot…
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| 65427 |
namemyapp
Claim
Buy and manage domains end-to-end from inside Claude / ChatGPT / Cursor. The ag…
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| 65428 |
Next Role
Claim
Next Role allows you to produce professionally tailored CVs/Resumes and Cover l…
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| 65429 |
PR Reviews MCP Server
Claim
An MCP server that enables checking GitHub and Codeberg PR reviews, change requ…
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| 65430 |
Enables AI assistants to interact with Jira and Confluence via natural language…
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| 65431 |
codaveri-mcp-server
Claim
MCP server for executing code in various languages via the Codaveri API.
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| 65432 |
machship-mcp
Claim
Integrates the Machship freight management platform with MCP-compatible LLMs, e…
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| 65433 |
semantic-search-mcp
Claim
Enables AI coding agents to perform semantic code search locally, finding code …
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| 65434 |
Awesome MCP Learning
Claim
A beginner-friendly repository for learning the Model Context Protocol (MCP) us…
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| 65435 |
mcp_inventory
Claim
An MCP server for managing product inventory with SQLite, enabling CRUD operati…
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| 65436 |
AI Travel Planner MCP
Claim
An AI-powered travel planning assistant that fetches live weather, generates pa…
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| 65437 |
brave-search
Claim
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| 65438 |
aloha
Claim
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| 65439 |
Fetches GitHub PR comments and intelligently applies fixes directly in workspac…
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| 65440 |
Qwen Vision MCP Server
Claim
Enables to analyze local images or remote URLs using Alibaba Qwen3.7-plus visio…
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| 65441 |
cli-mcp
Claim
Provides secure execution of terminal commands (PowerShell, CMD, shell) with co…
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| 65442 |
osuite-onepagecrm
Claim
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| 65443 | — | |||||||||
| 65444 |
mcp-centreon
Claim
MCP server for Centreon IT monitoring that enables querying host/service status…
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| 65445 |
yanifend-mcp
Claim
Hosted MCP server for [YaniFend](https://yanifend.com), a WordPress feedback wi…
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| 65446 |
jp-eli-mcp
Claim
Searches and retrieves Japanese national legislation from the official e-Gov AP…
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| 65447 |
shantycrawl-mcp
Claim
A lean MCP server for Firecrawl with lazy-loading tool architecture, reducing c…
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| 65448 |
Excel MCP Server
Claim
Enables AI agents to create, read, and manipulate Excel workbooks without Micro…
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| 65449 |
artinet-relay-mcp
Claim
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| 65450 |
atlassian-multi-mcp
Claim
Enables interaction with multiple Jira and Confluence workspaces simultaneously…
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