MCP Server Quality Scores
Independent quality analysis of 59785 public MCP servers
Last updated 1 hour ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 1801 |
A TypeScript implementation of a Model Context Protocol server that enables LLM…
|
B 79 5⁄5 | ||||||||
| 1802 |
Godot 4 development companion with test running (GUT/GdUnit4), API docs with 3→…
|
B 79 5⁄4 | ||||||||
| 1803 |
Connects Claude Desktop to Foundry VTT for AI-powered campaign management, enab…
|
B 79 5⁄4 | ||||||||
| 1804 |
Persistent semantic memory for AI agents. SQLite-backed, local-first, zero conf…
|
B 79 5⁄4 | ||||||||
| 1805 |
Scaffold Python projects from YAML presets, augment existing projects with CI/t…
|
B 79 5⁄4 | ||||||||
| 1806 |
shellguard
Claim
MCP server that gives LLM agents read-only shell access over SSH
|
B 79 5⁄4 | ||||||||
| 1807 |
Enhances AI model capabilities with structured, retrieval-augmented thinking pr…
|
B 79 5⁄5 | ||||||||
| 1808 |
A TypeScript server that integrates Google's Gemini Pro model with Claude Deskt…
|
B 79 5⁄5 | ||||||||
| 1809 |
pty-mcp
Claim
Interactive PTY sessions for AI agents — local shells, SSH with persistent sess…
|
B 79 4⁄4 | ||||||||
| 1810 |
A TypeScript-based MCP server that enables users to write text notes directly t…
|
B 79 5⁄4 | ||||||||
| 1811 |
A Model Context Protocol server that provides AI assistants with access to Glea…
|
B 79 5⁄5 | ||||||||
| 1812 |
Provides Claude Desktop access to Defense.com threat intelligence data for risk…
|
B 79 5⁄5 | ||||||||
| 1813 |
An offline-first MCP server for Indian financial, tax, and government APIs, pro…
|
B 79 4⁄4 | ||||||||
| 1814 |
Enables interaction with Bitbucket Cloud through 25+ tools for managing reposit…
|
B 79 5⁄5 | ||||||||
| 1815 |
An MCP server providing access to XRootD file systems, allowing LLMs to browse …
|
B 79 5⁄5 | ||||||||
| 1816 |
Physics-based anomaly detection via MCP. Uses Klein-Gordon wave equations on GP…
|
B 79 6⁄6 | ||||||||
| 1817 |
Analyzes git repository metrics to understand team health, development patterns…
|
B 79 5⁄4 | ||||||||
| 1818 |
Access live and historical NBA statistics including player stats, game scores, …
|
B 79 5⁄4 | ||||||||
| 1819 |
Enables management of Microsoft 365 users, licenses, and groups through Microso…
|
B 79 5⁄5 | ||||||||
| 1820 |
Allows developers to query security findings (SAST issues, secrets, patches) us…
|
B 79 5⁄5 | ||||||||
| 1821 |
💾 Model Context Protocol (MCP) server for Synology NAS - Enables AI assistants …
|
B 79 5⁄5 | ||||||||
| 1822 |
MCP-to-MCP Tic-Tac-Toe
Claim
Enables two LLMs to play Tic-Tac-Toe against each other autonomously using a sh…
|
B 79 6⁄6 | ||||||||
| 1823 |
Enables comprehensive integration with Google Analytics 4, allowing users to re…
|
B 79 5⁄5 | ||||||||
| 1824 |
Provides complete access to Model Context Protocol documentation through an MCP…
|
B 79 5⁄4 | ||||||||
| 1825 |
Enables LLMs to create and manage persistent, interactive shell sessions with f…
|
B 79 5⁄4 | ||||||||
| 1826 |
Provides summarised output from various actions that could otherwise eat up tok…
|
B 79 5⁄4 | ||||||||
| 1827 |
MC Modding is a Model Context Protocol (MCP) server designed to equip AI assist…
|
B 79 5⁄4 | ||||||||
| 1828 |
An MCP-based trivia game server where AI creates rounds with two true statement…
|
B 79 5⁄4 | ||||||||
| 1829 |
Provides access to real-time data from the French Basketball Federation (FFBB),…
|
B 79 6⁄6 | ||||||||
| 1830 |
Smartsheet MCP Server
Claim
Provides seamless integration with Smartsheet, enabling automated operations on…
|
B 79 5⁄5 | ||||||||
| 1831 |
Enables Claude Code to interact with Linux X11 desktops by performing mouse act…
|
B 79 5⁄5 | ||||||||
| 1832 |
An MCP server that makes Claude Code conversation history searchable and proact…
|
B 79 5⁄4 | ||||||||
| 1833 |
MCP server for the OpenAlex API — search 240M+ scholarly works, analyze citatio…
|
B 79 5⁄5 | ||||||||
| 1834 |
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<img src="https://cdn.simpleicons.org/cardano/0033AD" widt…
|
B 79 5⁄4 | ||||||||
| 1835 |
Enables LLM clients to programmatically generate videos using Plainly's API by …
|
B 79 5⁄4 | ||||||||
| 1836 |
Express REST API and MCP Server Framework is a comprehensive development framew…
|
B 79 5⁄4 | ||||||||
| 1837 |
Enables interaction with FreshRSS instances through the Google Reader API. Supp…
|
B 79 5⁄5 | ||||||||
| 1838 |
MCP server for envibe that provides controlled access to environment variables …
|
B 79 5⁄4 | ||||||||
| 1839 |
steam-reviews-mcp
Claim
Search Steam games, fetch user reviews, and analyze sentiment with topic drill-…
|
B 79 5⁄5 | ||||||||
| 1840 |
Provides comprehensive medical information by querying authoritative sources in…
|
B 79 5⁄5 | ||||||||
| 1841 |
Enables LLMs to efficiently navigate and analyze large diff files by providing …
|
B 79 5⁄5 | ||||||||
| 1842 |
Integrates Jina AI Search Foundation APIs to provide web page content extractio…
|
B 79 5⁄5 | ||||||||
| 1843 |
Enables users to generate sound effects from text descriptions using Meta's Aud…
|
B 79 5⁄4 | ||||||||
| 1844 |
A minimal and auditable MCP server that enables local AI assistants to read and…
|
B 79 5⁄5 | ||||||||
| 1845 |
Enables AI agents to securely connect to and query Microsoft SQL Server databas…
|
B 79 5⁄5 | ||||||||
| 1846 |
Search the Entra.news newsletter archive — a weekly digest of Microsoft Entra n…
|
B 79 5⁄4 | ||||||||
| 1847 |
Persistent memory for AI coding tools. 11 tools for any MCP-compatible AI tool.
|
B 79 5⁄5 | ||||||||
| 1848 |
|
B 79 5⁄4 | ||||||||
| 1849 |
Git-driven MCP server that manages and provides prompt templates with Handlebar…
|
B 79 5⁄5 | ||||||||
| 1850 |
Persistent memory for AI assistants. Store, search, and recall across sessions.
|
B 79 5⁄4 | ||||||||