MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 2 hours, 29 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 25051 |
Enables AI to interact with Microsoft Access (.mdb, .accdb) and SQLite 3 databa…
|
F 30 4⁄3 | ||||||||
| 25052 |
mcp\_3d\_relief
|
F 30 4⁄4 | ||||||||
| 25053 |
A fully functional MCP server and CLI for YouTube to automate YouTube operation
|
F 30 4⁄3 | ||||||||
| 25054 |
A MCP server to interact with Neovim
|
F 30 4⁄3 | ||||||||
| 25055 |
1000+ scientific tools for AI scientists: life science, reserach, literature, a…
|
F 30 4⁄3 | ||||||||
| 25056 |
Transforms scattered customer feedback from sources like Slack, Zoom, and JIRA …
|
F 30 4⁄3 | ||||||||
| 25057 |
An MCP server that enables interaction with Google Cloud Filestore API, allowin…
|
F 30 4⁄4 | ||||||||
| 25058 |
txtai is an all-in-one embeddings database for semantic search, LLM orchestrati…
|
F 30 4⁄4 | ||||||||
| 25059 |
A server that allows AI tools like Claude and Cursor to automate and control Ph…
|
F 30 4⁄4 | ||||||||
| 25060 |
Enables programmatic interaction with Expo/React Native projects and EAS (Expo …
|
F 30 4⁄4 | ||||||||
| 25061 |
MCP for the Opendock Neutron API.
|
F 30 4⁄3 | ||||||||
| 25062 |
Processes test scenarios from user prompts to generate complete WDIO test suite…
|
F 30 4⁄3 | ||||||||
| 25063 |
A simplified Model Context Protocol server in Python that reads text input and …
|
F 30 4⁄4 | ||||||||
| 25064 |
Provides access to the official German Federal Legal Information Portal (rechts…
|
F 30 4⁄4 | ||||||||
| 25065 |
Enables monitoring and querying of telecom performance management (PM) counters…
|
F 30 4⁄4 | ||||||||
| 25066 |
Add Obsidian integrations like semantic search and custom Templater prompts to …
|
F 30 4⁄3 | ||||||||
| 25067 |
An MCP server for Bitbucket Data Center that enables AI assistants to search co…
|
F 30 4⁄4 | ||||||||
| 25068 |
A unified gateway and web dashboard that aggregates multiple MCP servers into a…
|
F 30 4⁄4 | ||||||||
| 25069 |
Integrates Taiwan-specific medical data including ICD-10 codes, FDA drug databa…
|
F 30 4⁄4 | ||||||||
| 25070 |
Provides access to journal partition tables, impact factors, and warning lists …
|
F 30 4⁄4 | ||||||||
| 25071 |
Enables AI assistants to interact with the MetaTrader 5 trading platform for ma…
|
F 30 4⁄3 | ||||||||
| 25072 |
A comprehensive integration providing over 46 tools for managing GitLab project…
|
F 30 4⁄4 | ||||||||
| 25073 |
Provides 12 tools to query South Korean building register data, including title…
|
F 30 4⁄3 | ||||||||
| 25074 |
|
F 30 4⁄3 | ||||||||
| 25075 |
Enables searching and retrieving academic papers from arXiv by topic, allowing …
|
F 30 4⁄4 | ||||||||
| 25076 |
Enables automated Douyin video uploads and account management using Playwright …
|
F 30 4⁄3 | ||||||||
| 25077 |
Save thousands of lines of code by building universal, domain-agnostic Multi-Ag…
|
F 30 4⁄3 | ||||||||
| 25078 |
A Model Context Protocol server that wraps the official Obsidian CLI to allow A…
|
F 30 4⁄3 | ||||||||
| 25079 |
Running Microsoft's BitNet inference framework via FastAPI, Uvicorn and Docker.
|
F 30 4⁄3 | ||||||||
| 25080 |
Persistent memory system for AI coding assistants. Captures decisions, learning…
|
F 30 4⁄3 | ||||||||
| 25081 |
A model context protocol server that allows interaction with TriliumNext Notes,…
|
F 30 4⁄3 | ||||||||
| 25082 |
An MCP server for interacting with a Jenkins CI/CD server. Allows you to trigge…
|
F 30 4⁄4 | ||||||||
| 25083 |
Infrastructure Auto Provisioner
|
F 30 4⁄4 | ||||||||
| 25084 |
An MCP server that retrieves and provides Wikipedia content for requested topic…
|
F 30 4⁄3 | ||||||||
| 25085 |
AI assistant built with Streamlit, NVIDIA NIM (LLaMa 3.3:70B) / Ollama, and Mod…
|
F 30 4⁄3 | ||||||||
| 25086 |
A production-grade memory server for LibreChat that stores conversation turns a…
|
F 30 4⁄4 | ||||||||
| 25087 |
Modular MCP server for OPNsense firewall management - 88 tools providing access…
|
F 30 4⁄4 | ||||||||
| 25088 |
A minimal MCP server template demonstrating basic tools, resources, and prompts…
|
F 30 4⁄4 | ||||||||
| 25089 |
MCP proxy that lazy-loads tool schemas to cut context token overhead by 6-7x
|
F 30 4⁄3 | ||||||||
| 25090 |
Trust and quality infrastructure for AI agents. 233+ quality-scored capabilitie…
|
F 30 4⁄4 | ||||||||
| 25091 |
Advanced MCP server for seamless access to Israeli Government Open Data
|
F 30 4⁄4 | ||||||||
| 25092 |
A TypeScript MCP server for Codecks project management that provides over 32 to…
|
F 30 4⁄4 | ||||||||
| 25093 |
Official MiniMax Model Context Protocol (MCP) JavaScript implementation that pr…
|
F 30 4⁄4 | ||||||||
| 25094 |
AI agent discovery, marketplace, messaging, and payments on Nostr — no platform…
|
F 30 4⁄3 | ||||||||
| 25095 |
Control your macOS Homebrew setup using natural language via this MCP server. S…
|
F 30 4⁄3 | ||||||||
| 25096 |
This is an MCP server used for querying books, and it can be applied in common …
|
F 30 4⁄4 | ||||||||
| 25097 |
Enables the analysis of massive datasets by storing data in external variables …
|
F 30 4⁄4 | ||||||||
| 25098 |
MCP Server that enables natural language interaction with iSendPro's SMS messag…
|
F 30 4⁄4 | ||||||||
| 25099 |
AI-powered MCP marketplace enabling AI engineers to deploy, monetize, and scale…
|
F 30 4⁄3 | ||||||||
| 25100 |
MCP security proxy that sits between AI coding assistants and MCP servers, dete…
|
F 30 4⁄3 | ||||||||