MCP Server Quality Scores
Independent quality analysis of 47403 public MCP servers
Last updated 1 hour, 37 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 25101 |
An MCP-compatible Flask server that integrates with the educhain Python library…
|
F 30 4⁄3 | ||||||||
| 25102 |
A TypeScript MCP server for Codecks project management that provides over 32 to…
|
F 30 4⁄4 | ||||||||
| 25103 |
An MCP server for Bitbucket Data Center that enables AI assistants to search co…
|
F 30 4⁄4 | ||||||||
| 25104 |
Trust and quality infrastructure for AI agents. 233+ quality-scored capabilitie…
|
F 30 4⁄4 | ||||||||
| 25105 |
Modular MCP server for OPNsense firewall management - 88 tools providing access…
|
F 30 4⁄4 | ||||||||
| 25106 |
A foundation layer for building production-grade Model Context Protocol (MCP) s…
|
F 30 4⁄3 | ||||||||
| 25107 |
Provides personalized book recommendations through OpenRouter and ChatGPT based…
|
F 30 4⁄4 | ||||||||
| 25108 |
txtai is an all-in-one embeddings database for semantic search, LLM orchestrati…
|
F 30 4⁄4 | ||||||||
| 25109 |
Enables dynamic database querying through natural language questions using LLM-…
|
F 30 4⁄4 | ||||||||
| 25110 |
⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS,…
|
F 30 4⁄3 | ||||||||
| 25111 |
The most powerful MCP server for Slack Workspaces.
|
F 30 4⁄4 | ||||||||
| 25112 |
Enables first-order logic reasoning including theorem proving, model finding, c…
|
F 30 4⁄4 | ||||||||
| 25113 |
MCP server wrapping the Taskwarrior CLI for structured, project-scoped task man…
|
F 30 4⁄3 | ||||||||
| 25114 |
Infrastructure Auto Provisioner
|
F 30 4⁄4 | ||||||||
| 25115 |
Persistent intelligence infrastructure for agentic development that gives AI co…
|
F 30 4⁄3 | ||||||||
| 25116 |
mcp-oceanbase
|
F 30 4⁄4 | ||||||||
| 25117 |
Enables control of Android devices through ADB using natural language commands.…
|
F 30 4⁄3 | ||||||||
| 25118 |
Enables AI agents to perform comprehensive person and company lookups by integr…
|
F 30 4⁄4 | ||||||||
| 25119 |
Enables users to create professional React-powered videos through Claude Deskto…
|
F 30 4⁄3 | ||||||||
| 25120 |
Provides tools for AI assistants to manage and diagnose MWAA Airflow environmen…
|
F 30 4⁄3 | ||||||||
| 25121 |
Enables programmatic interaction with Expo/React Native projects and EAS (Expo …
|
F 30 4⁄4 | ||||||||
| 25122 |
Connect AI agents to the Aevo trading platform. Retrieve market data, manage ac…
|
F 30 4⁄4 | ||||||||
| 25123 |
A demonstration MCP server showcasing the xmcp framework's structured approach …
|
F 30 4⁄3 | ||||||||
| 25124 |
Server fleet management MCP — monitor, deploy, and manage distributed Linux ser…
|
F 30 4⁄3 | ||||||||
| 25125 |
Enables LLM agents to query and analyze ActivityWatch time tracking data, inclu…
|
F 30 4⁄4 | ||||||||
| 25126 |
A privacy-first MCP server that provides local LLM-enhanced tools for code anal…
|
F 30 4⁄3 | ||||||||
| 25127 |
Provides 12 tools to query South Korean building register data, including title…
|
F 30 4⁄3 | ||||||||
| 25128 |
MCP Server for Snowflake from Snowflake Labs
|
F 30 4⁄3 | ||||||||
| 25129 |
MCP Expr Lang
|
F 30 4⁄3 | ||||||||
| 25130 |
An auto-generated MCP server that enables interaction with Google Kubernetes En…
|
F 30 4⁄4 | ||||||||
| 25131 |
An AI-powered compliance assistant that analyzes financial marketing content fo…
|
F 30 4⁄4 | ||||||||
| 25132 |
Integrates Taiwan-specific medical data including ICD-10 codes, FDA drug databa…
|
F 30 4⁄4 | ||||||||
| 25133 |
Enables management of the Proflores budgeting system, allowing users to interac…
|
F 30 4⁄4 | ||||||||
| 25134 |
Daem0n-MCP provides AI agents with persistent, semantically indexed memory to t…
|
F 30 4⁄3 | ||||||||
| 25135 |
MCP Server that enables natural language interaction with iSendPro's SMS messag…
|
F 30 4⁄4 | ||||||||
| 25136 |
Official MiniMax Model Context Protocol (MCP) JavaScript implementation that pr…
|
F 30 4⁄4 | ||||||||
| 25137 |
Running Microsoft's BitNet inference framework via FastAPI, Uvicorn and Docker.
|
F 30 4⁄3 | ||||||||
| 25138 |
An MCP server that retrieves and provides Wikipedia content for requested topic…
|
F 30 4⁄3 | ||||||||
| 25139 |
Enables automated Douyin video uploads and account management using Playwright …
|
F 30 4⁄3 | ||||||||
| 25140 |
Enables interaction with the DROYD AI trading agent API for cryptocurrency rese…
|
F 30 4⁄4 | ||||||||
| 25141 |
Automatically transforms markdown templates (like GitHub Issue templates) into …
|
F 30 4⁄4 | ||||||||
| 25142 |
Talk to your SaaS tools including HubSpot, Salesforce, and more
|
F 30 4⁄4 | ||||||||
| 25143 |
🏛 [UNDER CONSTRUCTION] A (roman) claude plugin marketplace
|
F 30 4⁄3 | ||||||||
| 25144 |
A simplified Model Context Protocol server in Python that reads text input and …
|
F 30 4⁄4 | ||||||||
| 25145 |
Provides dynamic short-term and long-term memory management with keyword-based …
|
F 30 4⁄3 | ||||||||
| 25146 |
An MCP server that provides access to supervisor evaluations and ratings from u…
|
F 30 4⁄3 | ||||||||
| 25147 |
Embeds an MCP server directly within Obsidian to provide applications with stre…
|
F 30 4⁄3 | ||||||||
| 25148 |
An API-based accounting analysis tool that identifies financial anomalies like …
|
F 30 4⁄4 | ||||||||
| 25149 |
Enables AI agents to manage VMware vSphere infrastructure through 55 typed tool…
|
F 30 4⁄4 | ||||||||
| 25150 |
Semantic code search and RAG system written in Rust with tree-sitter chunking, …
|
F 30 4⁄3 | ||||||||