MCP Server Quality Scores
Independent quality analysis of 59221 public MCP servers
Last updated 55 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 4101 |
NetlifyMCPServer
Claim
A basic example of developing and running serverless Model Context Protocol (MC…
|
B 75 6⁄6 | ||||||||
| 4102 |
Enables Claude Desktop to interact with the Gauntlet Incept system for generati…
|
B 75 5⁄5 | ||||||||
| 4103 |
MCP server to lint and validate Kubernetes-related manifests(Helm, FluxCD, Argo…
|
B 75 5⁄5 | ||||||||
| 4104 |
A Bun-based MCP server that allows AI models to query Swagger/OpenAPI documenta…
|
B 75 5⁄5 | ||||||||
| 4105 |
A Model Context Protocol server that enables AI models to interact with the Nos…
|
B 75 5⁄4 | ||||||||
| 4106 |
A document conversion server that transforms various file formats (PDFs, docume…
|
B 75 5⁄5 | ||||||||
| 4107 |
MCP server that interfaces with the NCBI Entrez API to fetch detailed informati…
|
B 75 5⁄5 | ||||||||
| 4108 |
Provides implementation guidance, code validation, and troubleshooting tools fo…
|
B 75 5⁄5 | ||||||||
| 4109 |
Kubernetes cluster operations through MCP
|
B 75 5⁄5 | ||||||||
| 4110 |
Enables generation and validation of Xray-core proxy configurations using natur…
|
B 75 5⁄5 | ||||||||
| 4111 |
Enables image generation and editing using Google Gemini AI with support for mu…
|
B 75 5⁄5 | ||||||||
| 4112 |
Express MCP Server
Claim
A basic serverless MCP server example running on Netlify Functions using Expres…
|
B 75 6⁄6 | ||||||||
| 4113 |
Enables AI-driven interaction with Infor Birst analytics platform, providing 20…
|
B 75 5⁄5 | ||||||||
| 4114 |
Automatically analyzes and optimizes AI prompts by calculating clarity scores, …
|
B 75 5⁄5 | ||||||||
| 4115 |
Creates short videos for TikTok, Instagram Reels, and YouTube Shorts using the …
|
B 75 5⁄5 | ||||||||
| 4116 |
Enables AI agents to traverse SysML v2 model graphs, query requirements, and pe…
|
B 75 5⁄4 | ||||||||
| 4117 |
|
B 75 5⁄5 | ||||||||
| 4118 |
A high-performance Model Context Protocol server that enables AI agents to extr…
|
B 75 5⁄5 | ||||||||
| 4119 |
Enables quantum physics simulations and visualizations by integrating QuTip for…
|
B 75 5⁄4 | ||||||||
| 4120 |
Enables AI assistants to control Succinct Prover Network operations on Sepolia …
|
B 75 5⁄4 | ||||||||
| 4121 |
[TickTick](https://ticktick.com/) MCP server using the official OAuth 2.0 API. …
|
B 75 5⁄5 | ||||||||
| 4122 |
An MCP server for integrating with Zerodha Kite API that provides Claude with t…
|
B 75 5⁄5 | ||||||||
| 4123 |
MonoGame MCP Server
Claim
Provides AI-powered tools for MonoGame development, including API documentation…
|
B 75 5⁄4 | ||||||||
| 4124 |
Microsoft 365 Bookings
Claim
Interact with Microsoft Bookings seamlessly through the Microsoft Graph API. Ac…
|
B 75 5⁄4 | ||||||||
| 4125 |
API Schema Drift Monitor — detect breaking changes in OpenAPI specs
|
B 75 5⁄4 | ||||||||
| 4126 |
Provides a standardized interface for LLMs to read, create, and manage Google C…
|
B 75 5⁄4 | ||||||||
| 4127 |
Enables AI assistants to search and analyze Chrome browser history and bookmark…
|
B 75 5⁄4 | ||||||||
| 4128 |
Enables remote command execution and file management over SSH and SFTP, support…
|
B 75 5⁄4 | ||||||||
| 4129 |
Fast MCP server for Apple Mail — 87x faster email fetching via batch JXA and FT…
|
B 75 5⁄4 | ||||||||
| 4130 |
This is a Model Context Protocol (MCP) server adaptation of LangChain Ollama De…
|
B 75 5⁄5 | ||||||||
| 4131 |
Provides AI assistants with real-time web search, intelligent data extraction f…
|
B 75 5⁄5 | ||||||||
| 4132 |
A Model Context Protocol (MCP) server that provides tools for managing todo ite…
|
B 75 5⁄5 | ||||||||
| 4133 |
Enables monitoring and control of the SST development process by streaming dev …
|
B 75 5⁄4 | ||||||||
| 4134 |
Search Korean patents by applicant, retrieve detailed records by application nu…
|
B 75 5⁄5 | ||||||||
| 4135 |
Groww MCP
Claim
Enable seamless integration of Groww platform data and tools with language mode…
|
B 75 5⁄4 | ||||||||
| 4136 |
Enables AI assistants to execute SQL queries against AWS Athena databases, chec…
|
B 75 5⁄5 | ||||||||
| 4137 |
Enables AI-powered marketing campaign management across Google Ads, Facebook Ad…
|
B 75 5⁄5 | ||||||||
| 4138 |
This MCP server enables AI assistants to automatically sync Google Sheets data …
|
B 75 5⁄5 | ||||||||
| 4139 |
Provides access to the National Park Service API to search for U.S. national pa…
|
B 75 5⁄5 | ||||||||
| 4140 |
protolint-mcp
Claim
protolint-mcp
|
B 75 5⁄5 | ||||||||
| 4141 |
Tracks DB Schenker shipments by reference number, providing detailed shipment i…
|
B 75 5⁄5 | ||||||||
| 4142 |
FutureSearch MCP Server
Claim
Give your AI a research team. Forecast, score, classify, or research every row …
|
B 75 5⁄4 | ||||||||
| 4143 |
Enables AI assistants to interact with Ubiquiti UniFi network infrastructure fo…
|
B 75 5⁄5 | ||||||||
| 4144 |
MCP-K8S is an AI-driven Kubernetes resource management tool that allows users t…
|
B 75 5⁄5 | ||||||||
| 4145 |
情景+实体记忆 MCP 服务,为 Claude Code 提供持久化记忆能力
|
B 75 5⁄4 | ||||||||
| 4146 |
Universal data connector for CSV, Postgres, and REST APIs via DuckDB
|
B 75 4⁄4 | ||||||||
| 4147 |
MCP Context Bank Server
Claim
Enables AI agents to fetch, search, and retrieve markdown content from remote G…
|
B 75 5⁄5 | ||||||||
| 4148 |
Enables searching X (formerly Twitter) using xAI's Responses API with support f…
|
B 75 5⁄5 | ||||||||
| 4149 |
Security-first web access for Claude. Sanitizes pages, blocks injection, redact…
|
B 75 4⁄4 | ||||||||
| 4150 |
Circuitry MCP Server
Claim
Connects AI coding agents to Circuitry's visual workflow platform, enabling the…
|
B 75 5⁄4 | ||||||||