MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 4 hours, 16 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 12851 |
Enables read-only access to Apache Iceberg tables via Impala, allowing LLMs to …
|
C 60 5⁄5 | ||||||||
| 12852 |
Waferlock Robot MCP
Claim
Enables interaction with Waferlock Robot services through a public REST API bri…
|
C 60 6⁄6 | ||||||||
| 12853 |
MCP Server implementation for the Model Context Protocol (MCP) enabling AI tool…
|
C 60 5⁄5 | ||||||||
| 12854 |
Provides AI agents with real-time cryptocurrency news and media updates sourced…
|
C 60 5⁄5 | ||||||||
| 12855 |
A Model Context Protocol server that enables users to control and interact with…
|
C 60 5⁄5 | ||||||||
| 12856 |
Enables fetching real-time stock prices from Yahoo Finance through Claude AI's …
|
C 60 5⁄5 | ||||||||
| 12857 |
Real-time crypto prices from Binance, Coinbase, Kraken, OKX, and Bybit
|
C 60 6⁄6 | ||||||||
| 12858 |
A FastMCP-based tool for analyzing logback log files to detect code defects and…
|
C 60 5⁄4 | ||||||||
| 12859 |
|
C 60 6⁄6 | ||||||||
| 12860 |
Discrete Structures
Claim
Comprehensive tools for discrete mathematics: logic, algorithms, number theory,…
|
C 60 5⁄4 | ||||||||
| 12861 |
Enables LLMs to interact with ROS1 Noetic robotic systems by providing tools fo…
|
C 60 5⁄5 | ||||||||
| 12862 |
Claude Code can't do everything well.
This MCP covers Claude Code's weaknesses …
|
C 60 5⁄4 | ||||||||
| 12863 |
Barebones MCP Server
Claim
A minimal, dockerized template for creating HTTP-based Model Context Protocol s…
|
C 60 5⁄5 | ||||||||
| 12864 |
MCP stdio server for source-backed SEC EDGAR financial data from the hosted Edg…
|
C 60 5⁄5 | ||||||||
| 12865 |
Jokes MCP Server
Claim
Enables fetching jokes from multiple APIs including Chuck Norris jokes, Dad jok…
|
C 60 5⁄5 | ||||||||
| 12866 |
An MCP server that interfaces with SIEMENS WinCC Unified SCADA systems via Grap…
|
C 60 5⁄5 | ||||||||
| 12867 |
Enables interaction with Saudi government services through the Absher platform,…
|
C 60 5⁄5 | ||||||||
| 12868 |
Whimsical MCP Server
Claim
Enables programmatic creation of Whimsical diagrams from Mermaid markup generat…
|
C 60 5⁄5 | ||||||||
| 12869 |
reddit-research-mcp
Claim
AI-powered Reddit intelligence for market research and competitive analysis. Di…
|
C 60 6⁄6 | ||||||||
| 12870 |
mcp-pageshot
Claim
Paste a URL to see exactly how it renders as a social card on Twitter, LinkedIn…
|
C 60 5⁄5 | ||||||||
| 12871 |
A Model Context Protocol server that enables large language models to interact …
|
C 60 5⁄5 | ||||||||
| 12872 |
Text-to-SQL MCP Server
Claim
A secure database query service built on FastMCP framework that allows users to…
|
C 60 5⁄5 | ||||||||
| 12873 |
Enables searching for job listings on the German job portal Stepstone.de with m…
|
C 60 6⁄6 | ||||||||
| 12874 |
Garza Home MCP
Claim
Personal home automation server integrating unified messaging (Beeper), home se…
|
C 60 6⁄6 | ||||||||
| 12875 |
Spanish legislation via MCP — full-text search across statutes and provisions
|
C 60 6⁄4 | ||||||||
| 12876 |
MCP Server for Simplifier - manage Connectors, BusinessObjects, Datatypes and l…
|
C 60 5⁄4 | ||||||||
| 12877 |
MCP Server for ThoughtSpot - provides OAuth authentication and tools for queryi…
|
C 60 6⁄6 | ||||||||
| 12878 |
Enables AI agents and LLMs to interact with the TEST MCP USDT API through stand…
|
C 60 5⁄5 | ||||||||
| 12879 |
Enables interaction with the hosted PacedLoop API to manage workflows and monit…
|
C 60 5⁄5 | ||||||||
| 12880 |
🔍 Enable AI assistants to search and access medRxiv papers through a simple MCP…
|
C 60 5⁄5 | ||||||||
| 12881 |
FAQ RAG MCP Server
Claim
Enables semantic search and question-answering over FAQ documents using RAG (Re…
|
C 60 5⁄5 | ||||||||
| 12882 |
arjunkmrm-sg-bus-test
Claim
Get real-time bus arrival times for any Singapore bus stop by code, with option…
|
C 60 6⁄6 | ||||||||
| 12883 |
MCP server for Spot.io (Spotinst) API with 23 tools for managing Ocean clusters…
|
C 60 5⁄5 | ||||||||
| 12884 |
An MCP server implementation that allows Large Language Models to directly inte…
|
C 60 5⁄5 | ||||||||
| 12885 |
AITable MCP Server
Claim
Enables interaction with AITable workspaces through comprehensive API access, s…
|
C 60 6⁄6 | ||||||||
| 12886 |
Fetches website content and converts it to Markdown format with AI-powered cont…
|
C 60 6⁄6 | ||||||||
| 12887 |
A Python-based template for creating modular command center servers using the M…
|
C 60 5⁄5 | ||||||||
| 12888 |
Enables AI assistants to access and execute automated decision services from IB…
|
C 60 6⁄6 | ||||||||
| 12889 |
Provides access to Backlog API for project management, issue tracking, and file…
|
C 60 5⁄5 | ||||||||
| 12890 |
An MCP server that provides access to Naver OpenAPI services, enabling users to…
|
C 60 5⁄5 | ||||||||
| 12891 |
A Model Context Protocol server providing comprehensive Korean stock market ana…
|
C 60 5⁄5 | ||||||||
| 12892 |
A comprehensive Model Context Protocol server for content summarization that su…
|
C 60 5⁄5 | ||||||||
| 12893 |
A Multi-Agent Conversation Protocol server that enables interaction with the Sa…
|
C 60 5⁄5 | ||||||||
| 12894 |
*Updated December 9th 2025**
Manage your Microsoft 365 services effortlessly. C…
|
C 60 5⁄4 | ||||||||
| 12895 |
An MCP server that provides GitHub release information through the Model Contex…
|
C 60 5⁄5 | ||||||||
| 12896 |
Provide your AI coding tools with token-efficient access to up-to-date technica…
|
C 60 6⁄6 | ||||||||
| 12897 |
Unverified AI agents are a growing security risk. Kynver's MCP server brings ag…
|
C 60 6⁄6 | ||||||||
| 12898 |
Non-custodial Solana swap & limit order engine for AI agents.
|
C 60 5⁄5 | ||||||||
| 12899 |
LigueLead MCP Server
Claim
Integrates the LigueLead API to enable sending SMS, Flash SMS, and voice campai…
|
C 60 5⁄5 | ||||||||
| 12900 |
A module that enables AI assistants to access and utilize common penetration te…
|
C 60 5⁄4 | ||||||||