MCP Server Quality Scores
Independent quality analysis of 47403 public MCP servers
Last updated 58 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 7501 |
A local-first knowledge base server that enables AI clients to store, retrieve,…
|
B 70 5⁄4 | ||||||||
| 7502 |
An academic paper management tool that enables multi-source research searching,…
|
B 70 5⁄5 | ||||||||
| 7503 |
Controls a real Chrome browser to navigate web pages and extract text content w…
|
B 70 5⁄4 | ||||||||
| 7504 |
Query AWS DynamoDB databases using natural language requests. Access and manage…
|
B 70 5⁄5 | ||||||||
| 7505 |
A self-hosted MCP server that provides AI assistants with a shared, persistent …
|
B 70 5⁄4 | ||||||||
| 7506 |
A lightweight server for managing local workspaces through file operations, Git…
|
B 70 5⁄4 | ||||||||
| 7507 |
A specialized Model Context Protocol (MCP) server that enables AI-powered inter…
|
B 70 5⁄5 | ||||||||
| 7508 |
Enables text-to-speech synthesis and voice cloning through GPT-SoVITS API integ…
|
B 70 5⁄5 | ||||||||
| 7509 |
Enables creating and managing customer records via an external API with Bearer …
|
B 70 5⁄5 | ||||||||
| 7510 |
MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Ag…
|
B 70 5⁄5 | ||||||||
| 7511 |
A Model Context Protocol server for executing GraphQL queries, allowing AI mode…
|
B 70 5⁄5 | ||||||||
| 7512 |
A Model Context Protocol server that enables AI models to generate and play hig…
|
B 70 5⁄5 | ||||||||
| 7513 |
A production-ready MCP server that enables users to interact with PostgreSQL da…
|
B 70 5⁄5 | ||||||||
| 7514 |
Provides persistent memory and context continuity for AI agents using Zep's Gra…
|
B 70 5⁄5 | ||||||||
| 7515 |
Provides guidance and tools for the AWS Cloud Development Kit, including infras…
|
B 70 5⁄5 | ||||||||
| 7516 |
FastMCP Server Template
Claim
A production-ready MCP server template that enables developers to quickly build…
|
B 70 5⁄5 | ||||||||
| 7517 |
Enables interaction with HashiCorp Vault for secret management operations inclu…
|
B 70 5⁄5 | ||||||||
| 7518 |
Provides current weather data and hourly forecasts for any location worldwide u…
|
B 70 5⁄5 | ||||||||
| 7519 |
Retrieves, parses, and analyzes speeches and testimonies from Federal Reserve o…
|
B 70 5⁄5 | ||||||||
| 7520 |
Enables AI agents to create and manage video compilations through n8n workflows…
|
B 70 5⁄5 | ||||||||
| 7521 |
Enables CVE lookups and risk assessment by integrating CISA Known Exploited Vul…
|
B 70 5⁄5 | ||||||||
| 7522 |
Provides seamless access to Grok AI's capabilities (chat completion, image unde…
|
B 70 5⁄5 | ||||||||
| 7523 |
Coinmarket API integration to fetch cryptocurrency listings and quotes
|
B 70 5⁄5 | ||||||||
| 7524 |
Morphik MCP
Claim
Enables interaction with the Morphik multi-modal database system for document i…
|
B 70 5⁄5 | ||||||||
| 7525 |
A Model Context Protocol server that provides tools to search and retrieve econ…
|
B 70 5⁄5 | ||||||||
| 7526 |
An MCP server that enables users to create and manage MongoDB Atlas clusters, u…
|
B 70 5⁄5 | ||||||||
| 7527 |
Enables automatic generation of complete Maven projects (applications, plugins,…
|
B 70 5⁄4 | ||||||||
| 7528 |
A graph-powered code intelligence engine that indexes codebases into a structur…
|
B 70 5⁄4 | ||||||||
| 7529 |
MalwareBazaar_MCP
Claim
An AI-driven MCP server that autonomously interfaces with Malware Bazaar, deliv…
|
B 70 5⁄4 | ||||||||
| 7530 |
MCP server for searching horse boarding facilities and trainers across the Unit…
|
B 70 4⁄4 | ||||||||
| 7531 |
A Model Context Protocol server that enables LLMs to interact directly with Mon…
|
B 70 5⁄5 | ||||||||
| 7532 |
A minimal Model Context Protocol server for interacting with Telegram bots via …
|
B 70 5⁄5 | ||||||||
| 7533 |
StatPearls MCP Server
Claim
Provides AI systems with access to peer-reviewed medical information from StatP…
|
B 70 5⁄5 | ||||||||
| 7534 |
Runtime security for AI agents. 12 MCP tools detect and block prompt injection,…
|
B 70 6⁄6 | ||||||||
| 7535 |
Enables the validation and generation of Terraform Infrastructure as Code accor…
|
B 70 5⁄4 | ||||||||
| 7536 |
A demonstration Model Context Protocol server that provides a configurable 'Hel…
|
B 70 5⁄5 | ||||||||
| 7537 |
An MCP server that enables intelligent search and retrieval of QuantConnect doc…
|
B 70 5⁄4 | ||||||||
| 7538 |
A persistent long-term memory system that enables AI clients to store and recal…
|
B 70 5⁄5 | ||||||||
| 7539 |
An MCP server that connects Claude and other MCP clients to buttplug.io, allowi…
|
B 70 4⁄4 | ||||||||
| 7540 |
Enables AI assistants to perform code reviews by providing access to staged fil…
|
B 70 5⁄5 | ||||||||
| 7541 |
An MCP server implementation for accessing Google Analytics 4 (GA4) data, built…
|
B 70 5⁄5 | ||||||||
| 7542 |
Enables monitoring and querying of Datadog metrics for Kubernetes clusters, APM…
|
B 70 5⁄5 | ||||||||
| 7543 |
Orchestrates multiple AWS security services to provide comprehensive security a…
|
B 70 5⁄5 | ||||||||
| 7544 |
An MCP server that connects to Tana's Input API, allowing Large Language Models…
|
B 70 5⁄5 | ||||||||
| 7545 |
A starter template for building Model Context Protocol servers that integrate w…
|
B 70 5⁄5 | ||||||||
| 7546 |
Enables AI applications to send emails, manage drafts, and compose professional…
|
B 70 5⁄4 | ||||||||
| 7547 |
Enables browser automation and web page interaction using Playwright's accessib…
|
B 70 5⁄5 | ||||||||
| 7548 |
An MCP server that generates customizable QR codes with options for size, color…
|
B 70 5⁄4 | ||||||||
| 7549 |
devrag
Claim
Lightweight local RAG MCP server for semantic vector search over markdown docum…
|
B 70 5⁄4 | ||||||||
| 7550 |
mcp-vitacore
Claim
A session memory consolidation and architectural oversight system that uses Gem…
|
B 70 5⁄5 | ||||||||