MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 2 hours, 28 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 47201 |
Enables AI assistants to control a browser for web automation tasks like naviga…
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| 47202 |
dronelyticsio
Claim
US drone airspace intelligence and mission planning. Query 11 FAA data layers, …
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| 47203 |
Enables fetching YouTube video transcripts with metadata, including timed capti…
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| 47204 |
image-recognition-mcp
Claim
Gives vision-less LLMs the ability to recognize clipboard screenshots and image…
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| 47205 |
litcoin-mcp
Claim
Enables querying the LitCoin knowledge graph for nodes, edges, and relationship…
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| 47206 |
mcp-apps-interactive-ui
Claim
A runnable example of building interactive in-chat UI with MCP Apps, demonstrat…
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| 47207 |
cerebrochain-mcp-server
Claim
Supply chain & logistics intelligence — rate shopping across 85+ carriers, inve…
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| 47208 |
A TypeScript MCP server that exposes OPC UA read access through server-side aut…
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| 47209 |
Publora MVP MCP Server
Claim
Enables AI agents to create, schedule, and manage social media posts across 10 …
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| 47210 |
Peil
Claim
Log hours, draft invoices and check where you stand — finance for Dutch freelan…
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| 47211 |
Petsonality
Claim
An MBTI-powered terminal pet companion for Claude Code and OpenClaw.
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| 47212 |
jimeng-video-mcp-server
Claim
Enables generating videos from images and text prompts using Jimeng Video 3.0 A…
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| 47213 |
agentic-knowledge
Claim
An MCP server that guides AI assistants to navigate documentation using their b…
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| 47214 |
docusaurus-plugin-mcp
Claim
Exposes Docusaurus documentation and OpenAPI specs as an MCP server, enabling A…
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| 47215 |
Free web search for your AI using public SearXNG instances, with parallel multi…
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| 47216 |
Swagger MCP
Claim
Loads and queries OpenAPI/Swagger documents, providing tools to list APIs, get …
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| 47217 |
mcp-prompt-optimizer
Claim
MCP server for professional prompt engineering and agentic scaffolding, with cl…
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| 47218 |
Enables deploying a remote Model Context Protocol (MCP) server on Cloudflare Wo…
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| 47219 |
creatomate-mcp-server
Claim
An MCP server that interfaces with the Creatomate API, turning LLMs into autono…
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| 47220 |
Aki
Claim
Aki is a local stdio MCP server that gives AI coding assistants durable project…
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| 47221 |
shortcuts-bridge
Claim
MCP connector that lets ChatGPT list, search, and run your Apple Shortcuts via …
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| 47222 |
DB Insights MCP Server
Claim
Enables AI assistants to query SQL databases safely with read-only access, allo…
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| 47223 |
Semantic Memory MCP
Claim
Enables AI agents to store, search, and recall semantic memories with three mem…
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| 47224 |
Generates custom React components following Shadcn UI standards with TypeScript…
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| 47225 |
mcp-spec-compliance-mcp
Claim
MCP Spec Compliance MCP — audits any MCP server.json against the official Model…
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| 47226 |
@lpm-registry/mcp-server
Claim
MCP server for the LPM package registry, enabling AI tools to search, browse so…
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| 47227 |
transcend-mcp-server
Claim
AI-powered route optimization MCP server for heavy vehicles and logistics. Calc…
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| 47228 |
The Culture MCP Server
Claim
MCP server for The Culture, a fashion-focused social media app, exposing Supaba…
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| 47229 |
Pro Se Engine
Claim
Pro Se Engine is an MCP server that provides 39 legal research tools across 6 g…
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| 47230 |
Search the Wayback Machine and IA library (40M+ items), fetch snapshots, item m…
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| 47231 |
Enables multi-AI collaborative analysis by proxying requests to existing login-…
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| 47232 |
acp-mcp
Claim
MCP server for remote machine operations via SSH, providing a single tool to ex…
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| 47233 |
Obsidian Semantic Search
Claim
Read-only semantic search MCP server for Obsidian vaults using local Ollama emb…
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| 47234 |
Multi-client MCP server for integrating SonarQube 10.6+ code quality analysis w…
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| 47235 |
cortex-plugin
Claim
Persistent, self-evolving memory plugin for Claude Code. Background miner extra…
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| 47236 |
mcp-ffmpeg
Claim
Enables local media processing (video/audio) using FFmpeg and FFprobe, allowing…
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| 47237 |
mcp-server-systemeio
Claim
Enables Claude to manage Systeme.io accounts, including contacts, tags, courses…
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| 47238 |
ledger-mcp
Claim
Enables renters to cross-examine their rent ledger against their lease using de…
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| 47239 |
sjtu-canvas-mcp
Claim
Provides MCP tools to read SJTU Canvas data, download course files, and access …
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| 47240 |
arcade-azure-devops-mcp
Claim
An MCP server that enables AI assistants to interact with Azure DevOps projects…
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| 47241 |
Clear Thought MCP Server
Claim
Provides mental models, design patterns, debugging approaches, and structured t…
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| 47242 |
Supabase MCP Server
Claim
Enables Claude to fully manage self-hosted Supabase instances, covering authent…
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| 47243 |
thrive-mcp
Claim
Enables AI assistants to interact with the Thrive MCP REST API for exploring en…
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| 47244 |
register-mcp
Claim
Provides access to the Swiss Federal Commercial Register (Zefix) for company se…
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| 47245 |
Jisho MCP
Claim
Enables Japanese word lookup and search using the Jisho.org dictionary, providi…
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| 47246 |
mcp-sbt-shell
Claim
Enables executing sbt commands in a persistent shell session for Scala projects…
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| 47247 |
gimp-mcp
Claim
Bridges GIMP image editing with AI assistants via the Model Context Protocol, e…
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| 47248 |
ctxshot-mcp
Claim
A lightweight MCP server that provides project briefing tools (session_brief, p…
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| 47249 |
weather-taipei
Claim
Provides weather reports for Zhongshan District, Taipei, Taiwan and other Taiwa…
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| 47250 |
webex_mcp_server
Claim
Enables Claude Desktop to send messages, manage spaces, and automate team colla…
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