MCP Server Quality Scores
Independent quality analysis of 43430 public MCP servers
Last updated 2 hours, 12 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 40201 |
Gmail MCP Server
Claim
Enables interaction with Gmail through the Gmail API, allowing users to list, r…
|
— | ||||||||
| 40202 |
Apiverket MCP Server
Claim
Query Swedish public data from AI tools. Includes company data, SCB statistics,…
|
— | ||||||||
| 40203 |
lol-wiki-mcp
Claim
|
— | ||||||||
| 40204 |
Kubernetes MCP Server
Claim
powerful Kubernetes MCP server with additional support for OpenShift. Besides p…
|
— | ||||||||
| 40205 |
news-mcp-server
Claim
Enables real-time monitoring and analysis of enterprise public opinion with sen…
|
— | ||||||||
| 40206 |
mcp-memory-graph
Claim
A context-aware memory MCP server for Claude Code and any MCP-compatible AI age…
|
— | ||||||||
| 40207 |
mastra-ai-course
Claim
|
— | ||||||||
| 40208 |
options-chain-mcp
Claim
Read-only MCP server for options research with server-side filtering to reduce …
|
— | ||||||||
| 40209 |
Picsha AI MCP Server
Claim
MCP server for Picsha AI platform enabling LLMs to search, upload, and manage d…
|
— | ||||||||
| 40210 |
youtube
Claim
|
— | ||||||||
| 40211 |
Python MCP Server
Claim
A modular server for managing and registering tools, enabling extensible functi…
|
— | ||||||||
| 40212 |
youtube-trends-mcp
Claim
Enables AI assistants to query YouTube search trends, including rising topics, …
|
— | ||||||||
| 40213 |
FantasyPros API Server
Claim
Access sports data, news, rankings, and projections seamlessly. Retrieve the la…
|
— | ||||||||
| 40214 |
excel-mcp
Claim
An MCP server for performing Excel file operations including read, write, and m…
|
— | ||||||||
| 40215 |
DuckDuckGo MCP Server
Claim
A basic MCP server with example tools including message echo functionality and …
|
— | ||||||||
| 40216 |
kaspi-merchant-mcp
Claim
Enables managing Kaspi Marketplace orders through AI assistants, including list…
|
— | ||||||||
| 40217 |
Jira MCP Server
Claim
An MCP server for integrating with Jira Server instances, enabling natural lang…
|
— | ||||||||
| 40218 |
Enables AI assistants to securely query Italian legacy ERP databases (AS/400, S…
|
— | ||||||||
| 40219 |
Ambari MCP Server
Claim
Enables AI assistants to manage Apache Ambari clusters, including services, hos…
|
— | ||||||||
| 40220 |
RPA MCP Server
Claim
Provides comprehensive desktop automation capabilities including AI-powered vis…
|
— | ||||||||
| 40221 |
CrazyNinja Odds Devigger
Claim
Calculate conservative and alternative sports betting odds with expected value …
|
— | ||||||||
| 40222 |
Spotify MCP Server
Claim
MCP server for the Spotify Web API — gives Claude and other AI assistants tools…
|
— | ||||||||
| 40223 |
blender-mcp
Claim
Enables AI-powered control of Blender through natural language, allowing users …
|
— | ||||||||
| 40224 |
Real-time US state ABC (Alcoholic Beverage Control) liquor license compliance r…
|
— | ||||||||
| 40225 |
SimpleCodeMCP
Claim
Indexes internal code libraries and exposes them via MCP for AI agents to provi…
|
— | ||||||||
| 40226 |
GEOScore MCP Server
Claim
Enables scanning websites for AI search readiness, generating fixes like llms.t…
|
— | ||||||||
| 40227 |
karate-graph-mcp
Claim
Enables analysis of Karate framework feature files, extracting dependencies and…
|
— | ||||||||
| 40228 |
browserbase
Claim
|
— | ||||||||
| 40229 |
mcp-server-docx
Claim
Enables creating professional Word documents from markdown or structured conten…
|
— | ||||||||
| 40230 |
PyAutoGUI-MCP
Claim
Exposes PyAutoGUI desktop automation functions as MCP tools, enabling mouse con…
|
— | ||||||||
| 40231 |
browser-use MCP Server
Claim
MCP server enabling LLMs to perform browser tasks via SSE transport, allowing c…
|
— | ||||||||
| 40232 |
n8n MCP Agent
Claim
Autonomous AI agent for n8n workflow automation with credential factories, exec…
|
— | ||||||||
| 40233 |
MCP server for Drop Beacon (edc4me.com) — search and explore 80,000+ EDC produc…
|
— | ||||||||
| 40234 |
swiss-food-safety-mcp
Claim
MCP server connecting AI models to Swiss Federal Food Safety and Veterinary Off…
|
— | ||||||||
| 40235 |
ThryxProtocol MCP Server
Claim
ThryxProtocol v3.1 — gasless AI agent launchpad on Base. 21 tools wrap thryx.fu…
|
— | ||||||||
| 40236 |
agents-md
Claim
|
— | ||||||||
| 40237 |
AgentAuth
Claim
Identity and auth for AI agents: credentials, tokens, delegations, and permissi…
|
— | ||||||||
| 40238 |
ClawPipe
Claim
Cost-optimized LLM pipeline + 6 AI security skills (reasoning, triage, remediat…
|
— | ||||||||
| 40239 |
mcp-server-251215
Claim
|
— | ||||||||
| 40240 |
PathCourse Health (PCH)
Claim
Cheaper LLM inference, USDC agent payments via x402, agent identity / reputatio…
|
— | ||||||||
| 40241 |
mcp--server
Claim
|
— | ||||||||
| 40242 |
Parcel MCP Server
Claim
A mock MCP server for small parcel operations, providing tools to track package…
|
— | ||||||||
| 40243 |
reddirect
Claim
Reddit MCP Server — No API Keys Required. Browse, post, comment, vote, and mana…
|
— | ||||||||
| 40244 |
Opendraft
Claim
|
— | ||||||||
| 40245 |
browserbase
Claim
|
— | ||||||||
| 40246 |
mcp-hello
Claim
|
— | ||||||||
| 40247 |
Integrates OpenShift LightSpeed with Claude Code to provide AI-powered OpenShif…
|
— | ||||||||
| 40248 |
mistaike-ai
Claim
|
— | ||||||||
| 40249 |
Arcane MCP Server
Claim
Manage your entire Docker infrastructure through natural language with 180 tool…
|
— | ||||||||
| 40250 |
Obsidian MCP Server
Claim
Enables AI assistants like Claude to read, search, create, and manage notes in …
|
— | ||||||||