MCP Server Quality Scores
Independent quality analysis of 60196 public MCP servers
Last updated 1 hour, 13 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 23851 |
Provides semantic search capabilities over PyTorch documentation, enabling user…
|
C 56 4⁄3 | ||||||||
| 23852 |
Enables AI agents and automation tools to manage TODO tasks through full CRUD o…
|
C 56 4⁄4 | ||||||||
| 23853 |
An MCP (Multi-Agent Conversation Protocol) server that enables natural language…
|
C 56 4⁄3 | ||||||||
| 23854 |
Ava
Claim
An AI-powered MCP server that automatically tracks and reports task progress to…
|
C 56 4⁄3 | ||||||||
| 23855 |
NotionMCP
Claim
Enables AI assistants to search, read, summarize, and analyze sentiment of Noti…
|
C 56 4⁄4 | ||||||||
| 23856 |
Access cycling race data, results, and statistics through natural language. Fea…
|
C 56 4⁄4 | ||||||||
| 23857 |
Enables building and querying code knowledge graphs for project analysis, with …
|
C 56 4⁄3 | ||||||||
| 23858 |
A comprehensive project management system that provides a full-featured Kanban …
|
C 56 4⁄4 | ||||||||
| 23859 |
Description: Persistent memory for AI agents with rollback, audit trails,
seman…
|
C 56 4⁄4 | ||||||||
| 23860 |
Enables semantic code search across projects using AI embeddings to find code b…
|
C 56 4⁄3 | ||||||||
| 23861 |
Persistent memory for AI agents with knowledge graph, Hebbian learning, 4-signa…
|
C 56 4⁄3 | ||||||||
| 23862 |
Moodle MCP Server
Claim
Enables interaction with Moodle learning management systems through the Moodle …
|
C 56 4⁄3 | ||||||||
| 23863 |
OmniTaskAgent
Claim
A multi-model task management system that enables intelligent task creation, de…
|
C 56 4⁄4 | ||||||||
| 23864 |
Telephony MCP Server
Claim
Enables LLMs to make voice calls and send SMS messages through the Vonage API, …
|
C 56 4⁄4 | ||||||||
| 23865 |
mcp-llama3-client
Claim
A client for the MCP Flight Search service using Ollama and Llama 3.2 to provid…
|
C 56 4⁄3 | ||||||||
| 23866 |
An auto-generated Multi-Agent Conversation Protocol Server that enables interac…
|
C 56 4⁄3 | ||||||||
| 23867 |
An MCP server providing comprehensive access to Unlock Protocol on Base and Bas…
|
C 56 4⁄4 | ||||||||
| 23868 |
Fast MCP Task Manager
Claim
Enables AI-powered task management with Google Gemini integration, providing CR…
|
C 56 4⁄3 | ||||||||
| 23869 |
A MCP Proxy (Local <-> SSE) with token based authentication.
|
C 56 4⁄4 | ||||||||
| 23870 |
Exposes 90 production-grade tools for interacting with the complete HPE Aruba N…
|
C 56 4⁄4 | ||||||||
| 23871 |
An interface for managing and querying MariaDB databases that supports standard…
|
C 56 4⁄4 | ||||||||
| 23872 |
A Multi-Call Protocol server providing comprehensive access to Chinese stock ma…
|
C 56 4⁄4 | ||||||||
| 23873 |
|
C 56 3⁄3 | ||||||||
| 23874 |
hivemind
Claim
Query multiple AI models (OpenAI, Anthropic, Google) for consensus responses.
|
C 56 4⁄3 | ||||||||
| 23875 |
Enables browser automation using Puppeteer through the MCP interface. Allows la…
|
C 56 4⁄3 | ||||||||
| 23876 |
Example MCP server for Microsoft Copilot Studio, providing echo (repeat input 3…
|
C 56 3⁄3 | ||||||||
| 23877 |
This server implements the Multi-Agent Conversation Protocol for AWS SecurityHu…
|
C 56 4⁄4 | ||||||||
| 23878 |
Provides AI-powered medical consultation and clinical decision support through …
|
C 56 4⁄4 | ||||||||
| 23879 |
ruv-swarm
Claim
Neural network swarm orchestration with WebAssembly acceleration and MCP integr…
|
C 56 4⁄3 | ||||||||
| 23880 |
URL to screenshot with metadata. Python MCP server. Claude Vision optimized.
|
C 56 4⁄3 | ||||||||
| 23881 |
Enables comprehensive management of Microsoft Word documents with 30+ tools for…
|
C 56 4⁄3 | ||||||||
| 23882 |
Enables LLM clients to interact with a local tracker-server for checking schedu…
|
C 56 3⁄3 | ||||||||
| 23883 |
Smyth Docker Commander
Claim
Enables spawning ephemeral Linux sandbox containers using Docker and executing …
|
C 56 4⁄3 | ||||||||
| 23884 |
awesome-finance-mcp
Claim
A curated list of MCP servers for AI finance agents
|
C 56 3⁄3 | ||||||||
| 23885 |
Exposes a local biomedical literature pipeline as MCP tools for automated resea…
|
C 56 3⁄3 | ||||||||
| 23886 |
Enables users to interact with a business co-founder/executive assistant that i…
|
C 56 4⁄4 | ||||||||
| 23887 |
Timezone MCP Server
Claim
Enables LLMs to get current time information for any timezone worldwide, includ…
|
C 56 4⁄4 | ||||||||
| 23888 |
Automates Facebook Page management through the Graph API, enabling content post…
|
C 56 4⁄4 | ||||||||
| 23889 |
Project MCP Server
Claim
Provides tools for managing project knowledge graphs, enabling structured repre…
|
C 56 4⁄4 | ||||||||
| 23890 |
Enables quantum systems analysis and simulation including quantum circuits, ope…
|
C 56 4⁄4 | ||||||||
| 23891 |
MCP server that turns local projects or GitHub repositories into Mermaid diagra…
|
C 56 4⁄4 | ||||||||
| 23892 |
An advanced integrated MCP server platform that combines 600+ tools and multipl…
|
C 56 4⁄4 | ||||||||
| 23893 |
An advanced MCP-based AI agent system with intelligent tool orchestration, mult…
|
C 56 4⁄3 | ||||||||
| 23894 |
Provides AI agents and LLMs access to the test 12 API (Petstore Swagger) throug…
|
C 56 4⁄4 | ||||||||
| 23895 |
An AI-powered combat log analyzer for Throne & Liberty that provides actionable…
|
C 56 4⁄3 | ||||||||
| 23896 |
A multi-language testing automation server that enables AI assistants to discov…
|
C 56 4⁄3 | ||||||||
| 23897 |
Enables users to retrieve chemical safety information including compound proper…
|
C 56 4⁄4 | ||||||||
| 23898 |
docker
Claim
sapne dekha
ache baat hai
sapna ke so jaana
wo sahi nahi hai
|
C 56 4⁄4 | ||||||||
| 23899 |
mcp-nexus
Claim
A multi-provider MCP server that acts as a unified bridge for Tavily, Brave Sea…
|
C 56 4⁄4 | ||||||||
| 23900 |
bitcoinrepo
Claim
|
C 56 3⁄3 | ||||||||