MCP Server Quality Scores
Independent quality analysis of 48148 public MCP servers
Last updated 55 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 23051 |
nereid
Claim
Create and explore Mermaid diagrams in collaboration with AI agents (TUI + MCP …
|
C 62 4⁄3 | ||||||||
| 23052 |
A stateful debugging and binary research system for LLM agents, integrating GDB…
|
C 62 4⁄3 | ||||||||
| 23053 |
An MCP server that extracts clean Markdown or HTML content from web pages by st…
|
C 62 3⁄3 | ||||||||
| 23054 |
kudosflow
Claim
Visual workflow editor for building node-based AI agent workflows with drag-and…
|
C 62 4⁄3 | ||||||||
| 23055 |
Provides programmatic access to Pydantic-AI documentation as an MCP server, ena…
|
C 62 4⁄3 | ||||||||
| 23056 |
ERPNext MCP Server
Claim
Enables interaction with ERPNext instances via its REST API to manage documents…
|
C 62 4⁄4 | ||||||||
| 23057 |
Bridges CLI tools to AI assistants via MCP, enabling knowledge graph management…
|
C 62 3⁄3 | ||||||||
| 23058 |
|
C 62 3⁄3 | ||||||||
| 23059 |
minime-mcp
Claim
Universal infinite memory layer for Developer AI assistants. One shared brain a…
|
C 62 4⁄3 | ||||||||
| 23060 |
Multi-agent Claude Code you can actually control. Spawn specialist teams in tmu…
|
C 62 4⁄3 | ||||||||
| 23061 |
xmcp Application
Claim
A template/starter project for building MCP servers with structured directories…
|
C 62 4⁄3 | ||||||||
| 23062 |
cunpon2
Claim
|
C 62 4⁄3 | ||||||||
| 23063 |
A Model Context Protocol server that generates prompts based on Git repository …
|
C 62 4⁄3 | ||||||||
| 23064 |
Comprehensive integration with Google Workspace services (Gmail, Calendar, Shee…
|
C 62 4⁄4 | ||||||||
| 23065 |
Enables comprehensive email marketing automation through the Cakemail API, incl…
|
C 62 4⁄4 | ||||||||
| 23066 |
Enables users to write and execute SPARQL queries against open-access SPARQL en…
|
C 62 4⁄4 | ||||||||
| 23067 |
Official MCP server for Qase — manage test cases, runs, suites, defects via AI …
|
C 62 4⁄3 | ||||||||
| 23068 |
MCP server for Gearcoleco ColecoVision emulator
|
C 62 3⁄3 | ||||||||
| 23069 |
Semantic + structural code search MCP server for AI-native development.
|
C 61 4⁄3 | ||||||||
| 23070 |
Enables enhanced decision-making through hierarchical LLM analysis, using three…
|
C 61 4⁄4 | ||||||||
| 23071 |
rememex
Claim
semantic search for your local files find by meaning, not keywords. 120+ file t…
|
C 61 4⁄3 | ||||||||
| 23072 |
Signadot MCP Server
Claim
Connect to Signadot to manage ephemeral environments and route traffic to local…
|
C 61 4⁄3 | ||||||||
| 23073 |
An MCP server that transforms markdown notes into an AI-powered knowledge graph…
|
C 61 3⁄3 | ||||||||
| 23074 |
An auto-generated MCP server that enables interaction with Google Cloud Private…
|
C 61 4⁄3 | ||||||||
| 23075 |
Provides MCP access to the BangumiTV API, allowing users to retrieve and intera…
|
C 61 4⁄4 | ||||||||
| 23076 |
awesome-mcp-hardware
Claim
Awesome list of MCP servers for interacting with hardware and the physical worl…
|
C 61 3⁄3 | ||||||||
| 23077 |
MCP server for 2s.io — pay-per-call tools settled in USDC on Base or Solana via…
|
C 61 3⁄3 | ||||||||
| 23078 |
Production-ready MCP server for AI-driven console automation and monitoring. 40…
|
C 61 4⁄3 | ||||||||
| 23079 |
csharp-runner
Claim
fast, secure c# runner
|
C 61 3⁄3 | ||||||||
| 23080 |
Enables LLM tools to control iOS Simulator, manage Expo/Metro development serve…
|
C 61 4⁄3 | ||||||||
| 23081 |
nvim-gemini-companion
Claim
A Neovim plugin to integrate Gemini CLI well (+ Qwen-code now)
|
C 61 3⁄3 | ||||||||
| 23082 |
Provides tools for managing quantitative research knowledge graphs, enabling st…
|
C 61 4⁄4 | ||||||||
| 23083 |
Provides access to Formula 1 data including driver and constructor championship…
|
C 61 4⁄4 | ||||||||
| 23084 |
Graphiti MCP Server
|
C 61 4⁄4 | ||||||||
| 23085 |
A FastAPI-based microservice that analyzes job URLs and extracts detailed compa…
|
C 61 4⁄4 | ||||||||
| 23086 |
Integrates 6 Korean public procurement APIs to search, analyze, and manage proc…
|
C 61 3⁄3 | ||||||||
| 23087 |
Provides tools for obtaining system CPU and memory statistics through FastAPI e…
|
C 61 4⁄3 | ||||||||
| 23088 |
|
C 61 4⁄3 | ||||||||
| 23089 |
Credential isolation proxy for AI agents. Injects secrets at the network bounda…
|
C 61 4⁄3 | ||||||||
| 23090 |
Enables AI assistants to interact directly with the ClickUp REST API v2 for man…
|
C 61 4⁄4 | ||||||||
| 23091 |
ast-grep MCP Server
Claim
Enables AI assistants to search and analyze codebases using Abstract Syntax Tre…
|
C 61 4⁄3 | ||||||||
| 23092 |
Manage and organize tasks efficiently with AI agent integration. Create, update…
|
C 61 4⁄3 | ||||||||
| 23093 |
An MCP server that provides AI assistants with full access to Infoblox NIOS for…
|
C 61 4⁄4 | ||||||||
| 23094 |
MCP Email Service
Claim
Enables multi-account email management with AI-powered monitoring, intelligent …
|
C 61 4⁄4 | ||||||||
| 23095 |
A simple note-taking MCP server that stores notes and can generate summaries of…
|
C 61 4⁄3 | ||||||||
| 23096 |
Allows AI assistants to manage Docker containers, Linux virtual machines, and K…
|
C 61 4⁄3 | ||||||||
| 23097 |
Non-custodial x402 payment layer for AI agents. Agents sign transactions from t…
|
C 61 4⁄3 | ||||||||
| 23098 |
Enables AI systems to perform full-text and semantic search operations over str…
|
C 61 4⁄4 | ||||||||
| 23099 |
A Node.js implementation that enables browsing Git repositories through the Mod…
|
C 61 4⁄4 | ||||||||
| 23100 |
Enables interaction with Android devices via the Android Debug Bridge (ADB), al…
|
C 61 4⁄3 | ||||||||