MCP Server Quality Scores
Independent quality analysis of 66484 public MCP servers
Last updated 1 hour, 25 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 58901 |
TDM MCP Server
Claim
Enables AI agents to perform local session-state checks for TDM, helping decide…
|
— | ||||||||
| 58902 |
A system integrating two independent MCP servers for Google Calendar and Google…
|
— | ||||||||
| 58903 |
@prosodyai/mcp-docs
Claim
Exposes ProsodyAI documentation, SDK references, REST API reference (OpenAPI), …
|
— | ||||||||
| 58904 |
Omni-Video Studio MCP
Claim
Enables AI agents to edit video using text-based proxies, motion graphics via H…
|
— | ||||||||
| 58905 |
notebook-edit
Claim
MCP server for structural editing of Jupyter notebook cells (list, read, insert…
|
— | ||||||||
| 58906 |
mcp-slack
Claim
Enables Slack integration with tools to list channels, read messages, and post …
|
— | ||||||||
| 58907 |
mcp-translate
Claim
An MCP server that translates user messages from Portuguese to English and Clau…
|
— | ||||||||
| 58908 |
Study Prep MCP Server
Claim
Enables browsing and preparing study materials from local documents (PDF, Markd…
|
— | ||||||||
| 58909 |
mcp
Claim
AI coding context for Claude Code, Cursor, and Codex. Path-scoped team memories…
|
— | ||||||||
| 58910 |
Provides weather data including US alerts, US forecasts, and global 5-day forec…
|
— | ||||||||
| 58911 |
Access East Baton Rouge Parish open geospatial data (parcels, addresses, public…
|
— | ||||||||
| 58912 |
GhostWall MCP Server
Claim
Enables offline multi-agent security orchestration by providing tools for netwo…
|
— | ||||||||
| 58913 |
ableton-mcp
Claim
MCP server for controlling Ableton Live, enabling AI assistants to interact wit…
|
— | ||||||||
| 58914 |
MCP Local FastMCP Server
Claim
A FastMCP server providing web search, scraping, image extraction, and mail pla…
|
— | ||||||||
| 58915 |
fred-mcp-server
Claim
Search and fetch ~800K Federal Reserve economic time-series from the FRED API v…
|
— | ||||||||
| 58916 |
mcp-ssh
Claim
MCP server for remote Linux/Unix server management via SSH, enabling command ex…
|
— | ||||||||
| 58917 |
ScopePilot MCP
Claim
A safe and bounded AI-agent security testing framework that enables authorized …
|
— | ||||||||
| 58918 |
GenLayer MCP Server
Claim
A comprehensive MCP server for generating sophisticated GenLayer Intelligent Co…
|
— | ||||||||
| 58919 |
nimble-crm-mcp
Claim
MCP server for the Nimble CRM API, enabling management of contacts, deals, note…
|
— | ||||||||
| 58920 |
mind-mcp
Claim
Exposes a .mind/ folder to MCP agents, enabling reading files, searching memory…
|
— | ||||||||
| 58921 |
CodeMind
Claim
An AI Security Guardian MCP server that provides real-time vulnerability scanni…
|
— | ||||||||
| 58922 |
MCP server for Cosense (formerly Scrapbox) that enables page creation, editing,…
|
— | ||||||||
| 58923 |
hydra-bridge
Claim
Enables AI agents to control Hydra Launcher programmatically — search games, ma…
|
— | ||||||||
| 58924 |
mcp-web-fetch
Claim
Enables token-efficient web reading and HTTP requests for MCP agents, with tool…
|
— | ||||||||
| 58925 |
Tracks and analyzes AI agent tool calls with event logging, dashboard, per-tool…
|
— | ||||||||
| 58926 |
computer-use-windows
Claim
A standalone MCP server for Windows desktop control, enabling screenshots, mous…
|
— | ||||||||
| 58927 |
deploy-mcp-eklps
Claim
Allows AI assistants to deploy static frontend directories to Surge.sh via a si…
|
— | ||||||||
| 58928 |
sprinty
Claim
A disciplined-sprint MCP server for AI coding agents, providing structured spri…
|
— | ||||||||
| 58929 |
MCP Voice Soundboard
Claim
A text-to-speech MCP server with 48 voices across 9 languages, supporting emoti…
|
— | ||||||||
| 58930 |
volcengine-mcp-server
Claim
MCP server that exposes Volcengine OpenAPI as tools, enabling AI agents to inte…
|
— | ||||||||
| 58931 |
mcp-server-pexels
Claim
An MCP server to search for (free) stock images and videos from pexels.com.
|
— | ||||||||
| 58932 |
@vibecheck/mcp
Claim
Enables AI agents to manage git-backed website content through natural language…
|
— | ||||||||
| 58933 |
Exposes four CMS public datasets as callable tools in Claude conversations, ena…
|
— | ||||||||
| 58934 |
Aurey Wallet MCP
Claim
Self-hosted MCP server enabling AI agents to manage EVM wallets, check balances…
|
— | ||||||||
| 58935 |
Enables printing of Yamato B2 Cloud shipping label PDFs to a thermal label prin…
|
— | ||||||||
| 58936 |
mcp-django-server
Claim
A Django MCP server that exposes tools and resources to AI agents using simple …
|
— | ||||||||
| 58937 |
FLASK-tools
Claim
Provides a collection of MCP servers for computational chemistry tasks includin…
|
— | ||||||||
| 58938 |
MCP Server Playground
Claim
A learning project that wraps a FastAPI app with endpoints for random facts and…
|
— | ||||||||
| 58939 |
AI-powered PDF tools: fill forms, merge, extract data, and split PDFs
|
— | ||||||||
| 58940 |
mcp-testweather
Claim
|
— | ||||||||
| 58941 |
msloop-mcp
Claim
MCP server that provides read access to Microsoft Loop workspaces and pages by …
|
— | ||||||||
| 58942 |
Keepa MCP Server
Claim
Provides conversational access to Keepa's product and sales data for product re…
|
— | ||||||||
| 58943 |
ultra-confluence-mcp
Claim
A Model Context Protocol server for Confluence Cloud that aggressively trims AP…
|
— | ||||||||
| 58944 |
Panaya MCP Server
Claim
Exposes Panaya REST APIs as MCP tools for managing entities like projects, requ…
|
— | ||||||||
| 58945 |
agent-debugger
Claim
Enables AI agents to investigate backend incidents by executing runbooks that g…
|
— | ||||||||
| 58946 |
wcprediction-mcp
Claim
MCP server for a World Cup 2026 prediction game assistant, providing tools for …
|
— | ||||||||
| 58947 |
konsol-mcp
Claim
MCP server for configuring the konsol Frappe app via the CLI. Enables AI client…
|
— | ||||||||
| 58948 |
codeJung-mcp
Claim
MCP server that exposes the self-hosted codeJung code-review service as tools, …
|
— | ||||||||
| 58949 |
JustFill PDF Forms
Claim
Fill any PDF form with AI agents — ML field detection on scans, visual review l…
|
— | ||||||||
| 58950 |
llamator-mcp-server
Claim
Enables automated LLM red teaming by submitting asynchronous test runs, retriev…
|
— | ||||||||