MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 2 hours, 34 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 23051 |
Provides AI assistants with direct access to Wireshark network analysis capabil…
|
C 62 4⁄3 | ||||||||
| 23052 |
This MCP server provides tools for interacting with Shake Shack restaurant data…
|
C 62 4⁄4 | ||||||||
| 23053 |
minime-mcp
Claim
Universal infinite memory layer for Developer AI assistants. One shared brain a…
|
C 62 4⁄3 | ||||||||
| 23054 |
CLI and MCP server for the LinkedIn API
|
C 62 4⁄3 | ||||||||
| 23055 |
MCP server for controlling Mullvad VPN through Claude Desktop, Cursor, Windsurf…
|
C 62 3⁄3 | ||||||||
| 23056 |
A Model Context Protocol server for embedded debugging with probe-rs - supports…
|
C 62 4⁄3 | ||||||||
| 23057 |
Manage Sable AI voice agents, query HyperDX logs and metrics, and deploy — all …
|
C 62 4⁄3 | ||||||||
| 23058 |
Libragen
Claim
Creates and searches private, local RAG libraries from documentation to ground …
|
C 62 4⁄3 | ||||||||
| 23059 |
Enables LLMs to retrieve and analyze sleep, recovery, and physiological cycle d…
|
C 62 4⁄4 | ||||||||
| 23060 |
Enables interaction with the Observe platform through OPAL query execution, wor…
|
C 62 4⁄4 | ||||||||
| 23061 |
Enables GUI automation for controlling PIX4Dmatic on Windows through MCP. Suppo…
|
C 62 3⁄3 | ||||||||
| 23062 |
Three-model MCP server returning Grok, Gemini, and DeepSeek outputs for Claude.
|
C 62 3⁄3 | ||||||||
| 23063 |
MCP server for Roistat API — marketing analytics, visits tracking. API key auth.
|
C 62 3⁄3 | ||||||||
| 23064 |
bridge4simulator
Claim
An MCP (Model Context Protocol) server that enables AI assistants to control iO…
|
C 62 3⁄3 | ||||||||
| 23065 |
An all-in-one Model Context Protocol (MCP) server that connects your coding AI …
|
C 62 4⁄4 | ||||||||
| 23066 |
wren-engine
Claim
The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents
|
C 62 4⁄3 | ||||||||
| 23067 |
Enables interaction with Spotify through MCP, providing tools for searching tra…
|
C 62 3⁄3 | ||||||||
| 23068 |
|
C 62 3⁄3 | ||||||||
| 23069 |
A minimal CRUD API for items that exposes FastAPI endpoints as MCP tools, enabl…
|
C 62 4⁄4 | ||||||||
| 23070 |
A TypeScript implementation of the MCP Agent framework, providing tools for bui…
|
C 61 4⁄3 | ||||||||
| 23071 |
Project-scoped semantic workspace memory for AI coding assistants. Watches your…
|
C 61 4⁄4 | ||||||||
| 23072 |
vurb.ts
Claim
TypeScript framework for building production MCP servers. Fluent tool API, FSM …
|
C 61 4⁄3 | ||||||||
| 23073 |
|
C 61 3⁄3 | ||||||||
| 23074 |
MCP server for Tochka Bank API — payments, invoices, acquiring, subscriptions
|
C 61 3⁄3 | ||||||||
| 23075 |
stock-mcp
Claim
专业的金融市场数据 MCP 服务器 - 支持A股/美股/加密货币，原生 MCP 协议，AI Agent 友好
|
C 61 4⁄4 | ||||||||
| 23076 |
Enhanced graph-based memory with a focus on AI role-play and story generation
|
C 61 4⁄3 | ||||||||
| 23077 |
AI Agent payment protocol on CKB Fiber Network. Zero-gas micropayments with Hol…
|
C 61 4⁄3 | ||||||||
| 23078 |
Open Targets MCP server for targets, diseases, drugs, variants, and evidence
|
C 61 4⁄3 | ||||||||
| 23079 |
Enables AI assistants to interact with Cisco Modeling Labs (CML) using natural …
|
C 61 4⁄3 | ||||||||
| 23080 |
monitor
Claim
BetterDB MCP server - Valkey observability for Claude Code and other MCP clients
|
C 61 4⁄3 | ||||||||
| 23081 |
THU Agent by CyberCraze
Claim
An interactive coding agent and MCP server that provides access to various AI m…
|
C 61 3⁄3 | ||||||||
| 23082 |
A Node.js implementation that enables browsing Git repositories through the Mod…
|
C 61 4⁄4 | ||||||||
| 23083 |
Enables retrieval-augmented generation (RAG) by indexing and searching through …
|
C 61 4⁄4 | ||||||||
| 23084 |
Provides comprehensive market data, fundamental analysis, and technical indicat…
|
C 61 4⁄4 | ||||||||
| 23085 |
Intelligent agent memory with semantic recall, automatic consolidation, contrad…
|
C 61 4⁄3 | ||||||||
| 23086 |
mcp_rails_template
Claim
A minimal Rails API template for creating MCP (Model Context Protocol) servers …
|
C 61 3⁄3 | ||||||||
| 23087 |
A central hub that aggregates multiple MCP resource servers into a single unifi…
|
C 61 4⁄4 | ||||||||
| 23088 |
An MCP server that connects Claude and other MCP clients to buttplug.io, allowi…
|
C 61 3⁄3 | ||||||||
| 23089 |
MCP server for 2s.io — pay-per-call tools settled in USDC on Base or Solana via…
|
C 61 3⁄3 | ||||||||
| 23090 |
18 tools: agent memory, API drift detection, and HMAC-signed trust receipts
|
C 61 3⁄3 | ||||||||
| 23091 |
mcp-security-checklist
Claim
MCP is being adopted rapidly. Security guidance is lagging behind. This checkli…
|
C 61 3⁄3 | ||||||||
| 23092 |
MCP server for Apache Iceberg
|
C 61 4⁄3 | ||||||||
| 23093 |
Enables enhanced decision-making through hierarchical LLM analysis, using three…
|
C 61 4⁄4 | ||||||||
| 23094 |
mcp-server
Claim
SEC filings and financial data for AI agents: 46 tools for financials, valuatio…
|
C 61 3⁄3 | ||||||||
| 23095 |
MIDI Analyzer MCP Server
Claim
Enables comprehensive analysis of MIDI SMF files including loading, parsing, tr…
|
C 61 4⁄3 | ||||||||
| 23096 |
A simple note-taking MCP server that stores notes and can generate summaries of…
|
C 61 4⁄3 | ||||||||
| 23097 |
Non-custodial x402 payment layer for AI agents. Agents sign transactions from t…
|
C 61 4⁄3 | ||||||||
| 23098 |
A FastAPI-based application that implements the Model Context Protocol for lead…
|
C 61 4⁄4 | ||||||||
| 23099 |
A Model Context Protocol implementation with a modular architecture that expose…
|
C 61 4⁄4 | ||||||||
| 23100 |
Provides tools for obtaining system CPU and memory statistics through FastAPI e…
|
C 61 4⁄3 | ||||||||