MCP Server Quality Scores
Independent quality analysis of 67181 public MCP servers
Last updated 3 hours, 20 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 3201 |
Enables web browsing capabilities using BeautifulSoup4
|
B 76 5⁄4 | ||||||||
| 3202 |
taskboard
Claim
Local project management with Kanban UI, CLI, and MCP server for AI assistants.…
|
B 76 5⁄4 | ||||||||
| 3203 |
Image generation
|
B 76 5⁄4 | ||||||||
| 3204 |
simple-memory-mcp
Claim
Provides AI assistants with persistent memory across sessions using local SQLit…
|
B 76 5⁄5 | ||||||||
| 3205 |
gemini-image-mcp
|
B 76 5⁄5 | ||||||||
| 3206 |
A Redis-backed MCP server that enables multiple AI agents to communicate, coord…
|
B 76 5⁄5 | ||||||||
| 3207 |
MCP server for Substack — read posts, manage drafts, publish Notes, get comment…
|
B 76 5⁄5 | ||||||||
| 3208 |
UX toolkit: 28 knowledge resources, 23 analysis tools & 4 workflow prompts for …
|
B 76 5⁄5 | ||||||||
| 3209 |
Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29…
|
B 76 5⁄4 | ||||||||
| 3210 |
Provides access to Perplexity AI models through two tools: ask\_perplexity for …
|
B 76 5⁄5 | ||||||||
| 3211 |
A basic example MCP server deployed as a Netlify serverless function using Expr…
|
B 76 6⁄6 | ||||||||
| 3212 |
Codebeamer ALM integration for managing work items, trackers, and projects. Pro…
|
B 76 5⁄5 | ||||||||
| 3213 |
MWAA MCP Server
Claim
Enables management of Amazon Managed Workflows for Apache Airflow (MWAA) enviro…
|
B 76 5⁄5 | ||||||||
| 3214 |
MCP server for Spotify playlist curation and management. 18 tools for song anal…
|
B 76 5⁄4 | ||||||||
| 3215 |
Converts Markdown documents to PDF files with support for syntax highlighting, …
|
B 76 5⁄4 | ||||||||
| 3216 |
Supabase MCP Server
Claim
Connects AI assistants to Supabase projects to manage databases, execute SQL qu…
|
B 76 5⁄5 | ||||||||
| 3217 |
Enables interaction with SpiderFoot OSINT reconnaissance tools through MCP, all…
|
B 76 5⁄5 | ||||||||
| 3218 |
Enables comprehensive translation management through POEditor's API with projec…
|
B 76 5⁄5 | ||||||||
| 3219 |
AI-native data analysis agent as an MCP Server.
Connect your Excel files, CSVs…
|
B 76 5⁄4 | ||||||||
| 3220 |
Enables AI assistants to perform structured, step-by-step reasoning through seq…
|
B 76 5⁄5 | ||||||||
| 3221 |
A Model Context Protocol server for comprehensive Jupyter notebook manipulation…
|
B 76 5⁄5 | ||||||||
| 3222 |
Provides comprehensive pharmaceutical intelligence by integrating real-time ope…
|
B 76 5⁄5 | ||||||||
| 3223 |
Enables secure MySQL database operations through natural language with built-in…
|
B 76 5⁄5 | ||||||||
| 3224 |
Firestore MCP Server
Claim
An interface for interacting with Google Firestore databases directly through C…
|
B 76 5⁄5 | ||||||||
| 3225 |
Generates AI-powered clarifying questions for user task requests using Claude, …
|
B 76 5⁄5 | ||||||||
| 3226 |
zerodust
Claim
Sweep native gas tokens to exactly zero across 25+ EVM chains via AI agents.
|
B 76 5⁄4 | ||||||||
| 3227 |
A Model Context Protocol server that provides Angular project analysis and refa…
|
B 76 5⁄4 | ||||||||
| 3228 |
Dynamic tools to automate tasks on LinkedIn website.
|
B 76 5⁄5 | ||||||||
| 3229 |
Enables interaction with Rememberizer.ai knowledge repositories to search, retr…
|
B 76 5⁄5 | ||||||||
| 3230 |
Enables AI assistants to perform network scanning operations using NMAP, offeri…
|
B 76 5⁄4 | ||||||||
| 3231 |
An MCP server providing real-time currency conversion and exchange rate data th…
|
B 76 6⁄6 | ||||||||
| 3232 |
Automatically converts any OpenAPI specification into an MCP server, exposing a…
|
B 76 5⁄5 | ||||||||
| 3233 |
Real-time sports card pricing, market analysis, arbitrage detection, grading RO…
|
B 76 4⁄4 | ||||||||
| 3234 |
Enables AI agents to consult with multiple AI models (GPT, Gemini, Grok, etc.) …
|
B 76 5⁄5 | ||||||||
| 3235 |
claude-recall
Claim
A persistent memory server for Claude Code that captures session context and to…
|
B 76 5⁄4 | ||||||||
| 3236 |
A TypeScript starter template for building Model Context Protocol (MCP) servers…
|
B 76 5⁄4 | ||||||||
| 3237 |
A Model Context Protocol server that enables Claude Desktop and other MCP-compa…
|
B 76 5⁄5 | ||||||||
| 3238 |
Enables flight search and price comparison by scraping flight information from …
|
B 76 5⁄5 | ||||||||
| 3239 |
Extracts clean web content for RAG and provides Q&A about web pages.
|
B 76 5⁄5 | ||||||||
| 3240 |
An MCP (Model Context Protocol) server for performing accessibility audits on w…
|
B 76 5⁄5 | ||||||||
| 3241 |
An advanced MCP server for generating styled QR codes with logos, batch process…
|
B 76 5⁄4 | ||||||||
| 3242 |
Domain Tools (WHOIS + DNS)
|
B 76 5⁄5 | ||||||||
| 3243 |
MCP Master Puppeteer
Claim
An advanced MCP server for browser automation using Puppeteer, specifically opt…
|
B 76 5⁄4 | ||||||||
| 3244 |
Open standard for Provenance & Intent Contracts (PIC) in AI agents. Verify inte…
|
B 76 5⁄4 | ||||||||
| 3245 |
Provides ripgrep search capabilities to MCP clients like Claude, allowing high-…
|
B 76 5⁄5 | ||||||||
| 3246 |
Enables secure remote execution of Rails console commands over SSH for read-onl…
|
B 76 5⁄5 | ||||||||
| 3247 |
Exposes a Node.js REST API for user and product management through MCP tools, a…
|
B 76 5⁄5 | ||||||||
| 3248 |
Capacities MCP Server
Claim
Provides seamless integration with Capacities knowledge management system, allo…
|
B 76 5⁄5 | ||||||||
| 3249 |
mcp-metricool
|
B 76 5⁄5 | ||||||||
| 3250 |
Enables speech-to-text transcription, text-to-speech synthesis, and audio analy…
|
B 76 5⁄5 | ||||||||