MCP Server Quality Scores
Independent quality analysis of 59785 public MCP servers
Last updated 1 hour, 12 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 21701 |
swagger-mcp
Claim
|
C 68 4⁄3 | ||||||||
| 21702 |
MCP server exposing Buildkite API data (pipelines, builds, jobs, tests) to AI t…
|
C 68 4⁄3 | ||||||||
| 21703 |
Search, discover, and contribute to AgentPedia - the knowledge base for AI agen…
|
C 68 3⁄3 | ||||||||
| 21704 |
Encrypted secrets and credential management for agents
|
C 68 3⁄3 | ||||||||
| 21705 |
WinBridgeAgent
Claim
Open-source Windows MCP server for AI assistants. File, clipboard, screenshot, …
|
C 68 4⁄3 | ||||||||
| 21706 |
Pay for any x402-gated content or API with USDC micropayments on Base. Discover…
|
C 68 3⁄3 | ||||||||
| 21707 |
Check daily SSAFY cafeteria menus by date. Get floor-specific lunch options to …
|
C 68 3⁄3 | ||||||||
| 21708 |
Proxmox VE MCP server for VMs, LXCs, snapshots, backups, storage, and cluster o…
|
C 68 4⁄4 | ||||||||
| 21709 |
WOOFi Pro MCP Server
Claim
Provides a suite of 40 comprehensive trading tools for managing WOOFi Pro and O…
|
C 68 4⁄4 | ||||||||
| 21710 |
toolhive-cloud-ui
Claim
ToolHive Cloud UI surfaces MCP servers running in your infrastructure, highligh…
|
C 68 4⁄3 | ||||||||
| 21711 |
MCP server for managing Docker containers, images, networks, volumes, and regis…
|
C 68 4⁄3 | ||||||||
| 21712 |
An MCP server that transforms codebases into knowledge graphs using Neo4J, enab…
|
C 68 4⁄4 | ||||||||
| 21713 |
summon-app
Claim
Postman for MCP servers
|
C 68 4⁄3 | ||||||||
| 21714 |
Enables building and managing knowledge workspaces with tools for ingesting con…
|
C 68 3⁄3 | ||||||||
| 21715 |
Local personal memory for agents as MCP tools — remember, recall, search, conte…
|
C 68 3⁄3 | ||||||||
| 21716 |
xcode-studio-mcp
Claim
Unified MCP server for iOS development — build, run, screenshot, and interact w…
|
C 68 3⁄3 | ||||||||
| 21717 |
Check daily SSAFY cafeteria menus by date. Get floor-specific lunch options to …
|
C 68 3⁄3 | ||||||||
| 21718 |
Control mpv media player — playback, playlists, YouTube streaming, and download…
|
C 68 3⁄3 | ||||||||
| 21719 |
|
C 68 3⁄3 | ||||||||
| 21720 |
Enables interaction with InfluxDB v3 (Core/Enterprise/Cloud Dedicated) through …
|
C 68 4⁄4 | ||||||||
| 21721 |
Excel MCP Server - Manipulate Excel files without Microsoft Excel. Model Contex…
|
C 68 4⁄3 | ||||||||
| 21722 |
TS based companion MCP server for the Drupal MCP module that works with the STD…
|
C 68 4⁄3 | ||||||||
| 21723 |
Enhances Claude's capabilities by providing access to website analytics data fr…
|
C 68 4⁄4 | ||||||||
| 21724 |
Enables interaction with Shopify store data (products, customers, orders) via G…
|
C 68 4⁄4 | ||||||||
| 21725 |
MCP server for querying Google Search Console data — search analytics, URL insp…
|
C 68 3⁄3 | ||||||||
| 21726 |
adtk
Claim
The most comprehensive Azure DevOps MCP server & CLI — 13 tools, 82 actions, si…
|
C 68 4⁄4 | ||||||||
| 21727 |
An Elasticsearch-based AI memory system optimized for Chinese that enables pers…
|
C 68 4⁄4 | ||||||||
| 21728 |
An automated MCP server for Google Stitch that enables AI-driven UI design gene…
|
C 68 4⁄3 | ||||||||
| 21729 |
MCP server for integrating Ghidra with AI assistants. This plugin enables binar…
|
C 68 4⁄3 | ||||||||
| 21730 |
chrome-debug-mcp
Claim
chrome-debug-mcp is an asynchronous Rust-based Model Context Protocol (MCP) ser…
|
C 68 4⁄3 | ||||||||
| 21731 |
Monitors Notion databases in real-time to detect project risks, such as delayed…
|
C 68 3⁄3 | ||||||||
| 21732 |
DigitalOcean MCP Server
Claim
A Model Context Protocol (MCP) server that provides programmatic access to Digi…
|
C 68 4⁄3 | ||||||||
| 21733 |
A lightweight MCP server for Android operating system automation. This server p…
|
C 68 4⁄3 | ||||||||
| 21734 |
ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonom…
|
C 68 3⁄3 | ||||||||
| 21735 |
Provides access to Strapi CMS content through the MCP protocol, allowing users …
|
C 68 4⁄4 | ||||||||
| 21736 |
Servidor MCP para integração com o Banco Inter (PJ). Consulte saldos e gerencie…
|
C 68 4⁄3 | ||||||||
| 21737 |
MCP server for Strava integration, enabling LLMs to query activities, athlete s…
|
C 68 4⁄3 | ||||||||
| 21738 |
Enable AI agents to compile TeX files with LaTeX inside a Docker container.
|
C 68 4⁄3 | ||||||||
| 21739 |
My Prompts MCP
Claim
Lightweight MCP server for providing user prompts defined in Markdown with argu…
|
C 68 3⁄3 | ||||||||
| 21740 |
MCP Telephony server for automating voice calls with Speech-to-Text and Speech …
|
C 68 4⁄3 | ||||||||
| 21741 |
agent-comms-mcp
Claim
Enables multiple Claude Code instances to communicate through direct messages a…
|
C 68 3⁄3 | ||||||||
| 21742 |
Geargrafx
Claim
PC Engine / TurboGrafx-16 / SuperGrafx / PCE CD-ROM² emulator, debugger, and em…
|
C 68 3⁄3 | ||||||||
| 21743 |
shinzo
Claim
Complete observability platform for AI agents and MCP servers. Improve your AI …
|
C 68 4⁄3 | ||||||||
| 21744 |
zsh-tool
Claim
Zsh for Claude Code. PTY mode lets Claude type passwords. NEVERHANG + A.L.A.N.
|
C 68 4⁄3 | ||||||||
| 21745 |
Codex JetBrains MCP
Claim
Enables Codex to retrieve the currently selected file, line numbers, and code s…
|
C 68 3⁄3 | ||||||||
| 21746 |
solon-ai
Claim
Java AI application development framework (supports LLM-tool,skill; RAG; MCP; A…
|
C 68 3⁄3 | ||||||||
| 21747 |
Polyglot MCP test generation with 8-section contract enforcement across Python,…
|
C 68 3⁄3 | ||||||||
| 21748 |
kubefwd
Claim
Kubernetes bulk port forwarding with service discovery, /etc/hosts management, …
|
C 68 4⁄3 | ||||||||
| 21749 |
Play provably fair dice, flip, crash, plinko, limbo, mines, tower & HexWar with…
|
C 68 3⁄3 | ||||||||
| 21750 |
Go from natural language to verified finite state machines — topology bugs caug…
|
C 68 3⁄3 | ||||||||