MCP Server Quality Scores
Independent quality analysis of 50103 public MCP servers
Last updated 1 hour, 16 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 49951 |
raptor-banana
Claim
Nano Banana MCP
|
— | ||||||||
| 49952 |
MCPyDoc
Claim
Provides real-time access to Python package documentation, source code, and sym…
|
— | ||||||||
| 49953 |
FastMCP Example Server
Claim
Educational example of an MCP server built with FastMCP, demonstrating how to e…
|
— | ||||||||
| 49954 |
ultrabrain-mcp
Claim
A local MCP reasoning gate that enables structured engineering thought through …
|
— | ||||||||
| 49955 |
spine-curated
Claim
A curated selections of tools and writing from the Underground Cultural Distric…
|
— | ||||||||
| 49956 |
opportunity-mcp
Claim
Enables AI assistants to search and filter youth opportunities such as scholars…
|
— | ||||||||
| 49957 |
Claude MCP
Claim
A cross-platform desktop MCP server that allows Codex and other MCP clients to …
|
— | ||||||||
| 49958 |
Node Runner MCP Server
Claim
Enables running Node.js scripts and npm commands with permission prompts via no…
|
— | ||||||||
| 49959 | — | |||||||||
| 49960 |
Retrograde MCP
Claim
A Model Context Protocol server that provides real astronomical data (planetary…
|
— | ||||||||
| 49961 |
Data Dictionary MCP
Claim
A Model Context Protocol (MCP) server that coordinates AI agents to transform d…
|
— | ||||||||
| 49962 |
Provides AI-powered access to the largest EU GDPR enforcement decisions databas…
|
— | ||||||||
| 49963 |
td-mcp
Claim
MCP server for controlling TouchDesigner from AI coding agents like Claude Code…
|
— | ||||||||
| 49964 |
MCP server for Prefect. Monitor and debug workflows, deployments, and automatio…
|
— | ||||||||
| 49965 |
mail-smtp-mcp
Claim
A TypeScript MCP server that enables LLMs to send outbound emails via SMTP with…
|
— | ||||||||
| 49966 |
Coval MCP Server
Claim
Enables AI assistants to interact with Coval's evaluation platform for launchin…
|
— | ||||||||
| 49967 |
n8nmcpremote
Claim
|
— | ||||||||
| 49968 |
AutoCAD MCP Server
Claim
Enables natural language control of AutoCAD drawings via LLMs like Claude, supp…
|
— | ||||||||
| 49969 |
openclaw-tools-mcp
Claim
Exposes OpenClaw tools (web search, page fetching, browser automation, PDF anal…
|
— | ||||||||
| 49970 |
jimeng-ai-mcp
Claim
Wraps Jimeng AI's image and video generation APIs for AI assistants to create a…
|
— | ||||||||
| 49971 |
Teams MCP Server
Claim
Enables AI assistants to interact with Microsoft Teams through direct API calls…
|
— | ||||||||
| 49972 |
MCP Banana Image
Claim
AI-powered image generation MCP server with 16 specialized tools for generating…
|
— | ||||||||
| 49973 |
Enables searching and retrieving Taiwan judicial judgments, including full-text…
|
— | ||||||||
| 49974 |
mcp-outlook-mail
Claim
Enables AI agents to interact with Microsoft 365 Outlook Mail, allowing email o…
|
— | ||||||||
| 49975 |
timeweb-mcp-server
Claim
Automates deployment of applications to Timeweb Cloud via the Model Context Pro…
|
— | ||||||||
| 49976 |
AStockEvent
Claim
Structured A-share announcement event feed. 16 MCP tools, 13 event types.
|
— | ||||||||
| 49977 |
Real-time US and Canadian sales tax and use tax rates by address or geographic …
|
— | ||||||||
| 49978 |
adpage
Claim
|
— | ||||||||
| 49979 |
ebenova-fieldops-mcp
Claim
Field operations agent API for task management, geo-tracking, and team coordina…
|
— | ||||||||
| 49980 |
netlify-mcp
Claim
|
— | ||||||||
| 49981 |
json-sanity
Claim
Deterministic JSON repair for LLM agents. Strips prose preambles, fixes malform…
|
— | ||||||||
| 49982 |
Enables reading and writing macOS system defaults and settings through commands…
|
— | ||||||||
| 49983 |
**Agentic Swarm Marketplace** is a hierarchical multi-agent stack for **machine…
|
— | ||||||||
| 49984 |
Nutrition MCP Server
Claim
Enables intelligent nutrition tracking through natural language meal logging wi…
|
— | ||||||||
| 49985 |
Coralogix MCP Server
Claim
A command-line tool for monitoring and analyzing Coralogix logs using the Model…
|
— | ||||||||
| 49986 |
cronozen-proof
Claim
Tamper-proof audit trail for AI decisions. 6 tools to record, verify, and expor…
|
— | ||||||||
| 49987 |
@kubova/mcp
Claim
Lets AI agents pack shipping containers using the Kubova calculator, with tools…
|
— | ||||||||
| 49988 |
phishfort-mcp
Claim
A security-first MCP server and paired agent skill for the PhishFort Unified Cl…
|
— | ||||||||
| 49989 |
license-checker-ai-mcp
Claim
license-checker-ai-mcp MCP server by MEOK AI Labs
|
— | ||||||||
| 49990 |
webhook-mcp
Claim
An MCP server that sends webhook notifications to a configured URL, enabling AI…
|
— | ||||||||
| 49991 |
youtube-creator
Claim
YouTube automation: upload videos, Shorts, manage playlists, get analytics
|
— | ||||||||
| 49992 |
ui-diff-mcp
Claim
Enables comparison of mobile app screenshots against design mockups, with Calor…
|
— | ||||||||
| 49993 |
Chess MCP
Claim
Play interactive chess games through conversation with move validation, Stockfi…
|
— | ||||||||
| 49994 |
brightdata-mcp-test
Claim
|
— | ||||||||
| 49995 |
Access your Databricks workspace through Claude and other LLMs. Query Unity Cat…
|
— | ||||||||
| 49996 |
MCP Job Search Server
Claim
Enables AI agents to scrape job offers and filter them based on user-defined cr…
|
— | ||||||||
| 49997 |
awesome-unipds-projects
Claim
A curated list of original projects built by students of the UNIPDS Software en…
|
— | ||||||||
| 49998 |
bigquery-mcp-server
Claim
|
— | ||||||||
| 49999 |
After Effects MCP Server
Claim
Enables AI agents to control Adobe After Effects for project inspection, compos…
|
— | ||||||||
| 50000 |
mcp-vision
Claim
A local autonomous AI agent that watches your screen, understands the visual la…
|
— | ||||||||