MCP Server Quality Scores
Independent quality analysis of 69182 public MCP servers
Last updated 1 hour, 24 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 52401 |
secretscanner
Claim
An MCP server for autonomous AI agents to scan and detect hardcoded secrets, AP…
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| 52402 |
LedFX MCP Server
Claim
Enables AI assistants to control a local LedFX instance through natural languag…
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| 52403 |
pgsql-mcp-server
Claim
Enables interaction with PostgreSQL databases through MCP, supporting queries, …
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| 52404 |
mcp-gateway-scan
Claim
Read-only static scanner for MCP / agent-gateway production-readiness. The `sca…
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| 52405 |
Polymarket MCP Server
Claim
Enables interaction with Polymarket prediction markets through read-only access…
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| 52406 |
mcp-server-jupyter
Claim
Enables programmatic interaction with Jupyter notebooks, allowing reading, edit…
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| 52407 |
perplexity-mcp
Claim
Enables web search using Perplexity AI's API, allowing users to search the web …
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| 52408 |
google-workspace-mcp
Claim
A unified MCP server for Google Workspace APIs providing tools for Chat, Gmail,…
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| 52409 |
Google Analytics MCP
Claim
A GCP-hosted MCP server for Google Analytics GA4 where each user logs in with t…
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| 52410 |
screenbox
Claim
Provides AI agents with isolated virtual desktops containing a real Chromium br…
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| 52411 |
Ebird
Claim
eBird MCP — Cornell Lab of Ornithology citizen-science bird observations
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| 52412 |
retavyn
Claim
Retavyn provides persistent memory for Claude, automatically storing and inject…
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| 52413 |
ModelRisk MCP
Claim
Enables Monte Carlo risk modeling in Excel via conversation, including model bu…
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| 52414 |
Zvec MCP Bridge
Claim
Indexes project source files into a local Zvec vector database and provides sem…
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| 52415 |
mcp-prompt-optimizer
Claim
MCP server for professional prompt engineering and agentic scaffolding, with cl…
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| 52416 |
AEGIS MCP Server
Claim
Provides AI agents with private, pay-per-request internet access through reside…
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| 52417 |
CustomGPT MCP Server
Claim
Enables interaction with CustomGPT.ai agents through the Model Context Protocol…
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| 52418 |
MCP tools for managing your self-hosted Supabase instance. Combines Edge Functi…
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| 52419 |
scm-mcp-server
Claim
Exposes Palo Alto Networks Strata Cloud Manager API via MCP, enabling AI assist…
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| 52420 |
A production-ready MCP server for UberEats automation, featuring Redis-backed s…
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| 52421 |
Gives AI agents persistent memory with bi-temporal tracking, automatically extr…
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| 52422 |
NORMA MCP Server
Claim
Free hosted MCP server for EU compliance, enabling search across 8 frameworks, …
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| 52423 |
goal-engine
Claim
Provides persistent goal-tracking with external evaluation for agentic CLIs, en…
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| 52424 |
Analyzes raw email headers and emails for phishing, spoofing, and BEC using AI …
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| 52425 |
worldcup-mcp
Claim
MCP server exposing live 2026 FIFA World Cup group standings and Round-of-32 br…
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| 52426 |
An AI-powered documentation navigator that enables intelligent search, summariz…
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| 52427 |
vault-mcp
Claim
A remote MCP server that enables language models to search, read, and write not…
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| 52428 |
Roblox Executor MCP
Claim
Enables AI agents to interact with a running Roblox game client to execute Lua …
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| 52429 |
Weather MCP Server
Claim
Provides real-time weather alerts and forecasts for US locations by integrating…
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| 52430 |
mcp-excel
Claim
Enables querying Excel and CSV files using SQL via natural language, allowing A…
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| 52431 |
Semantic Notes Vault MCP
Claim
Connects AI assistants to an Obsidian vault as a semantic knowledge graph, enab…
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| 52432 |
error2fix
Claim
Provides coding agents with compressed failure context via MCP, reducing the ne…
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| 52433 |
QE-MCP
Claim
A Python-based MCP server that enforces configurable Quality Assurance automati…
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| 52434 |
DefaultVerifier MCP
Claim
Verifies signed SAR v0.1 settlement receipts offline using Ed25519 signatures a…
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| 52435 |
RPA-Python MCP Server
Claim
A Model Context Protocol server that wraps RPA-Python to enable AI models to di…
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| 52436 |
yougile-mcp
Claim
A production-grade Model Context Protocol server for YouGile that lets AI agent…
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| 52437 |
mcp-arcgis-dublinoh
Claim
Enables querying and searching open geospatial datasets from the City of Dublin…
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| 52438 |
Claude Flow MCP
Claim
Integrates with Claude Code to execute AI-powered code analysis and workflow au…
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| 52439 |
@skillzmarket/mcp
Claim
Enables AI assistants to search, get info, call, and review paid AI skills on S…
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| 52440 |
basecamp-mcp
Claim
Enables interacting with Basecamp projects, todos, messages, chats, and more th…
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| 52441 |
Orcool Studio
Claim
Self-service creative engine: a living market-signal feed, narratives your expe…
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| 52442 |
phishfort-mcp
Claim
A security-first MCP server and paired agent skill for the PhishFort Unified Cl…
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| 52443 |
starwars
Claim
Provides access to the SWAPI Star Wars API, enabling users to query characters,…
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| 52444 |
mcp-score
Claim
AI-powered music notation server that lets you create and edit scores using nat…
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| 52445 |
An MCP server using Google's Agent Development Kit with multiple specialized ag…
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| 52446 |
ai-content-drop
Claim
Make AI videos, images, ads and short dramas from a description, priced first. …
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| 52447 |
mcp-diff
Claim
Computes line-level diffs between two texts, returning added/removed lines and …
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| 52448 |
VirusTotal MCP Server
Claim
A Model Context Protocol (MCP) server that enables LLMs to interact with the Vi…
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| 52449 |
vibecompass-mcp
Claim
MCP server that connects AI coding tools to VibeCompass projects for reading co…
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| 52450 |
procurement-graph
Claim
Exposes a dependency graph of strategic sourcing artifacts and analyses as an M…
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