MCP Server Quality Scores
Independent quality analysis of 60600 public MCP servers
Last updated 49 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 25101 |
Human-like memory layer for AI agents with semantic, episodic, and procedural m…
|
F 30 4⁄4 | ||||||||
| 25102 |
MCP proxy that lazy-loads tool schemas to cut context token overhead by 6-7x
|
F 30 4⁄3 | ||||||||
| 25103 |
Connect AI agents to the Aevo trading platform. Retrieve market data, manage ac…
|
F 30 4⁄4 | ||||||||
| 25104 |
Enables AI agents to control Minecraft bots via natural language commands by br…
|
F 30 4⁄4 | ||||||||
| 25105 |
Enables first-order logic reasoning including theorem proving, model finding, c…
|
F 30 4⁄4 | ||||||||
| 25106 |
Open source MCP server specializing in easy, fast, and secure tools for Databas…
|
F 30 4⁄3 | ||||||||
| 25107 |
MCP Server for kubernetes management, and analyze your cluster, application hea…
|
F 30 4⁄4 | ||||||||
| 25108 |
Provides access to the official German Federal Legal Information Portal (rechts…
|
F 30 4⁄4 | ||||||||
| 25109 |
45+ interactive charts, dashboards, and KPIs inside any AI conversation
|
F 30 4⁄3 | ||||||||
| 25110 |
Modular MCP server for OPNsense firewall management - 88 tools providing access…
|
F 30 4⁄4 | ||||||||
| 25111 |
mcp-oceanbase
|
F 30 4⁄4 | ||||||||
| 25112 |
A TypeScript MCP server for Codecks project management that provides over 32 to…
|
F 30 4⁄4 | ||||||||
| 25113 |
Infrastructure Auto Provisioner
|
F 30 4⁄4 | ||||||||
| 25114 |
A server providing text-to-speech and speech-to-text functionalities using Wind…
|
F 30 4⁄3 | ||||||||
| 25115 |
Browser automation for web scraping and interaction
|
F 30 4⁄3 | ||||||||
| 25116 |
A server implementing the Model Context Protocol that enables AI assistants lik…
|
F 30 4⁄4 | ||||||||
| 25117 |
Enable question answering workflows with a simple agent setup. Facilitate autom…
|
F 30 4⁄3 | ||||||||
| 25118 |
Create and save recipes in Paprika with natural language!
|
F 30 4⁄3 | ||||||||
| 25119 |
Empowering AI with Workflow Orchestration
|
F 30 4⁄3 | ||||||||
| 25120 |
Provides comprehensive access to Salesforce B2C Commerce Cloud development tool…
|
F 30 4⁄3 | ||||||||
| 25121 |
Running Microsoft's BitNet inference framework via FastAPI, Uvicorn and Docker.
|
F 30 4⁄3 | ||||||||
| 25122 |
A MCP server to interact with Neovim
|
F 30 4⁄3 | ||||||||
| 25123 |
Update, create, delete content, content-models and assets in your Contentful Sp…
|
F 30 4⁄3 | ||||||||
| 25124 |
Trust and quality infrastructure for AI agents. 233+ quality-scored capabilitie…
|
F 30 4⁄4 | ||||||||
| 25125 |
This server provides an API to query Large Language Models using context from l…
|
F 30 4⁄3 | ||||||||
| 25126 |
Assembly-accelerated DuckDB MCP server for code search, indexing, and symbol lo…
|
F 30 4⁄3 | ||||||||
| 25127 |
A productivity coaching assistant designed for ADHD support that provides intel…
|
F 30 4⁄3 | ||||||||
| 25128 |
A server that allows AI tools like Claude and Cursor to automate and control Ph…
|
F 30 4⁄4 | ||||||||
| 25129 |
A proxy server that bridges AI agents and external APIs by dynamically translat…
|
F 30 4⁄4 | ||||||||
| 25130 |
1000+ scientific tools for AI scientists: life science, reserach, literature, a…
|
F 30 4⁄3 | ||||||||
| 25131 |
Enables AI agents to perform comprehensive person and company lookups by integr…
|
F 30 4⁄4 | ||||||||
| 25132 |
Add Obsidian integrations like semantic search and custom Templater prompts to …
|
F 30 4⁄3 | ||||||||
| 25133 |
Enables users to create professional React-powered videos through Claude Deskto…
|
F 30 4⁄3 | ||||||||
| 25134 |
Manage, explore, transform and join data in Kafka topics across multiple cluste…
|
F 30 4⁄3 | ||||||||
| 25135 |
Enables programmatic interaction with ArchiveBox web archiving functionality th…
|
F 30 4⁄4 | ||||||||
| 25136 |
AI-powered POS & sales analytics MCP server with 67 tools for Airレジ, スマレジ, and …
|
F 30 4⁄4 | ||||||||
| 25137 |
A simplified Model Context Protocol server in Python that reads text input and …
|
F 30 4⁄4 | ||||||||
| 25138 |
Trello for Claude Code: AI-powered task management with 60 MCP tools, visual Ka…
|
F 30 4⁄4 | ||||||||
| 25139 |
Provides a natural language interface for querying and managing PostgreSQL, MyS…
|
F 30 4⁄4 | ||||||||
| 25140 |
Save thousands of lines of code by building universal, domain-agnostic Multi-Ag…
|
F 30 4⁄3 | ||||||||
| 25141 |
Enables monitoring and querying of telecom performance management (PM) counters…
|
F 30 4⁄4 | ||||||||
| 25142 |
Enables AI agents to manage VMware vSphere infrastructure through 55 typed tool…
|
F 30 4⁄4 | ||||||||
| 25143 |
An auto-generated MCP server that enables interaction with Google Kubernetes En…
|
F 30 4⁄4 | ||||||||
| 25144 |
Provides advanced web scraping with HTTP client, smart content extraction to Ma…
|
F 30 4⁄3 | ||||||||
| 25145 |
AI agent discovery, marketplace, messaging, and payments on Nostr — no platform…
|
F 30 4⁄3 | ||||||||
| 25146 |
Provides up-to-date documentation context for a specific Rust crate to LLMs via…
|
F 30 4⁄3 | ||||||||
| 25147 |
Enterprise-grade Jenkins CI/CD integration with multi-tier caching, pipeline mo…
|
F 30 4⁄3 | ||||||||
| 25148 |
Integrates Taiwan-specific medical data including ICD-10 codes, FDA drug databa…
|
F 30 4⁄4 | ||||||||
| 25149 |
A centralized management platform that aggregates multiple Model Context Protoc…
|
F 30 4⁄4 | ||||||||
| 25150 |
Automatically transforms markdown templates (like GitHub Issue templates) into …
|
F 30 4⁄4 | ||||||||