MCP Server Quality Scores
Independent quality analysis of 57580 public MCP servers
Last updated 15 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15201 |
A MCP server providing real-time web search capabilities to any AI model.
|
F 30 5⁄4 | ||||||||
| 15202 |
A template for deploying remote Model Context Protocol servers to Cloudflare Wo…
|
F 30 5⁄5 | ||||||||
| 15203 |
A debug tool for platform developers to verify that their MCP App hosts correct…
|
F 30 5⁄5 | ||||||||
| 15204 |
Enables intelligent management of Google Cloud Platform infrastructure using Te…
|
F 30 5⁄5 | ||||||||
| 15205 |
A Model Context Protocol server that exposes project-specific development tools…
|
F 30 5⁄5 | ||||||||
| 15206 |
Agent Interface Compiler — One command. Every agent speaks your product. Transf…
|
F 30 5⁄4 | ||||||||
| 15207 |
Enables AI assistants to search products, manage shopping carts, place orders, …
|
F 30 5⁄4 | ||||||||
| 15208 |
A server tool for running Deep Learning models that offers Shell execution, Ngr…
|
F 30 5⁄5 | ||||||||
| 15209 |
Provide programmatic access to privacy-respecting meta-search functionality via…
|
F 30 5⁄4 | ||||||||
| 15210 |
Read-only-by-default MCP server: let LLMs explore the Fediverse — Mastodon, Mis…
|
F 30 5⁄4 | ||||||||
| 15211 |
Aggregates hot news and trending topics from 14+ Chinese platforms like Zhihu, …
|
F 30 5⁄5 | ||||||||
| 15212 |
Provides access to the World Health Organization's Global Health Observatory da…
|
F 30 5⁄5 | ||||||||
| 15213 |
Enables AI assistants to analyze B2C Gold IRA sales call transcripts through 6 …
|
F 30 5⁄5 | ||||||||
| 15214 |
Enables users to generate presentation slides using 2slides.com's API through C…
|
F 30 6⁄6 | ||||||||
| 15215 |
Explore French communes and cadastral parcels based on name and surface
|
F 30 5⁄5 | ||||||||
| 15216 |
A smart router that helps users discover the most relevant tools from an MCP ca…
|
F 30 5⁄4 | ||||||||
| 15217 |
A command-line tool that enables the use of MCP with the Room protocol, allowin…
|
F 30 5⁄5 | ||||||||
| 15218 |
Connects the Pipedrive API v2 to LLM applications, providing read-only access t…
|
F 30 5⁄5 | ||||||||
| 15219 |
Evolve and optimize solutions across multiple generations using genetic algorit…
|
F 30 5⁄4 | ||||||||
| 15220 |
A hybrid Python and Node.js MCP server that integrates Playwright browser autom…
|
F 30 5⁄5 | ||||||||
| 15221 |
Human-in-the-loop approvals and notifications for AI agents via WhatsApp. Enabl…
|
F 30 5⁄4 | ||||||||
| 15222 |
Spec-driven Go MCP server template for building domain MCPs with AI-agent onboa…
|
F 30 5⁄4 | ||||||||
| 15223 |
A Node.js MCP server that acts as a communication bridge for the HandsAI Java a…
|
F 30 5⁄4 | ||||||||
| 15224 |
A Model Context Protocol server providing comprehensive task management capabil…
|
F 30 5⁄5 | ||||||||
| 15225 |
An MCP server that automates the continuation of AI tasks by intercepting tool …
|
F 30 5⁄4 | ||||||||
| 15226 |
Provides access to over 5,000 macroeconomic indicators from the Banco Central d…
|
F 30 5⁄5 | ||||||||
| 15227 |
A Model Context Protocol server that enables LLMs to manage network topologies,…
|
F 30 5⁄5 | ||||||||
| 15228 |
An example MCP server that integrates WorkOS AuthKit to enable secure remote cl…
|
F 30 5⁄5 | ||||||||
| 15229 |
An MCP server for the OpenAI Codex CLI that provides coding assistance with mul…
|
F 30 5⁄4 | ||||||||
| 15230 |
|
F 30 5⁄4 | ||||||||
| 15231 |
Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with…
|
F 30 5⁄5 | ||||||||
| 15232 |
A local code indexing and search library that enables AI agents to perform sema…
|
F 30 5⁄4 | ||||||||
| 15233 |
Enables AI assistants to interact with users via Telegram to request decisions,…
|
F 30 5⁄5 | ||||||||
| 15234 |
Generates CanvasXpress data visualization JSON configurations from natural lang…
|
F 30 5⁄5 | ||||||||
| 15235 |
Adaptive Retrieval-Augmented Self-Refinement MCP Server — a closed-loop system …
|
F 30 5⁄4 | ||||||||
| 15236 |
Awesome Claude Desktop Extensions (dxt) (not only Claude) mcpb
|
F 30 5⁄4 | ||||||||
| 15237 |
A Docker-based local RAG backend that provides advanced document search capabil…
|
F 30 5⁄4 | ||||||||
| 15238 |
An MCP server that enables AI-powered exploration of RDF data and SPARQL queryi…
|
F 30 5⁄5 | ||||||||
| 15239 |
A Model Context Protocol server that allows AI assistants to interact with the …
|
F 30 5⁄5 | ||||||||
| 15240 |
An intelligent MCP server that analyzes folder contents to automatically catego…
|
F 30 5⁄4 | ||||||||
| 15241 |
Enables interaction with the Anki desktop flashcard application through the Ank…
|
F 30 5⁄4 | ||||||||
| 15242 |
Enables AI assistants in IDEs to query custom documentation databases for more …
|
F 30 6⁄6 | ||||||||
| 15243 |
Enhances Claude's reasoning capabilities by integrating DeepSeek R1's advanced …
|
F 30 5⁄5 | ||||||||
| 15244 |
Provides a Qt-based graphical interface for AI tools like Cursor to facilitate …
|
F 30 5⁄4 | ||||||||
| 15245 |
An MCP server that performs code reviews by comparing local source code against…
|
F 30 6⁄6 | ||||||||
| 15246 |
Python MCP server that bridges VS Code Copilot agents to the Firm Gateway ecosy…
|
F 30 5⁄4 | ||||||||
| 15247 |
An enhanced Model Context Protocol (MCP) server that allows running Claude Code…
|
F 30 5⁄4 | ||||||||
| 15248 |
The Tenth Man Protocol — structured contrarian analysis for decision-makers via…
|
F 30 5⁄4 | ||||||||
| 15249 |
Converts images, PDFs, Word documents, and Excel spreadsheets to structured mar…
|
F 30 5⁄5 | ||||||||
| 15250 |
Enterprise-grade Rust implementation of Anthropic's MCP protocol
|
F 30 5⁄4 | ||||||||